Upload benchmark/results/results_rf_ridge_baseline_20260722_144537.json with huggingface_hub
Browse files
benchmark/results/results_rf_ridge_baseline_20260722_144537.json
ADDED
|
@@ -0,0 +1,2218 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"random_80_10_10_full": {
|
| 3 |
+
"model": "RF+Ridge_ensemble",
|
| 4 |
+
"split": "random_80_10_10",
|
| 5 |
+
"tier_filter": "all",
|
| 6 |
+
"overall": {
|
| 7 |
+
"FE": {
|
| 8 |
+
"n": 39940,
|
| 9 |
+
"mae": 0.3919364806319508,
|
| 10 |
+
"rmse": 0.5716593778036265,
|
| 11 |
+
"r2": 0.7906010793957805,
|
| 12 |
+
"mape": 10806299.834130026,
|
| 13 |
+
"max_error": 38.33831486283689,
|
| 14 |
+
"spearman_r": 0.8620183786409622
|
| 15 |
+
},
|
| 16 |
+
"EaH": {
|
| 17 |
+
"n": 35984,
|
| 18 |
+
"mae": 0.224404216079677,
|
| 19 |
+
"rmse": 0.4136513786084055,
|
| 20 |
+
"r2": 0.32463760033781974,
|
| 21 |
+
"mape": 22845258177.864674,
|
| 22 |
+
"max_error": 38.48852122697717,
|
| 23 |
+
"spearman_r": 0.6098597912278494
|
| 24 |
+
},
|
| 25 |
+
"BG": {
|
| 26 |
+
"n": 39916,
|
| 27 |
+
"mae": 0.49427349090710787,
|
| 28 |
+
"rmse": 0.8632997168398326,
|
| 29 |
+
"r2": 0.5502370909861427,
|
| 30 |
+
"mape": 211096789866.2398,
|
| 31 |
+
"max_error": 12.178363969321026,
|
| 32 |
+
"spearman_r": 0.648590809312957
|
| 33 |
+
}
|
| 34 |
+
},
|
| 35 |
+
"per_family": {
|
| 36 |
+
"layered_oxide": {
|
| 37 |
+
"FE": {
|
| 38 |
+
"n": 6240,
|
| 39 |
+
"mae": 0.5426288010856797,
|
| 40 |
+
"rmse": 0.6744791932910711,
|
| 41 |
+
"r2": -0.004478395100949051,
|
| 42 |
+
"mape": 37.49682556468181,
|
| 43 |
+
"max_error": 7.081325070623329,
|
| 44 |
+
"spearman_r": 0.45627820494106014
|
| 45 |
+
},
|
| 46 |
+
"EaH": {
|
| 47 |
+
"n": 5426,
|
| 48 |
+
"mae": 0.18447464201222907,
|
| 49 |
+
"rmse": 0.3402868854437715,
|
| 50 |
+
"r2": -0.02881718831289226,
|
| 51 |
+
"mape": 16702933976.191648,
|
| 52 |
+
"max_error": 7.433226790182964,
|
| 53 |
+
"spearman_r": 0.21625838225955737
|
| 54 |
+
},
|
| 55 |
+
"BG": {
|
| 56 |
+
"n": 6238,
|
| 57 |
+
"mae": 0.9577721237154065,
|
| 58 |
+
"rmse": 1.1647849820162672,
|
| 59 |
+
"r2": 0.24487112512599818,
|
| 60 |
+
"mape": 354896630717.147,
|
| 61 |
+
"max_error": 5.045335879135551,
|
| 62 |
+
"spearman_r": 0.4248178449910296
|
| 63 |
+
}
|
| 64 |
+
},
|
| 65 |
+
"halide_sse": {
|
| 66 |
+
"FE": {
|
| 67 |
+
"n": 2678,
|
| 68 |
+
"mae": 0.5210408573920056,
|
| 69 |
+
"rmse": 0.6851307094930188,
|
| 70 |
+
"r2": 0.4485198080158612,
|
| 71 |
+
"mape": 242.7218795032748,
|
| 72 |
+
"max_error": 6.587497904881903,
|
| 73 |
+
"spearman_r": 0.6950301333508918
|
| 74 |
+
},
|
| 75 |
+
"EaH": {
|
| 76 |
+
"n": 2121,
|
| 77 |
+
"mae": 0.1953308138059072,
|
| 78 |
+
"rmse": 0.3504728541740739,
|
| 79 |
+
"r2": -0.20547048686163283,
|
| 80 |
+
"mape": 43367109469.52618,
|
| 81 |
+
"max_error": 6.847936600918627,
|
| 82 |
+
"spearman_r": 0.0006976483309437979
|
| 83 |
+
},
|
| 84 |
+
"BG": {
|
| 85 |
+
"n": 2675,
|
| 86 |
+
"mae": 1.5167821302411892,
|
| 87 |
+
"rmse": 1.830916488238521,
|
| 88 |
+
"r2": 0.30999958369046376,
|
| 89 |
+
"mape": 458515248797.73065,
|
| 90 |
+
"max_error": 6.0763336800755035,
|
| 91 |
+
"spearman_r": 0.48516127097716
|
| 92 |
+
}
|
| 93 |
+
},
|
| 94 |
+
"sulfide_sse": {
|
| 95 |
+
"FE": {
|
| 96 |
+
"n": 2353,
|
| 97 |
+
"mae": 0.42173060421102276,
|
| 98 |
+
"rmse": 0.5351545656834077,
|
| 99 |
+
"r2": 0.5068733896286474,
|
| 100 |
+
"mape": 90.26093014433333,
|
| 101 |
+
"max_error": 4.511272482273,
|
| 102 |
+
"spearman_r": 0.7008443616170628
|
| 103 |
+
},
|
| 104 |
+
"EaH": {
|
| 105 |
+
"n": 2035,
|
| 106 |
+
"mae": 0.17554019523941175,
|
| 107 |
+
"rmse": 0.2802510832857198,
|
| 108 |
+
"r2": -0.14661219476293197,
|
| 109 |
+
"mape": 38249963161.66527,
|
| 110 |
+
"max_error": 4.901905989434069,
|
| 111 |
+
"spearman_r": 0.06262545090715287
|
| 112 |
+
},
|
| 113 |
+
"BG": {
|
| 114 |
+
"n": 2345,
|
| 115 |
+
"mae": 0.8383218694163831,
|
| 116 |
+
"rmse": 1.0272495924270837,
|
| 117 |
+
"r2": 0.46346333592719247,
|
| 118 |
+
"mape": 266444482292.2462,
|
| 119 |
+
"max_error": 4.172420919976205,
|
| 120 |
+
"spearman_r": 0.6627996249939891
|
| 121 |
+
}
|
| 122 |
+
},
|
| 123 |
+
"borohydride": {
|
| 124 |
+
"FE": {
|
| 125 |
+
"n": 97,
|
| 126 |
+
"mae": 0.4494176046797595,
|
| 127 |
+
"rmse": 0.5725252378453171,
|
| 128 |
+
"r2": 0.7140268696594196,
|
| 129 |
+
"mape": 69.39271259060281,
|
| 130 |
+
"max_error": 1.7070138339403917,
|
| 131 |
+
"spearman_r": 0.7867341505277449
|
| 132 |
+
},
|
| 133 |
+
"EaH": {
|
| 134 |
+
"n": 82,
|
| 135 |
+
"mae": 0.2247259727193484,
|
| 136 |
+
"rmse": 0.2856477803116067,
|
| 137 |
+
"r2": -0.1664542531040707,
|
| 138 |
+
"mape": 36239142261.30429,
|
| 139 |
+
"max_error": 1.3191534735581985,
|
| 140 |
+
"spearman_r": 0.30812715687799086
|
| 141 |
+
},
|
| 142 |
+
"BG": {
|
| 143 |
+
"n": 97,
|
| 144 |
+
"mae": 1.902621333733505,
|
| 145 |
+
"rmse": 2.1514484558146814,
|
| 146 |
+
"r2": -0.180116947774406,
|
| 147 |
+
"mape": 276016209330.69006,
|
| 148 |
+
"max_error": 4.338057296716441,
|
| 149 |
+
"spearman_r": 0.32610572812677874
|
| 150 |
+
}
|
| 151 |
+
},
|
| 152 |
+
"unknown": {
|
| 153 |
+
"FE": {
|
| 154 |
+
"n": 711,
|
| 155 |
+
"mae": 0.4542138500886233,
|
| 156 |
+
"rmse": 0.6390360489026821,
|
| 157 |
+
"r2": 0.030245894570061993,
|
| 158 |
+
"mape": 607019361.1300073,
|
| 159 |
+
"max_error": 3.110365263206514,
|
| 160 |
+
"spearman_r": 0.3940989162535604
|
| 161 |
+
},
|
| 162 |
+
"EaH": {
|
| 163 |
+
"n": 573,
|
| 164 |
+
"mae": 0.2772930249164022,
|
| 165 |
+
"rmse": 0.4589629102468375,
|
| 166 |
+
"r2": 0.1812922898116045,
|
| 167 |
+
"mape": 50084205528.492226,
|
| 168 |
+
"max_error": 2.8456277592165278,
|
| 169 |
+
"spearman_r": 0.24233610715880205
|
| 170 |
+
},
|
| 171 |
+
"BG": {
|
| 172 |
+
"n": 709,
|
| 173 |
+
"mae": 0.6751380200490843,
|
| 174 |
+
"rmse": 0.9411616426206374,
|
| 175 |
+
"r2": 0.5349969235330974,
|
| 176 |
+
"mape": 361537722491.40283,
|
| 177 |
+
"max_error": 3.5226442438897214,
|
| 178 |
+
"spearman_r": 0.6296167591894267
|
| 179 |
+
}
|
| 180 |
+
},
|
| 181 |
+
"intermetallic": {
|
| 182 |
+
"FE": {
|
| 183 |
+
"n": 25309,
|
| 184 |
+
"mae": 0.3150297519507181,
|
| 185 |
+
"rmse": 0.4919856004730041,
|
| 186 |
+
"r2": 0.36265916455705194,
|
| 187 |
+
"mape": 448.43003207885357,
|
| 188 |
+
"max_error": 38.33831486283689,
|
| 189 |
+
"spearman_r": 0.6153048522666742
|
| 190 |
+
},
|
| 191 |
+
"EaH": {
|
| 192 |
+
"n": 23522,
|
| 193 |
+
"mae": 0.23734901486354423,
|
| 194 |
+
"rmse": 0.41757676870594557,
|
| 195 |
+
"r2": 0.37351854022876285,
|
| 196 |
+
"mape": 20044052779.08905,
|
| 197 |
+
"max_error": 38.48852122697717,
|
| 198 |
+
"spearman_r": 0.6434465789940955
|
| 199 |
+
},
|
| 200 |
+
"BG": {
|
| 201 |
+
"n": 25302,
|
| 202 |
+
"mae": 0.14009123305280718,
|
| 203 |
+
"rmse": 0.30103382893776465,
|
| 204 |
+
"r2": 0.08498407340992586,
|
| 205 |
+
"mape": 108483620296.65475,
|
| 206 |
+
"max_error": 12.178363969321026,
|
| 207 |
+
"spearman_r": 0.18550735687655937
|
| 208 |
+
}
|
| 209 |
+
},
|
| 210 |
+
"oxide": {
|
| 211 |
+
"FE": {
|
| 212 |
+
"n": 1700,
|
| 213 |
+
"mae": 0.5927169216451513,
|
| 214 |
+
"rmse": 0.7555702737499876,
|
| 215 |
+
"r2": 0.08934638639350523,
|
| 216 |
+
"mape": 133.90627101591542,
|
| 217 |
+
"max_error": 4.151843156087089,
|
| 218 |
+
"spearman_r": 0.3581439792018891
|
| 219 |
+
},
|
| 220 |
+
"EaH": {
|
| 221 |
+
"n": 1461,
|
| 222 |
+
"mae": 0.2257033282399712,
|
| 223 |
+
"rmse": 0.3538094382812216,
|
| 224 |
+
"r2": 0.15687431085482084,
|
| 225 |
+
"mape": 29763215240.889805,
|
| 226 |
+
"max_error": 3.4885416037088093,
|
| 227 |
+
"spearman_r": 0.41780112325623814
|
| 228 |
+
},
|
| 229 |
+
"BG": {
|
| 230 |
+
"n": 1699,
|
| 231 |
+
"mae": 1.1810032801150827,
|
| 232 |
+
"rmse": 1.363391998824252,
|
| 233 |
+
"r2": 0.34926425339637557,
|
| 234 |
+
"mape": 547696025707.1147,
|
| 235 |
+
"max_error": 5.229166281605186,
|
| 236 |
+
"spearman_r": 0.5302400103555349
|
| 237 |
+
}
|
| 238 |
+
},
|
| 239 |
+
"polyanion": {
|
| 240 |
+
"FE": {
|
| 241 |
+
"n": 771,
|
| 242 |
+
"mae": 0.625281967590207,
|
| 243 |
+
"rmse": 1.0349766780187701,
|
| 244 |
+
"r2": 0.03854660635009077,
|
| 245 |
+
"mape": 215.77185061377122,
|
| 246 |
+
"max_error": 14.238396507317649,
|
| 247 |
+
"spearman_r": 0.35255009338706467
|
| 248 |
+
},
|
| 249 |
+
"EaH": {
|
| 250 |
+
"n": 683,
|
| 251 |
+
"mae": 0.2947360558143415,
|
| 252 |
+
"rmse": 1.0034031571946664,
|
| 253 |
+
"r2": -0.5010462526419708,
|
| 254 |
+
"mape": 21706491404.74246,
|
| 255 |
+
"max_error": 14.921163856615472,
|
| 256 |
+
"spearman_r": 0.1901311317213969
|
| 257 |
+
},
|
| 258 |
+
"BG": {
|
| 259 |
+
"n": 770,
|
| 260 |
+
"mae": 1.8728581600105454,
|
| 261 |
+
"rmse": 2.0444009431225756,
|
| 262 |
+
"r2": 0.14745357218373367,
|
| 263 |
+
"mape": 512081278491.998,
|
| 264 |
+
"max_error": 4.489265212650702,
|
| 265 |
+
"spearman_r": 0.4841784928867849
|
| 266 |
+
}
|
| 267 |
+
},
|
| 268 |
+
"nasicon": {
|
| 269 |
+
"FE": {
|
| 270 |
+
"n": 79,
|
| 271 |
+
"mae": 0.6225427730561205,
|
| 272 |
+
"rmse": 0.6787848812294429,
|
| 273 |
+
"r2": -1.8457154817102226,
|
| 274 |
+
"mape": 39.69052975314317,
|
| 275 |
+
"max_error": 2.3271555804514947,
|
| 276 |
+
"spearman_r": 0.5246951850936636
|
| 277 |
+
},
|
| 278 |
+
"EaH": {
|
| 279 |
+
"n": 79,
|
| 280 |
+
"mae": 0.13959077844710732,
|
| 281 |
+
"rmse": 0.33698712608842635,
|
| 282 |
+
"r2": 0.1608249216072578,
|
| 283 |
+
"mape": 1995902520.3240652,
|
| 284 |
+
"max_error": 2.8028204448841194,
|
| 285 |
+
"spearman_r": 0.12534777302035705
|
| 286 |
+
},
|
| 287 |
+
"BG": {
|
| 288 |
+
"n": 79,
|
| 289 |
+
"mae": 0.9031979888517183,
|
| 290 |
+
"rmse": 1.0583832858503022,
|
| 291 |
+
"r2": 0.2512214612608078,
|
| 292 |
+
"mape": 91206633706.95477,
|
| 293 |
+
"max_error": 2.480188975359071,
|
| 294 |
+
"spearman_r": 0.7280453809238298
|
| 295 |
+
}
|
| 296 |
+
},
|
| 297 |
+
"garnet": {
|
| 298 |
+
"FE": {
|
| 299 |
+
"n": 2,
|
| 300 |
+
"error": "insufficient data"
|
| 301 |
+
},
|
| 302 |
+
"EaH": {
|
| 303 |
+
"n": 2,
|
| 304 |
+
"error": "insufficient data"
|
| 305 |
+
},
|
| 306 |
+
"BG": {
|
| 307 |
+
"n": 2,
|
| 308 |
+
"error": "insufficient data"
|
| 309 |
+
}
|
| 310 |
+
}
|
| 311 |
+
},
|
| 312 |
+
"per_source": {
|
| 313 |
+
"mp": {
|
| 314 |
+
"FE": {
|
| 315 |
+
"n": 10381,
|
| 316 |
+
"mae": 0.5385851676319267,
|
| 317 |
+
"rmse": 0.6857535129788213,
|
| 318 |
+
"r2": 0.6436491597267594,
|
| 319 |
+
"mape": 20787655.687846802,
|
| 320 |
+
"max_error": 7.081325070623329,
|
| 321 |
+
"spearman_r": 0.8419461950938072
|
| 322 |
+
},
|
| 323 |
+
"EaH": {
|
| 324 |
+
"n": 10381,
|
| 325 |
+
"mae": 0.22994119743193103,
|
| 326 |
+
"rmse": 0.3996236259334352,
|
| 327 |
+
"r2": -0.09323108609720965,
|
| 328 |
+
"mape": 46177576862.53452,
|
| 329 |
+
"max_error": 7.433226790182964,
|
| 330 |
+
"spearman_r": 0.023667877699958997
|
| 331 |
+
},
|
| 332 |
+
"BG": {
|
| 333 |
+
"n": 10381,
|
| 334 |
+
"mae": 0.8759118930554333,
|
| 335 |
+
"rmse": 1.1980018636285383,
|
| 336 |
+
"r2": 0.43433027369072397,
|
| 337 |
+
"mape": 218036103088.33813,
|
| 338 |
+
"max_error": 6.0763336800755035,
|
| 339 |
+
"spearman_r": 0.6879390310467941
|
| 340 |
+
}
|
| 341 |
+
},
|
| 342 |
+
"jarvis": {
|
| 343 |
+
"FE": {
|
| 344 |
+
"n": 3956,
|
| 345 |
+
"mae": 0.39710032682802765,
|
| 346 |
+
"rmse": 0.5385309145148233,
|
| 347 |
+
"r2": 0.7527577516723757,
|
| 348 |
+
"mape": 54548883.80858606,
|
| 349 |
+
"max_error": 3.497275132554691,
|
| 350 |
+
"spearman_r": 0.8812006796505895
|
| 351 |
+
},
|
| 352 |
+
"EaH": {
|
| 353 |
+
"n": 0,
|
| 354 |
+
"error": "insufficient data"
|
| 355 |
+
},
|
| 356 |
+
"BG": {
|
| 357 |
+
"n": 3956,
|
| 358 |
+
"mae": 0.7319451632723819,
|
| 359 |
+
"rmse": 1.0633715912361308,
|
| 360 |
+
"r2": 0.5057353009706614,
|
| 361 |
+
"mape": 354380701237.5072,
|
| 362 |
+
"max_error": 4.349500765528404,
|
| 363 |
+
"spearman_r": 0.6509164112525719
|
| 364 |
+
}
|
| 365 |
+
},
|
| 366 |
+
"oqmd": {
|
| 367 |
+
"FE": {
|
| 368 |
+
"n": 25603,
|
| 369 |
+
"mae": 0.33167837824947877,
|
| 370 |
+
"rmse": 0.5237447277219681,
|
| 371 |
+
"r2": 0.69526687076247,
|
| 372 |
+
"mape": 452.18657380558807,
|
| 373 |
+
"max_error": 38.33831486283689,
|
| 374 |
+
"spearman_r": 0.764222800107902
|
| 375 |
+
},
|
| 376 |
+
"EaH": {
|
| 377 |
+
"n": 25603,
|
| 378 |
+
"mae": 0.22215918997266815,
|
| 379 |
+
"rmse": 0.4192053490173893,
|
| 380 |
+
"r2": 0.34616974365177877,
|
| 381 |
+
"mape": 13384929299.781717,
|
| 382 |
+
"max_error": 38.48852122697717,
|
| 383 |
+
"spearman_r": 0.6689789995900918
|
| 384 |
+
},
|
| 385 |
+
"BG": {
|
| 386 |
+
"n": 25579,
|
| 387 |
+
"mae": 0.3026312301236999,
|
| 388 |
+
"rmse": 0.6369234171530687,
|
| 389 |
+
"r2": 0.5433277452743347,
|
| 390 |
+
"mape": 186120513860.79254,
|
| 391 |
+
"max_error": 12.178363969321026,
|
| 392 |
+
"spearman_r": 0.4348376475441645
|
| 393 |
+
}
|
| 394 |
+
}
|
| 395 |
+
},
|
| 396 |
+
"test_size": 39940,
|
| 397 |
+
"elapsed_seconds": 681.6802806854248
|
| 398 |
+
},
|
| 399 |
+
"random_80_10_10_gold": {
|
| 400 |
+
"model": "RF+Ridge_ensemble",
|
| 401 |
+
"split": "random_80_10_10",
|
| 402 |
+
"tier_filter": "gold",
|
| 403 |
+
"overall": {
|
| 404 |
+
"FE": {
|
| 405 |
+
"n": 14721,
|
| 406 |
+
"mae": 0.29839037384913497,
|
| 407 |
+
"rmse": 0.42411557671283645,
|
| 408 |
+
"r2": 0.8543032250621593,
|
| 409 |
+
"mape": 5099994.615751662,
|
| 410 |
+
"max_error": 3.8577938398280733,
|
| 411 |
+
"spearman_r": 0.9141540943675942
|
| 412 |
+
},
|
| 413 |
+
"EaH": {
|
| 414 |
+
"n": 11097,
|
| 415 |
+
"mae": 0.0235087203304372,
|
| 416 |
+
"rmse": 0.027992349810702418,
|
| 417 |
+
"r2": 0.216085360489512,
|
| 418 |
+
"mape": 6359829568.494634,
|
| 419 |
+
"max_error": 0.09000712352075163,
|
| 420 |
+
"spearman_r": 0.5033736558638632
|
| 421 |
+
},
|
| 422 |
+
"BG": {
|
| 423 |
+
"n": 14706,
|
| 424 |
+
"mae": 0.7620977217908786,
|
| 425 |
+
"rmse": 1.07657882189313,
|
| 426 |
+
"r2": 0.5990354295278999,
|
| 427 |
+
"mape": 282190731556.28687,
|
| 428 |
+
"max_error": 5.313176050921278,
|
| 429 |
+
"spearman_r": 0.7563621080504453
|
| 430 |
+
}
|
| 431 |
+
},
|
| 432 |
+
"per_family": {
|
| 433 |
+
"halide_sse": {
|
| 434 |
+
"FE": {
|
| 435 |
+
"n": 1858,
|
| 436 |
+
"mae": 0.40272610057931196,
|
| 437 |
+
"rmse": 0.5311358227398093,
|
| 438 |
+
"r2": 0.6132893875873338,
|
| 439 |
+
"mape": 198.39945083845228,
|
| 440 |
+
"max_error": 2.6642493608844036,
|
| 441 |
+
"spearman_r": 0.7807046707974746
|
| 442 |
+
},
|
| 443 |
+
"EaH": {
|
| 444 |
+
"n": 1357,
|
| 445 |
+
"mae": 0.023682248721398666,
|
| 446 |
+
"rmse": 0.027957136571835496,
|
| 447 |
+
"r2": 0.24775601197516095,
|
| 448 |
+
"mape": 7528958389.253929,
|
| 449 |
+
"max_error": 0.08310549246163017,
|
| 450 |
+
"spearman_r": 0.4982641286616665
|
| 451 |
+
},
|
| 452 |
+
"BG": {
|
| 453 |
+
"n": 1857,
|
| 454 |
+
"mae": 1.446998867163846,
|
| 455 |
+
"rmse": 1.7603896779485098,
|
| 456 |
+
"r2": 0.3631336309681641,
|
| 457 |
+
"mape": 381689738398.17694,
|
| 458 |
+
"max_error": 5.287844438519717,
|
| 459 |
+
"spearman_r": 0.556444327419676
|
| 460 |
+
}
|
| 461 |
+
},
|
| 462 |
+
"sulfide_sse": {
|
| 463 |
+
"FE": {
|
| 464 |
+
"n": 1380,
|
| 465 |
+
"mae": 0.31494674396683175,
|
| 466 |
+
"rmse": 0.4079931074846441,
|
| 467 |
+
"r2": 0.6847384487952776,
|
| 468 |
+
"mape": 68.52724283428088,
|
| 469 |
+
"max_error": 1.6332107468321753,
|
| 470 |
+
"spearman_r": 0.7981226551781789
|
| 471 |
+
},
|
| 472 |
+
"EaH": {
|
| 473 |
+
"n": 1081,
|
| 474 |
+
"mae": 0.023236825829675976,
|
| 475 |
+
"rmse": 0.027529676346437073,
|
| 476 |
+
"r2": 0.271038032747858,
|
| 477 |
+
"mape": 7217691341.413752,
|
| 478 |
+
"max_error": 0.08146218772623771,
|
| 479 |
+
"spearman_r": 0.5517834480762673
|
| 480 |
+
},
|
| 481 |
+
"BG": {
|
| 482 |
+
"n": 1375,
|
| 483 |
+
"mae": 0.7257459001376021,
|
| 484 |
+
"rmse": 0.9321678559032187,
|
| 485 |
+
"r2": 0.5739407294947467,
|
| 486 |
+
"mape": 183697054888.0681,
|
| 487 |
+
"max_error": 3.853138065700504,
|
| 488 |
+
"spearman_r": 0.7525667895907874
|
| 489 |
+
}
|
| 490 |
+
},
|
| 491 |
+
"layered_oxide": {
|
| 492 |
+
"FE": {
|
| 493 |
+
"n": 3973,
|
| 494 |
+
"mae": 0.2931295980461563,
|
| 495 |
+
"rmse": 0.399324025555127,
|
| 496 |
+
"r2": 0.42984856656369175,
|
| 497 |
+
"mape": 14.050181160032995,
|
| 498 |
+
"max_error": 3.8577938398280733,
|
| 499 |
+
"spearman_r": 0.7181588649326842
|
| 500 |
+
},
|
| 501 |
+
"EaH": {
|
| 502 |
+
"n": 3278,
|
| 503 |
+
"mae": 0.022275013478125074,
|
| 504 |
+
"rmse": 0.02664323898925293,
|
| 505 |
+
"r2": 0.2152360587288369,
|
| 506 |
+
"mape": 3505576994.661592,
|
| 507 |
+
"max_error": 0.08242474270167288,
|
| 508 |
+
"spearman_r": 0.49121764274710694
|
| 509 |
+
},
|
| 510 |
+
"BG": {
|
| 511 |
+
"n": 3972,
|
| 512 |
+
"mae": 0.9309195567334537,
|
| 513 |
+
"rmse": 1.1399119133593196,
|
| 514 |
+
"r2": 0.35588831122472575,
|
| 515 |
+
"mape": 283220215592.0156,
|
| 516 |
+
"max_error": 4.57130223479009,
|
| 517 |
+
"spearman_r": 0.5449355405252865
|
| 518 |
+
}
|
| 519 |
+
},
|
| 520 |
+
"intermetallic": {
|
| 521 |
+
"FE": {
|
| 522 |
+
"n": 5804,
|
| 523 |
+
"mae": 0.22596869150927149,
|
| 524 |
+
"rmse": 0.3370651217090422,
|
| 525 |
+
"r2": 0.07931204707604178,
|
| 526 |
+
"mape": 938.7725904467288,
|
| 527 |
+
"max_error": 3.478969448543823,
|
| 528 |
+
"spearman_r": 0.5310943340051634
|
| 529 |
+
},
|
| 530 |
+
"EaH": {
|
| 531 |
+
"n": 4110,
|
| 532 |
+
"mae": 0.02473654322096486,
|
| 533 |
+
"rmse": 0.029262592836392386,
|
| 534 |
+
"r2": 0.16531465854340743,
|
| 535 |
+
"mape": 7899671233.149584,
|
| 536 |
+
"max_error": 0.09000712352075163,
|
| 537 |
+
"spearman_r": 0.44729856251699585
|
| 538 |
+
},
|
| 539 |
+
"BG": {
|
| 540 |
+
"n": 5798,
|
| 541 |
+
"mae": 0.29981380403310814,
|
| 542 |
+
"rmse": 0.4695272920680166,
|
| 543 |
+
"r2": 0.17155505306464547,
|
| 544 |
+
"mape": 239436791814.31094,
|
| 545 |
+
"max_error": 5.313176050921278,
|
| 546 |
+
"spearman_r": 0.36681711734961725
|
| 547 |
+
}
|
| 548 |
+
},
|
| 549 |
+
"unknown": {
|
| 550 |
+
"FE": {
|
| 551 |
+
"n": 272,
|
| 552 |
+
"mae": 0.48100021475040033,
|
| 553 |
+
"rmse": 0.7163764187310411,
|
| 554 |
+
"r2": -0.33742525304966375,
|
| 555 |
+
"mape": 275996258.6776271,
|
| 556 |
+
"max_error": 3.20310529397067,
|
| 557 |
+
"spearman_r": 0.385030700146115
|
| 558 |
+
},
|
| 559 |
+
"EaH": {
|
| 560 |
+
"n": 152,
|
| 561 |
+
"mae": 0.02127508587020725,
|
| 562 |
+
"rmse": 0.02607688524895767,
|
| 563 |
+
"r2": 0.07540193242898707,
|
| 564 |
+
"mape": 9399746132.769321,
|
| 565 |
+
"max_error": 0.07055213597423413,
|
| 566 |
+
"spearman_r": 0.30170876530724317
|
| 567 |
+
},
|
| 568 |
+
"BG": {
|
| 569 |
+
"n": 270,
|
| 570 |
+
"mae": 0.9071994653239301,
|
| 571 |
+
"rmse": 1.1772318134828006,
|
| 572 |
+
"r2": 0.3929700505575593,
|
| 573 |
+
"mape": 471092007194.6608,
|
| 574 |
+
"max_error": 3.654636470374376,
|
| 575 |
+
"spearman_r": 0.6275526611260401
|
| 576 |
+
}
|
| 577 |
+
},
|
| 578 |
+
"borohydride": {
|
| 579 |
+
"FE": {
|
| 580 |
+
"n": 68,
|
| 581 |
+
"mae": 0.28493414685751833,
|
| 582 |
+
"rmse": 0.37382659033246085,
|
| 583 |
+
"r2": 0.8664081342510201,
|
| 584 |
+
"mape": 55.00930601631511,
|
| 585 |
+
"max_error": 0.9190277395049595,
|
| 586 |
+
"spearman_r": 0.8720906208666368
|
| 587 |
+
},
|
| 588 |
+
"EaH": {
|
| 589 |
+
"n": 59,
|
| 590 |
+
"mae": 0.015397047232519808,
|
| 591 |
+
"rmse": 0.01878283267933132,
|
| 592 |
+
"r2": 0.11216402704327022,
|
| 593 |
+
"mape": 4386282514.95532,
|
| 594 |
+
"max_error": 0.05769210056897234,
|
| 595 |
+
"spearman_r": 0.379585179838026
|
| 596 |
+
},
|
| 597 |
+
"BG": {
|
| 598 |
+
"n": 68,
|
| 599 |
+
"mae": 1.4172251895996602,
|
| 600 |
+
"rmse": 1.672443819885962,
|
| 601 |
+
"r2": -0.3013385651159879,
|
| 602 |
+
"mape": 169997789009.1341,
|
| 603 |
+
"max_error": 4.469204215124707,
|
| 604 |
+
"spearman_r": 0.21927486831411688
|
| 605 |
+
}
|
| 606 |
+
},
|
| 607 |
+
"oxide": {
|
| 608 |
+
"FE": {
|
| 609 |
+
"n": 826,
|
| 610 |
+
"mae": 0.46950687014357373,
|
| 611 |
+
"rmse": 0.6141448672467545,
|
| 612 |
+
"r2": 0.23424955604575926,
|
| 613 |
+
"mape": 54.97058019427735,
|
| 614 |
+
"max_error": 2.333428614432947,
|
| 615 |
+
"spearman_r": 0.4614721589231677
|
| 616 |
+
},
|
| 617 |
+
"EaH": {
|
| 618 |
+
"n": 603,
|
| 619 |
+
"mae": 0.024016833713977396,
|
| 620 |
+
"rmse": 0.0291064407340121,
|
| 621 |
+
"r2": 0.0762283284504447,
|
| 622 |
+
"mape": 8321030125.080826,
|
| 623 |
+
"max_error": 0.08112260352084444,
|
| 624 |
+
"spearman_r": 0.26699433779713116
|
| 625 |
+
},
|
| 626 |
+
"BG": {
|
| 627 |
+
"n": 826,
|
| 628 |
+
"mae": 1.1769133128065015,
|
| 629 |
+
"rmse": 1.3820043254198808,
|
| 630 |
+
"r2": 0.4202228066844128,
|
| 631 |
+
"mape": 453403148520.18665,
|
| 632 |
+
"max_error": 4.210055049296516,
|
| 633 |
+
"spearman_r": 0.6594398930580534
|
| 634 |
+
}
|
| 635 |
+
},
|
| 636 |
+
"polyanion": {
|
| 637 |
+
"FE": {
|
| 638 |
+
"n": 475,
|
| 639 |
+
"mae": 0.368587749353905,
|
| 640 |
+
"rmse": 0.5277751913621844,
|
| 641 |
+
"r2": 0.10033667433759119,
|
| 642 |
+
"mape": 43.89790447521892,
|
| 643 |
+
"max_error": 3.5235216956828537,
|
| 644 |
+
"spearman_r": 0.5080959257613609
|
| 645 |
+
},
|
| 646 |
+
"EaH": {
|
| 647 |
+
"n": 392,
|
| 648 |
+
"mae": 0.022763426579118083,
|
| 649 |
+
"rmse": 0.02724888809135803,
|
| 650 |
+
"r2": 0.22057512612942154,
|
| 651 |
+
"mape": 4769701546.118754,
|
| 652 |
+
"max_error": 0.08025211026768117,
|
| 653 |
+
"spearman_r": 0.48719959146165054
|
| 654 |
+
},
|
| 655 |
+
"BG": {
|
| 656 |
+
"n": 475,
|
| 657 |
+
"mae": 1.5363040620860506,
|
| 658 |
+
"rmse": 1.758146362710879,
|
| 659 |
+
"r2": 0.09183325280632093,
|
| 660 |
+
"mape": 335636989529.7501,
|
| 661 |
+
"max_error": 4.68400454781151,
|
| 662 |
+
"spearman_r": 0.5786449662259727
|
| 663 |
+
}
|
| 664 |
+
},
|
| 665 |
+
"nasicon": {
|
| 666 |
+
"FE": {
|
| 667 |
+
"n": 65,
|
| 668 |
+
"mae": 0.3151919576187634,
|
| 669 |
+
"rmse": 0.354566840182367,
|
| 670 |
+
"r2": -1.28895633856569,
|
| 671 |
+
"mape": 11.216454208878808,
|
| 672 |
+
"max_error": 0.6596459759873428,
|
| 673 |
+
"spearman_r": 0.7777911651624221
|
| 674 |
+
},
|
| 675 |
+
"EaH": {
|
| 676 |
+
"n": 65,
|
| 677 |
+
"mae": 0.021355533277715354,
|
| 678 |
+
"rmse": 0.025715155564399773,
|
| 679 |
+
"r2": 0.20689762099199138,
|
| 680 |
+
"mape": 340329822.8925979,
|
| 681 |
+
"max_error": 0.05358895687108342,
|
| 682 |
+
"spearman_r": 0.5494726692903098
|
| 683 |
+
},
|
| 684 |
+
"BG": {
|
| 685 |
+
"n": 65,
|
| 686 |
+
"mae": 0.6662873556257738,
|
| 687 |
+
"rmse": 0.8350500555203119,
|
| 688 |
+
"r2": 0.4789349710889407,
|
| 689 |
+
"mape": 40263477229.23366,
|
| 690 |
+
"max_error": 2.617126007877581,
|
| 691 |
+
"spearman_r": 0.8459260384638462
|
| 692 |
+
}
|
| 693 |
+
}
|
| 694 |
+
},
|
| 695 |
+
"per_source": {
|
| 696 |
+
"mp": {
|
| 697 |
+
"FE": {
|
| 698 |
+
"n": 6757,
|
| 699 |
+
"mae": 0.30400904363146053,
|
| 700 |
+
"rmse": 0.4072117878363435,
|
| 701 |
+
"r2": 0.837716516437816,
|
| 702 |
+
"mape": 11110254.330358084,
|
| 703 |
+
"max_error": 1.8723267923676596,
|
| 704 |
+
"spearman_r": 0.9169654454680967
|
| 705 |
+
},
|
| 706 |
+
"EaH": {
|
| 707 |
+
"n": 6757,
|
| 708 |
+
"mae": 0.022025353443604054,
|
| 709 |
+
"rmse": 0.026262900379537896,
|
| 710 |
+
"r2": 0.2832720290474612,
|
| 711 |
+
"mape": 5705956585.886478,
|
| 712 |
+
"max_error": 0.09000712352075163,
|
| 713 |
+
"spearman_r": 0.5770983351839595
|
| 714 |
+
},
|
| 715 |
+
"BG": {
|
| 716 |
+
"n": 6757,
|
| 717 |
+
"mae": 0.8272936135280852,
|
| 718 |
+
"rmse": 1.1104526482330865,
|
| 719 |
+
"r2": 0.5768632635461097,
|
| 720 |
+
"mape": 181293467109.36575,
|
| 721 |
+
"max_error": 5.287844438519717,
|
| 722 |
+
"spearman_r": 0.7826931645296222
|
| 723 |
+
}
|
| 724 |
+
},
|
| 725 |
+
"jarvis": {
|
| 726 |
+
"FE": {
|
| 727 |
+
"n": 3624,
|
| 728 |
+
"mae": 0.3819416151197707,
|
| 729 |
+
"rmse": 0.5593402329939288,
|
| 730 |
+
"r2": 0.730149282525409,
|
| 731 |
+
"mape": 336.51020949254195,
|
| 732 |
+
"max_error": 3.8577938398280733,
|
| 733 |
+
"spearman_r": 0.8732119138374647
|
| 734 |
+
},
|
| 735 |
+
"EaH": {
|
| 736 |
+
"n": 0,
|
| 737 |
+
"error": "insufficient data"
|
| 738 |
+
},
|
| 739 |
+
"BG": {
|
| 740 |
+
"n": 3624,
|
| 741 |
+
"mae": 0.8022621078078654,
|
| 742 |
+
"rmse": 1.1247639086948669,
|
| 743 |
+
"r2": 0.4421368091628476,
|
| 744 |
+
"mape": 465803694687.5251,
|
| 745 |
+
"max_error": 4.9546796747888475,
|
| 746 |
+
"spearman_r": 0.6518869043435713
|
| 747 |
+
}
|
| 748 |
+
},
|
| 749 |
+
"oqmd": {
|
| 750 |
+
"FE": {
|
| 751 |
+
"n": 4340,
|
| 752 |
+
"mae": 0.21987538535052722,
|
| 753 |
+
"rmse": 0.30117280371103994,
|
| 754 |
+
"r2": 0.8988238166897464,
|
| 755 |
+
"mape": 878.5058183128807,
|
| 756 |
+
"max_error": 1.4707908001974903,
|
| 757 |
+
"spearman_r": 0.8703956085829478
|
| 758 |
+
},
|
| 759 |
+
"EaH": {
|
| 760 |
+
"n": 4340,
|
| 761 |
+
"mae": 0.025818192693186415,
|
| 762 |
+
"rmse": 0.03049031661320903,
|
| 763 |
+
"r2": 0.12003294609042447,
|
| 764 |
+
"mape": 7377852550.864056,
|
| 765 |
+
"max_error": 0.08257867146547279,
|
| 766 |
+
"spearman_r": 0.3911975664381971
|
| 767 |
+
},
|
| 768 |
+
"BG": {
|
| 769 |
+
"n": 4325,
|
| 770 |
+
"mae": 0.6265868835495226,
|
| 771 |
+
"rmse": 0.9769346626437143,
|
| 772 |
+
"r2": 0.6696570898379532,
|
| 773 |
+
"mape": 285970948314.7235,
|
| 774 |
+
"max_error": 5.313176050921278,
|
| 775 |
+
"spearman_r": 0.741136787274186
|
| 776 |
+
}
|
| 777 |
+
}
|
| 778 |
+
},
|
| 779 |
+
"test_size": 14721,
|
| 780 |
+
"elapsed_seconds": 99.17053961753845
|
| 781 |
+
},
|
| 782 |
+
"composition_held_out_full": {
|
| 783 |
+
"model": "RF+Ridge_ensemble",
|
| 784 |
+
"split": "composition_held_out",
|
| 785 |
+
"tier_filter": "all",
|
| 786 |
+
"overall": {
|
| 787 |
+
"FE": {
|
| 788 |
+
"n": 26338,
|
| 789 |
+
"mae": 0.3896602354656381,
|
| 790 |
+
"rmse": 0.5473711711779873,
|
| 791 |
+
"r2": 0.8009032544539723,
|
| 792 |
+
"mape": 4694930.686736069,
|
| 793 |
+
"max_error": 12.181716272243097,
|
| 794 |
+
"spearman_r": 0.8698580131071697
|
| 795 |
+
},
|
| 796 |
+
"EaH": {
|
| 797 |
+
"n": 23902,
|
| 798 |
+
"mae": 0.22256892230857495,
|
| 799 |
+
"rmse": 0.3759754798123515,
|
| 800 |
+
"r2": 0.38245870441579655,
|
| 801 |
+
"mape": 22862221696.669872,
|
| 802 |
+
"max_error": 13.170443396872356,
|
| 803 |
+
"spearman_r": 0.618671390790828
|
| 804 |
+
},
|
| 805 |
+
"BG": {
|
| 806 |
+
"n": 26318,
|
| 807 |
+
"mae": 0.49732695046959413,
|
| 808 |
+
"rmse": 0.8608197688359108,
|
| 809 |
+
"r2": 0.5493766054105661,
|
| 810 |
+
"mape": 215015445638.75766,
|
| 811 |
+
"max_error": 12.119644212534329,
|
| 812 |
+
"spearman_r": 0.650477258666759
|
| 813 |
+
}
|
| 814 |
+
},
|
| 815 |
+
"per_family": {
|
| 816 |
+
"halide_sse": {
|
| 817 |
+
"FE": {
|
| 818 |
+
"n": 1821,
|
| 819 |
+
"mae": 0.5231328697174727,
|
| 820 |
+
"rmse": 0.7518073571943057,
|
| 821 |
+
"r2": 0.3363049646183883,
|
| 822 |
+
"mape": 56.68632210103901,
|
| 823 |
+
"max_error": 11.17860019190471,
|
| 824 |
+
"spearman_r": 0.6684979378842412
|
| 825 |
+
},
|
| 826 |
+
"EaH": {
|
| 827 |
+
"n": 1475,
|
| 828 |
+
"mae": 0.2000689750901939,
|
| 829 |
+
"rmse": 0.4919723441346209,
|
| 830 |
+
"r2": -0.09761758560628286,
|
| 831 |
+
"mape": 45894365674.99641,
|
| 832 |
+
"max_error": 11.105363715580628,
|
| 833 |
+
"spearman_r": -0.007389601814799462
|
| 834 |
+
},
|
| 835 |
+
"BG": {
|
| 836 |
+
"n": 1819,
|
| 837 |
+
"mae": 1.5111987163805853,
|
| 838 |
+
"rmse": 1.8307068072073895,
|
| 839 |
+
"r2": 0.32095290623755957,
|
| 840 |
+
"mape": 519765128419.05115,
|
| 841 |
+
"max_error": 7.050547328866057,
|
| 842 |
+
"spearman_r": 0.494782718457375
|
| 843 |
+
}
|
| 844 |
+
},
|
| 845 |
+
"borohydride": {
|
| 846 |
+
"FE": {
|
| 847 |
+
"n": 82,
|
| 848 |
+
"mae": 0.4388494384739391,
|
| 849 |
+
"rmse": 0.5375942189356903,
|
| 850 |
+
"r2": 0.7041294731452468,
|
| 851 |
+
"mape": 55.08607794478172,
|
| 852 |
+
"max_error": 1.2341281077570845,
|
| 853 |
+
"spearman_r": 0.7841831209447977
|
| 854 |
+
},
|
| 855 |
+
"EaH": {
|
| 856 |
+
"n": 73,
|
| 857 |
+
"mae": 0.20339812817782807,
|
| 858 |
+
"rmse": 0.2395310030208968,
|
| 859 |
+
"r2": -1.1400707820440963,
|
| 860 |
+
"mape": 47852393238.58154,
|
| 861 |
+
"max_error": 0.7059080668058884,
|
| 862 |
+
"spearman_r": 0.18450112510302427
|
| 863 |
+
},
|
| 864 |
+
"BG": {
|
| 865 |
+
"n": 82,
|
| 866 |
+
"mae": 1.7570259249152393,
|
| 867 |
+
"rmse": 1.9505953253226271,
|
| 868 |
+
"r2": -0.024787068181638006,
|
| 869 |
+
"mape": 156772799158.72147,
|
| 870 |
+
"max_error": 4.24983287809327,
|
| 871 |
+
"spearman_r": 0.5046003538600017
|
| 872 |
+
}
|
| 873 |
+
},
|
| 874 |
+
"sulfide_sse": {
|
| 875 |
+
"FE": {
|
| 876 |
+
"n": 1818,
|
| 877 |
+
"mae": 0.39983595490915735,
|
| 878 |
+
"rmse": 0.5170925531773997,
|
| 879 |
+
"r2": 0.5341152217781906,
|
| 880 |
+
"mape": 133.0176931718351,
|
| 881 |
+
"max_error": 3.400453922992274,
|
| 882 |
+
"spearman_r": 0.6885297356192848
|
| 883 |
+
},
|
| 884 |
+
"EaH": {
|
| 885 |
+
"n": 1558,
|
| 886 |
+
"mae": 0.16655598147316508,
|
| 887 |
+
"rmse": 0.28754632709998423,
|
| 888 |
+
"r2": -0.061149465928760804,
|
| 889 |
+
"mape": 32438021584.821903,
|
| 890 |
+
"max_error": 3.572883673324295,
|
| 891 |
+
"spearman_r": 0.11100341993040061
|
| 892 |
+
},
|
| 893 |
+
"BG": {
|
| 894 |
+
"n": 1807,
|
| 895 |
+
"mae": 0.8187197144351493,
|
| 896 |
+
"rmse": 1.015493287515032,
|
| 897 |
+
"r2": 0.43094272152771973,
|
| 898 |
+
"mape": 243756573733.21677,
|
| 899 |
+
"max_error": 4.3080008900710265,
|
| 900 |
+
"spearman_r": 0.6243694381437691
|
| 901 |
+
}
|
| 902 |
+
},
|
| 903 |
+
"layered_oxide": {
|
| 904 |
+
"FE": {
|
| 905 |
+
"n": 3935,
|
| 906 |
+
"mae": 0.5511193748373618,
|
| 907 |
+
"rmse": 0.6838600347668001,
|
| 908 |
+
"r2": -0.014801635796011903,
|
| 909 |
+
"mape": 40.88025769461849,
|
| 910 |
+
"max_error": 4.762415882101083,
|
| 911 |
+
"spearman_r": 0.4257092414991103
|
| 912 |
+
},
|
| 913 |
+
"EaH": {
|
| 914 |
+
"n": 3449,
|
| 915 |
+
"mae": 0.17518295665362815,
|
| 916 |
+
"rmse": 0.3259283244343614,
|
| 917 |
+
"r2": -0.025082494909953512,
|
| 918 |
+
"mape": 17715442471.750797,
|
| 919 |
+
"max_error": 5.477589224321366,
|
| 920 |
+
"spearman_r": 0.20797058476553074
|
| 921 |
+
},
|
| 922 |
+
"BG": {
|
| 923 |
+
"n": 3933,
|
| 924 |
+
"mae": 0.9806142346144718,
|
| 925 |
+
"rmse": 1.1756309676104273,
|
| 926 |
+
"r2": 0.28326191525921174,
|
| 927 |
+
"mape": 352781859728.7101,
|
| 928 |
+
"max_error": 3.5043030544490286,
|
| 929 |
+
"spearman_r": 0.4607367589551342
|
| 930 |
+
}
|
| 931 |
+
},
|
| 932 |
+
"unknown": {
|
| 933 |
+
"FE": {
|
| 934 |
+
"n": 409,
|
| 935 |
+
"mae": 0.48330327613270374,
|
| 936 |
+
"rmse": 0.740779715812964,
|
| 937 |
+
"r2": 0.18992654523260655,
|
| 938 |
+
"mape": 302311592.712185,
|
| 939 |
+
"max_error": 3.752703289927097,
|
| 940 |
+
"spearman_r": 0.5550819604629226
|
| 941 |
+
},
|
| 942 |
+
"EaH": {
|
| 943 |
+
"n": 312,
|
| 944 |
+
"mae": 0.36117128756769934,
|
| 945 |
+
"rmse": 0.5602946081413128,
|
| 946 |
+
"r2": 0.28156171769635496,
|
| 947 |
+
"mape": 64547382376.235664,
|
| 948 |
+
"max_error": 3.4643773549646326,
|
| 949 |
+
"spearman_r": 0.23147298224021318
|
| 950 |
+
},
|
| 951 |
+
"BG": {
|
| 952 |
+
"n": 409,
|
| 953 |
+
"mae": 0.7221888711607161,
|
| 954 |
+
"rmse": 1.0260169710937777,
|
| 955 |
+
"r2": 0.46037175578525247,
|
| 956 |
+
"mape": 363763045804.8783,
|
| 957 |
+
"max_error": 4.1086610897436655,
|
| 958 |
+
"spearman_r": 0.6310727921302813
|
| 959 |
+
}
|
| 960 |
+
},
|
| 961 |
+
"intermetallic": {
|
| 962 |
+
"FE": {
|
| 963 |
+
"n": 16600,
|
| 964 |
+
"mae": 0.3130908706829284,
|
| 965 |
+
"rmse": 0.44093302902481074,
|
| 966 |
+
"r2": 0.43931075633069894,
|
| 967 |
+
"mape": 540.4774801160579,
|
| 968 |
+
"max_error": 12.181716272243097,
|
| 969 |
+
"spearman_r": 0.638051974258909
|
| 970 |
+
},
|
| 971 |
+
"EaH": {
|
| 972 |
+
"n": 15573,
|
| 973 |
+
"mae": 0.23687589858238944,
|
| 974 |
+
"rmse": 0.35242143037520784,
|
| 975 |
+
"r2": 0.4706945167952221,
|
| 976 |
+
"mape": 19742779072.26275,
|
| 977 |
+
"max_error": 12.110408115184299,
|
| 978 |
+
"spearman_r": 0.6538741325221974
|
| 979 |
+
},
|
| 980 |
+
"BG": {
|
| 981 |
+
"n": 16595,
|
| 982 |
+
"mae": 0.14209950515322586,
|
| 983 |
+
"rmse": 0.2922916755326567,
|
| 984 |
+
"r2": 0.08595247448065824,
|
| 985 |
+
"mape": 110263214437.09488,
|
| 986 |
+
"max_error": 12.119644212534329,
|
| 987 |
+
"spearman_r": 0.1871431814261214
|
| 988 |
+
}
|
| 989 |
+
},
|
| 990 |
+
"polyanion": {
|
| 991 |
+
"FE": {
|
| 992 |
+
"n": 436,
|
| 993 |
+
"mae": 0.6184346379175839,
|
| 994 |
+
"rmse": 0.9323306615064677,
|
| 995 |
+
"r2": 0.1185118899034493,
|
| 996 |
+
"mape": 92.40938286112576,
|
| 997 |
+
"max_error": 10.600066570521676,
|
| 998 |
+
"spearman_r": 0.45522289385461734
|
| 999 |
+
},
|
| 1000 |
+
"EaH": {
|
| 1001 |
+
"n": 389,
|
| 1002 |
+
"mae": 0.30173754510389234,
|
| 1003 |
+
"rmse": 0.9677747917011268,
|
| 1004 |
+
"r2": -0.8826490441685249,
|
| 1005 |
+
"mape": 22755327569.027485,
|
| 1006 |
+
"max_error": 13.170443396872356,
|
| 1007 |
+
"spearman_r": 0.3347138005145698
|
| 1008 |
+
},
|
| 1009 |
+
"BG": {
|
| 1010 |
+
"n": 436,
|
| 1011 |
+
"mae": 1.8056582536023131,
|
| 1012 |
+
"rmse": 1.9806081343211988,
|
| 1013 |
+
"r2": 0.1968961815896575,
|
| 1014 |
+
"mape": 580214928513.5743,
|
| 1015 |
+
"max_error": 4.083050879937903,
|
| 1016 |
+
"spearman_r": 0.4774775646378256
|
| 1017 |
+
}
|
| 1018 |
+
},
|
| 1019 |
+
"oxide": {
|
| 1020 |
+
"FE": {
|
| 1021 |
+
"n": 1164,
|
| 1022 |
+
"mae": 0.5673599897103511,
|
| 1023 |
+
"rmse": 0.7358485309693736,
|
| 1024 |
+
"r2": 0.0899423681938687,
|
| 1025 |
+
"mape": 96.18462539640717,
|
| 1026 |
+
"max_error": 3.355158730135453,
|
| 1027 |
+
"spearman_r": 0.3522474568560574
|
| 1028 |
+
},
|
| 1029 |
+
"EaH": {
|
| 1030 |
+
"n": 1001,
|
| 1031 |
+
"mae": 0.2106369936982985,
|
| 1032 |
+
"rmse": 0.31878973660068605,
|
| 1033 |
+
"r2": 0.17019451007939668,
|
| 1034 |
+
"mape": 27154351598.80087,
|
| 1035 |
+
"max_error": 2.7839856869919695,
|
| 1036 |
+
"spearman_r": 0.4001482226500835
|
| 1037 |
+
},
|
| 1038 |
+
"BG": {
|
| 1039 |
+
"n": 1164,
|
| 1040 |
+
"mae": 1.1550792991781211,
|
| 1041 |
+
"rmse": 1.3528912935740143,
|
| 1042 |
+
"r2": 0.3699943158163501,
|
| 1043 |
+
"mape": 538104455970.9591,
|
| 1044 |
+
"max_error": 5.235755020447816,
|
| 1045 |
+
"spearman_r": 0.5617100032300841
|
| 1046 |
+
}
|
| 1047 |
+
},
|
| 1048 |
+
"nasicon": {
|
| 1049 |
+
"FE": {
|
| 1050 |
+
"n": 70,
|
| 1051 |
+
"mae": 0.7346079155364522,
|
| 1052 |
+
"rmse": 0.8340735002169766,
|
| 1053 |
+
"r2": -0.7350271805147441,
|
| 1054 |
+
"mape": 118.97252738818611,
|
| 1055 |
+
"max_error": 2.4970799713681537,
|
| 1056 |
+
"spearman_r": 0.33228847492535923
|
| 1057 |
+
},
|
| 1058 |
+
"EaH": {
|
| 1059 |
+
"n": 70,
|
| 1060 |
+
"mae": 0.2279320386819394,
|
| 1061 |
+
"rmse": 0.5859801800216391,
|
| 1062 |
+
"r2": 0.17042158879171587,
|
| 1063 |
+
"mape": 436.2047986586974,
|
| 1064 |
+
"max_error": 2.889351182084716,
|
| 1065 |
+
"spearman_r": -0.1492776023502444
|
| 1066 |
+
},
|
| 1067 |
+
"BG": {
|
| 1068 |
+
"n": 70,
|
| 1069 |
+
"mae": 0.9731344164746312,
|
| 1070 |
+
"rmse": 1.1343474504638618,
|
| 1071 |
+
"r2": 0.0793670104018388,
|
| 1072 |
+
"mape": 168887758875.53632,
|
| 1073 |
+
"max_error": 2.516171188436168,
|
| 1074 |
+
"spearman_r": 0.5581678588473212
|
| 1075 |
+
}
|
| 1076 |
+
},
|
| 1077 |
+
"garnet": {
|
| 1078 |
+
"FE": {
|
| 1079 |
+
"n": 3,
|
| 1080 |
+
"error": "insufficient data"
|
| 1081 |
+
},
|
| 1082 |
+
"EaH": {
|
| 1083 |
+
"n": 2,
|
| 1084 |
+
"error": "insufficient data"
|
| 1085 |
+
},
|
| 1086 |
+
"BG": {
|
| 1087 |
+
"n": 3,
|
| 1088 |
+
"error": "insufficient data"
|
| 1089 |
+
}
|
| 1090 |
+
}
|
| 1091 |
+
},
|
| 1092 |
+
"per_source": {
|
| 1093 |
+
"mp": {
|
| 1094 |
+
"FE": {
|
| 1095 |
+
"n": 6837,
|
| 1096 |
+
"mae": 0.5303239162373261,
|
| 1097 |
+
"rmse": 0.6835562433719591,
|
| 1098 |
+
"r2": 0.6269585421571705,
|
| 1099 |
+
"mape": 10089429.358830737,
|
| 1100 |
+
"max_error": 5.325179859060486,
|
| 1101 |
+
"spearman_r": 0.8250235617695301
|
| 1102 |
+
},
|
| 1103 |
+
"EaH": {
|
| 1104 |
+
"n": 6837,
|
| 1105 |
+
"mae": 0.22426444656907302,
|
| 1106 |
+
"rmse": 0.39950283618394666,
|
| 1107 |
+
"r2": -0.08431738780161813,
|
| 1108 |
+
"mape": 45353175227.290855,
|
| 1109 |
+
"max_error": 5.477589224321366,
|
| 1110 |
+
"spearman_r": 0.023100025581508178
|
| 1111 |
+
},
|
| 1112 |
+
"BG": {
|
| 1113 |
+
"n": 6837,
|
| 1114 |
+
"mae": 0.8793397607211957,
|
| 1115 |
+
"rmse": 1.1941053708327138,
|
| 1116 |
+
"r2": 0.4389756929637483,
|
| 1117 |
+
"mape": 222524648256.18616,
|
| 1118 |
+
"max_error": 6.433956205132613,
|
| 1119 |
+
"spearman_r": 0.6818404501043929
|
| 1120 |
+
}
|
| 1121 |
+
},
|
| 1122 |
+
"jarvis": {
|
| 1123 |
+
"FE": {
|
| 1124 |
+
"n": 2436,
|
| 1125 |
+
"mae": 0.4086590637890215,
|
| 1126 |
+
"rmse": 0.5576500242332662,
|
| 1127 |
+
"r2": 0.7289559433219501,
|
| 1128 |
+
"mape": 22440722.600992694,
|
| 1129 |
+
"max_error": 4.02018441212703,
|
| 1130 |
+
"spearman_r": 0.8780080137069219
|
| 1131 |
+
},
|
| 1132 |
+
"EaH": {
|
| 1133 |
+
"n": 0,
|
| 1134 |
+
"error": "insufficient data"
|
| 1135 |
+
},
|
| 1136 |
+
"BG": {
|
| 1137 |
+
"n": 2436,
|
| 1138 |
+
"mae": 0.7599748353686664,
|
| 1139 |
+
"rmse": 1.0780197432503005,
|
| 1140 |
+
"r2": 0.5144438173021317,
|
| 1141 |
+
"mape": 356350466310.9108,
|
| 1142 |
+
"max_error": 4.433502397814148,
|
| 1143 |
+
"spearman_r": 0.6582719004161028
|
| 1144 |
+
}
|
| 1145 |
+
},
|
| 1146 |
+
"oqmd": {
|
| 1147 |
+
"FE": {
|
| 1148 |
+
"n": 17065,
|
| 1149 |
+
"mae": 0.33059204142920134,
|
| 1150 |
+
"rmse": 0.4804499789251421,
|
| 1151 |
+
"r2": 0.7295717913165392,
|
| 1152 |
+
"mape": 472.0565432539847,
|
| 1153 |
+
"max_error": 12.181716272243097,
|
| 1154 |
+
"spearman_r": 0.779788663280172
|
| 1155 |
+
},
|
| 1156 |
+
"EaH": {
|
| 1157 |
+
"n": 17065,
|
| 1158 |
+
"mae": 0.22188961967927373,
|
| 1159 |
+
"rmse": 0.36612541423482015,
|
| 1160 |
+
"r2": 0.427309821952802,
|
| 1161 |
+
"mape": 13851342746.253479,
|
| 1162 |
+
"max_error": 13.170443396872356,
|
| 1163 |
+
"spearman_r": 0.6820827829133969
|
| 1164 |
+
},
|
| 1165 |
+
"BG": {
|
| 1166 |
+
"n": 17045,
|
| 1167 |
+
"mae": 0.3065594625667288,
|
| 1168 |
+
"rmse": 0.6372694409115258,
|
| 1169 |
+
"r2": 0.5233572267686843,
|
| 1170 |
+
"mape": 191804384996.1807,
|
| 1171 |
+
"max_error": 12.119644212534329,
|
| 1172 |
+
"spearman_r": 0.4357607852689104
|
| 1173 |
+
}
|
| 1174 |
+
}
|
| 1175 |
+
},
|
| 1176 |
+
"test_size": 26338,
|
| 1177 |
+
"elapsed_seconds": 756.694634437561
|
| 1178 |
+
},
|
| 1179 |
+
"composition_held_out_gold": {
|
| 1180 |
+
"model": "RF+Ridge_ensemble",
|
| 1181 |
+
"split": "composition_held_out",
|
| 1182 |
+
"tier_filter": "gold",
|
| 1183 |
+
"overall": {
|
| 1184 |
+
"FE": {
|
| 1185 |
+
"n": 9453,
|
| 1186 |
+
"mae": 0.30620214798020445,
|
| 1187 |
+
"rmse": 0.4389189320351497,
|
| 1188 |
+
"r2": 0.837803792869838,
|
| 1189 |
+
"mape": 73269645.97656925,
|
| 1190 |
+
"max_error": 4.448177785723664,
|
| 1191 |
+
"spearman_r": 0.909279232577791
|
| 1192 |
+
},
|
| 1193 |
+
"EaH": {
|
| 1194 |
+
"n": 7187,
|
| 1195 |
+
"mae": 0.023583696740920198,
|
| 1196 |
+
"rmse": 0.027951119300665538,
|
| 1197 |
+
"r2": 0.23813426671326743,
|
| 1198 |
+
"mape": 6337408361.316201,
|
| 1199 |
+
"max_error": 0.09245820108685167,
|
| 1200 |
+
"spearman_r": 0.5334055028170198
|
| 1201 |
+
},
|
| 1202 |
+
"BG": {
|
| 1203 |
+
"n": 9449,
|
| 1204 |
+
"mae": 0.771897323964524,
|
| 1205 |
+
"rmse": 1.0907493100819285,
|
| 1206 |
+
"r2": 0.595807367764837,
|
| 1207 |
+
"mape": 285493214094.8241,
|
| 1208 |
+
"max_error": 6.485174661139908,
|
| 1209 |
+
"spearman_r": 0.7604986218246128
|
| 1210 |
+
}
|
| 1211 |
+
},
|
| 1212 |
+
"per_family": {
|
| 1213 |
+
"sulfide_sse": {
|
| 1214 |
+
"FE": {
|
| 1215 |
+
"n": 1074,
|
| 1216 |
+
"mae": 0.29639454444680724,
|
| 1217 |
+
"rmse": 0.4054999907597104,
|
| 1218 |
+
"r2": 0.6872115181080465,
|
| 1219 |
+
"mape": 162.62559233499826,
|
| 1220 |
+
"max_error": 2.7772040476368445,
|
| 1221 |
+
"spearman_r": 0.8033328137989765
|
| 1222 |
+
},
|
| 1223 |
+
"EaH": {
|
| 1224 |
+
"n": 824,
|
| 1225 |
+
"mae": 0.022705952132878893,
|
| 1226 |
+
"rmse": 0.026510913693172496,
|
| 1227 |
+
"r2": 0.3138980840896146,
|
| 1228 |
+
"mape": 6469837020.37992,
|
| 1229 |
+
"max_error": 0.07765996072510561,
|
| 1230 |
+
"spearman_r": 0.5969647248891039
|
| 1231 |
+
},
|
| 1232 |
+
"BG": {
|
| 1233 |
+
"n": 1073,
|
| 1234 |
+
"mae": 0.713183138540311,
|
| 1235 |
+
"rmse": 0.8956538021646555,
|
| 1236 |
+
"r2": 0.5811734310027148,
|
| 1237 |
+
"mape": 167155188637.39334,
|
| 1238 |
+
"max_error": 3.5138227912122466,
|
| 1239 |
+
"spearman_r": 0.7219101838038926
|
| 1240 |
+
}
|
| 1241 |
+
},
|
| 1242 |
+
"layered_oxide": {
|
| 1243 |
+
"FE": {
|
| 1244 |
+
"n": 2483,
|
| 1245 |
+
"mae": 0.30956919128362426,
|
| 1246 |
+
"rmse": 0.4230471521006072,
|
| 1247 |
+
"r2": 0.43277374907285815,
|
| 1248 |
+
"mape": 15.995381614015955,
|
| 1249 |
+
"max_error": 4.448177785723664,
|
| 1250 |
+
"spearman_r": 0.6995156143459064
|
| 1251 |
+
},
|
| 1252 |
+
"EaH": {
|
| 1253 |
+
"n": 2052,
|
| 1254 |
+
"mae": 0.023171656338186786,
|
| 1255 |
+
"rmse": 0.027262290248639905,
|
| 1256 |
+
"r2": 0.23736178062006863,
|
| 1257 |
+
"mape": 3495024389.980729,
|
| 1258 |
+
"max_error": 0.08049091846690452,
|
| 1259 |
+
"spearman_r": 0.536576763169313
|
| 1260 |
+
},
|
| 1261 |
+
"BG": {
|
| 1262 |
+
"n": 2482,
|
| 1263 |
+
"mae": 0.9484981625414171,
|
| 1264 |
+
"rmse": 1.1524451250480585,
|
| 1265 |
+
"r2": 0.38699535902089,
|
| 1266 |
+
"mape": 278148814550.42224,
|
| 1267 |
+
"max_error": 3.731326986859866,
|
| 1268 |
+
"spearman_r": 0.5819553442197803
|
| 1269 |
+
}
|
| 1270 |
+
},
|
| 1271 |
+
"halide_sse": {
|
| 1272 |
+
"FE": {
|
| 1273 |
+
"n": 1190,
|
| 1274 |
+
"mae": 0.4191849182099986,
|
| 1275 |
+
"rmse": 0.5731309238901378,
|
| 1276 |
+
"r2": 0.5368188178712672,
|
| 1277 |
+
"mape": 36.817432036674944,
|
| 1278 |
+
"max_error": 3.1644559843329247,
|
| 1279 |
+
"spearman_r": 0.7529392955364073
|
| 1280 |
+
},
|
| 1281 |
+
"EaH": {
|
| 1282 |
+
"n": 876,
|
| 1283 |
+
"mae": 0.023256338163140537,
|
| 1284 |
+
"rmse": 0.02775126353920334,
|
| 1285 |
+
"r2": 0.20631162671521563,
|
| 1286 |
+
"mape": 7701781941.507406,
|
| 1287 |
+
"max_error": 0.08144611616629123,
|
| 1288 |
+
"spearman_r": 0.4313070016622198
|
| 1289 |
+
},
|
| 1290 |
+
"BG": {
|
| 1291 |
+
"n": 1188,
|
| 1292 |
+
"mae": 1.4887489218016867,
|
| 1293 |
+
"rmse": 1.843174681798374,
|
| 1294 |
+
"r2": 0.35607079144480425,
|
| 1295 |
+
"mape": 454788084378.9954,
|
| 1296 |
+
"max_error": 6.485174661139908,
|
| 1297 |
+
"spearman_r": 0.5576528358087851
|
| 1298 |
+
}
|
| 1299 |
+
},
|
| 1300 |
+
"borohydride": {
|
| 1301 |
+
"FE": {
|
| 1302 |
+
"n": 59,
|
| 1303 |
+
"mae": 0.29958868450887494,
|
| 1304 |
+
"rmse": 0.39703778758725905,
|
| 1305 |
+
"r2": 0.8199080256206721,
|
| 1306 |
+
"mape": 27.14963225349894,
|
| 1307 |
+
"max_error": 1.098005105665652,
|
| 1308 |
+
"spearman_r": 0.7218828350904133
|
| 1309 |
+
},
|
| 1310 |
+
"EaH": {
|
| 1311 |
+
"n": 52,
|
| 1312 |
+
"mae": 0.022554535894524084,
|
| 1313 |
+
"rmse": 0.029663688159315155,
|
| 1314 |
+
"r2": -0.024456388592593248,
|
| 1315 |
+
"mape": 6097096919.459225,
|
| 1316 |
+
"max_error": 0.07966498114643178,
|
| 1317 |
+
"spearman_r": 0.02122242777899059
|
| 1318 |
+
},
|
| 1319 |
+
"BG": {
|
| 1320 |
+
"n": 59,
|
| 1321 |
+
"mae": 1.2474091385628752,
|
| 1322 |
+
"rmse": 1.4704575623536151,
|
| 1323 |
+
"r2": 0.371387423423438,
|
| 1324 |
+
"mape": 123201460284.95595,
|
| 1325 |
+
"max_error": 3.534332293526525,
|
| 1326 |
+
"spearman_r": 0.7060492279719733
|
| 1327 |
+
}
|
| 1328 |
+
},
|
| 1329 |
+
"intermetallic": {
|
| 1330 |
+
"FE": {
|
| 1331 |
+
"n": 3604,
|
| 1332 |
+
"mae": 0.22595897093467665,
|
| 1333 |
+
"rmse": 0.33443120143246213,
|
| 1334 |
+
"r2": 0.10149540508198818,
|
| 1335 |
+
"mape": 3643.5765376256386,
|
| 1336 |
+
"max_error": 2.7151364572511985,
|
| 1337 |
+
"spearman_r": 0.5453988789210199
|
| 1338 |
+
},
|
| 1339 |
+
"EaH": {
|
| 1340 |
+
"n": 2627,
|
| 1341 |
+
"mae": 0.024452146295832883,
|
| 1342 |
+
"rmse": 0.029006865886427667,
|
| 1343 |
+
"r2": 0.18281693848934522,
|
| 1344 |
+
"mape": 7834948400.263506,
|
| 1345 |
+
"max_error": 0.08331016759465751,
|
| 1346 |
+
"spearman_r": 0.48484025013002424
|
| 1347 |
+
},
|
| 1348 |
+
"BG": {
|
| 1349 |
+
"n": 3604,
|
| 1350 |
+
"mae": 0.31181323837121233,
|
| 1351 |
+
"rmse": 0.4781132782606541,
|
| 1352 |
+
"r2": 0.1491572798745554,
|
| 1353 |
+
"mape": 246481612575.82516,
|
| 1354 |
+
"max_error": 4.6163312570628445,
|
| 1355 |
+
"spearman_r": 0.37732425084001187
|
| 1356 |
+
}
|
| 1357 |
+
},
|
| 1358 |
+
"unknown": {
|
| 1359 |
+
"FE": {
|
| 1360 |
+
"n": 201,
|
| 1361 |
+
"mae": 0.5082631359507609,
|
| 1362 |
+
"rmse": 0.7322689532851429,
|
| 1363 |
+
"r2": -0.12167599424626863,
|
| 1364 |
+
"mape": 3445793691.960209,
|
| 1365 |
+
"max_error": 3.677840454467708,
|
| 1366 |
+
"spearman_r": 0.3619028338678866
|
| 1367 |
+
},
|
| 1368 |
+
"EaH": {
|
| 1369 |
+
"n": 114,
|
| 1370 |
+
"mae": 0.02110435794051679,
|
| 1371 |
+
"rmse": 0.026805712089015426,
|
| 1372 |
+
"r2": -0.13688059602265334,
|
| 1373 |
+
"mape": 9143023133.886995,
|
| 1374 |
+
"max_error": 0.09245820108685167,
|
| 1375 |
+
"spearman_r": 0.14011503434021425
|
| 1376 |
+
},
|
| 1377 |
+
"BG": {
|
| 1378 |
+
"n": 201,
|
| 1379 |
+
"mae": 0.8715633373754456,
|
| 1380 |
+
"rmse": 1.1131537624752958,
|
| 1381 |
+
"r2": 0.3647923502743823,
|
| 1382 |
+
"mape": 493151906362.8942,
|
| 1383 |
+
"max_error": 2.927559810130048,
|
| 1384 |
+
"spearman_r": 0.6327552537887404
|
| 1385 |
+
}
|
| 1386 |
+
},
|
| 1387 |
+
"polyanion": {
|
| 1388 |
+
"FE": {
|
| 1389 |
+
"n": 248,
|
| 1390 |
+
"mae": 0.35714813689531044,
|
| 1391 |
+
"rmse": 0.46456506438541256,
|
| 1392 |
+
"r2": 0.13577051490414016,
|
| 1393 |
+
"mape": 18.317381927632415,
|
| 1394 |
+
"max_error": 2.012372154127638,
|
| 1395 |
+
"spearman_r": 0.5849272718067706
|
| 1396 |
+
},
|
| 1397 |
+
"EaH": {
|
| 1398 |
+
"n": 202,
|
| 1399 |
+
"mae": 0.02327968964628081,
|
| 1400 |
+
"rmse": 0.02789673600733972,
|
| 1401 |
+
"r2": 0.19177964560532434,
|
| 1402 |
+
"mape": 5981075108.979309,
|
| 1403 |
+
"max_error": 0.068789927411704,
|
| 1404 |
+
"spearman_r": 0.382022159186443
|
| 1405 |
+
},
|
| 1406 |
+
"BG": {
|
| 1407 |
+
"n": 248,
|
| 1408 |
+
"mae": 1.4196602383118941,
|
| 1409 |
+
"rmse": 1.6783883116024427,
|
| 1410 |
+
"r2": -0.006015574907304089,
|
| 1411 |
+
"mape": 203424781098.71298,
|
| 1412 |
+
"max_error": 4.251664818617048,
|
| 1413 |
+
"spearman_r": 0.529302676088071
|
| 1414 |
+
}
|
| 1415 |
+
},
|
| 1416 |
+
"oxide": {
|
| 1417 |
+
"FE": {
|
| 1418 |
+
"n": 533,
|
| 1419 |
+
"mae": 0.4943400817013496,
|
| 1420 |
+
"rmse": 0.6503742057074237,
|
| 1421 |
+
"r2": 0.1559807954820458,
|
| 1422 |
+
"mape": 65.22013202282251,
|
| 1423 |
+
"max_error": 3.2379387716970838,
|
| 1424 |
+
"spearman_r": 0.3672142179738402
|
| 1425 |
+
},
|
| 1426 |
+
"EaH": {
|
| 1427 |
+
"n": 380,
|
| 1428 |
+
"mae": 0.024004286282348443,
|
| 1429 |
+
"rmse": 0.02810225951534203,
|
| 1430 |
+
"r2": 0.04264406760734729,
|
| 1431 |
+
"mape": 8282412783.91964,
|
| 1432 |
+
"max_error": 0.08173425785080579,
|
| 1433 |
+
"spearman_r": 0.235449506255532
|
| 1434 |
+
},
|
| 1435 |
+
"BG": {
|
| 1436 |
+
"n": 533,
|
| 1437 |
+
"mae": 1.188315679953983,
|
| 1438 |
+
"rmse": 1.42844791046615,
|
| 1439 |
+
"r2": 0.43246600775057653,
|
| 1440 |
+
"mape": 436916990184.85754,
|
| 1441 |
+
"max_error": 3.9106259661715423,
|
| 1442 |
+
"spearman_r": 0.6839009743612126
|
| 1443 |
+
}
|
| 1444 |
+
},
|
| 1445 |
+
"nasicon": {
|
| 1446 |
+
"FE": {
|
| 1447 |
+
"n": 58,
|
| 1448 |
+
"mae": 0.3695926751095384,
|
| 1449 |
+
"rmse": 0.40590576438788956,
|
| 1450 |
+
"r2": -2.4188278340278537,
|
| 1451 |
+
"mape": 13.002610480141852,
|
| 1452 |
+
"max_error": 0.7666987366289795,
|
| 1453 |
+
"spearman_r": 0.7005294031315737
|
| 1454 |
+
},
|
| 1455 |
+
"EaH": {
|
| 1456 |
+
"n": 58,
|
| 1457 |
+
"mae": 0.020532628733169654,
|
| 1458 |
+
"rmse": 0.026163146570060063,
|
| 1459 |
+
"r2": 0.13726608659726025,
|
| 1460 |
+
"mape": 69.60896604242068,
|
| 1461 |
+
"max_error": 0.06254704655594975,
|
| 1462 |
+
"spearman_r": 0.559703389480909
|
| 1463 |
+
},
|
| 1464 |
+
"BG": {
|
| 1465 |
+
"n": 58,
|
| 1466 |
+
"mae": 0.7028684845585957,
|
| 1467 |
+
"rmse": 0.8910979273290395,
|
| 1468 |
+
"r2": 0.2789403049766873,
|
| 1469 |
+
"mape": 93841100896.85748,
|
| 1470 |
+
"max_error": 3.263323548733509,
|
| 1471 |
+
"spearman_r": 0.7010325839944758
|
| 1472 |
+
}
|
| 1473 |
+
},
|
| 1474 |
+
"garnet": {
|
| 1475 |
+
"FE": {
|
| 1476 |
+
"n": 3,
|
| 1477 |
+
"error": "insufficient data"
|
| 1478 |
+
},
|
| 1479 |
+
"EaH": {
|
| 1480 |
+
"n": 2,
|
| 1481 |
+
"error": "insufficient data"
|
| 1482 |
+
},
|
| 1483 |
+
"BG": {
|
| 1484 |
+
"n": 3,
|
| 1485 |
+
"error": "insufficient data"
|
| 1486 |
+
}
|
| 1487 |
+
}
|
| 1488 |
+
},
|
| 1489 |
+
"per_source": {
|
| 1490 |
+
"mp": {
|
| 1491 |
+
"FE": {
|
| 1492 |
+
"n": 4310,
|
| 1493 |
+
"mae": 0.3127608366540522,
|
| 1494 |
+
"rmse": 0.4244008979309567,
|
| 1495 |
+
"r2": 0.8208262090179204,
|
| 1496 |
+
"mape": 160699266.69645828,
|
| 1497 |
+
"max_error": 3.1644559843329247,
|
| 1498 |
+
"spearman_r": 0.9101130315681273
|
| 1499 |
+
},
|
| 1500 |
+
"EaH": {
|
| 1501 |
+
"n": 4310,
|
| 1502 |
+
"mae": 0.02245009556834781,
|
| 1503 |
+
"rmse": 0.02654986626890958,
|
| 1504 |
+
"r2": 0.31183305363734637,
|
| 1505 |
+
"mape": 5656941723.927121,
|
| 1506 |
+
"max_error": 0.08331016759465751,
|
| 1507 |
+
"spearman_r": 0.6091523930615697
|
| 1508 |
+
},
|
| 1509 |
+
"BG": {
|
| 1510 |
+
"n": 4310,
|
| 1511 |
+
"mae": 0.8233420053571594,
|
| 1512 |
+
"rmse": 1.1109808168768378,
|
| 1513 |
+
"r2": 0.5777583972287286,
|
| 1514 |
+
"mape": 178052699573.43298,
|
| 1515 |
+
"max_error": 6.42003204762686,
|
| 1516 |
+
"spearman_r": 0.7869027381811752
|
| 1517 |
+
}
|
| 1518 |
+
},
|
| 1519 |
+
"jarvis": {
|
| 1520 |
+
"FE": {
|
| 1521 |
+
"n": 2266,
|
| 1522 |
+
"mae": 0.3972256314177411,
|
| 1523 |
+
"rmse": 0.5852227415435439,
|
| 1524 |
+
"r2": 0.700546461903701,
|
| 1525 |
+
"mape": 582.7158401113696,
|
| 1526 |
+
"max_error": 4.448177785723664,
|
| 1527 |
+
"spearman_r": 0.8689621312548689
|
| 1528 |
+
},
|
| 1529 |
+
"EaH": {
|
| 1530 |
+
"n": 0,
|
| 1531 |
+
"error": "insufficient data"
|
| 1532 |
+
},
|
| 1533 |
+
"BG": {
|
| 1534 |
+
"n": 2266,
|
| 1535 |
+
"mae": 0.8328509516605255,
|
| 1536 |
+
"rmse": 1.1445285724377157,
|
| 1537 |
+
"r2": 0.4609569468715805,
|
| 1538 |
+
"mape": 472647712360.1686,
|
| 1539 |
+
"max_error": 4.069620237963786,
|
| 1540 |
+
"spearman_r": 0.6645543816320076
|
| 1541 |
+
}
|
| 1542 |
+
},
|
| 1543 |
+
"oqmd": {
|
| 1544 |
+
"FE": {
|
| 1545 |
+
"n": 2877,
|
| 1546 |
+
"mae": 0.2246841912010102,
|
| 1547 |
+
"rmse": 0.30563349641342485,
|
| 1548 |
+
"r2": 0.8917276583924623,
|
| 1549 |
+
"mape": 974.4597427817811,
|
| 1550 |
+
"max_error": 1.4380878373717438,
|
| 1551 |
+
"spearman_r": 0.876170793328997
|
| 1552 |
+
},
|
| 1553 |
+
"EaH": {
|
| 1554 |
+
"n": 2877,
|
| 1555 |
+
"mae": 0.025281931379010907,
|
| 1556 |
+
"rmse": 0.029927806136036114,
|
| 1557 |
+
"r2": 0.12619398285411243,
|
| 1558 |
+
"mape": 7356807460.081211,
|
| 1559 |
+
"max_error": 0.09245820108685167,
|
| 1560 |
+
"spearman_r": 0.41198357628926646
|
| 1561 |
+
},
|
| 1562 |
+
"BG": {
|
| 1563 |
+
"n": 2873,
|
| 1564 |
+
"mae": 0.6466458456626099,
|
| 1565 |
+
"rmse": 1.0139508011376037,
|
| 1566 |
+
"r2": 0.6497463572934201,
|
| 1567 |
+
"mape": 299059703659.0167,
|
| 1568 |
+
"max_error": 6.485174661139908,
|
| 1569 |
+
"spearman_r": 0.741093750757483
|
| 1570 |
+
}
|
| 1571 |
+
}
|
| 1572 |
+
},
|
| 1573 |
+
"test_size": 9453,
|
| 1574 |
+
"elapsed_seconds": 103.84648084640503
|
| 1575 |
+
},
|
| 1576 |
+
"family_held_out_full": {
|
| 1577 |
+
"model": "RF+Ridge_ensemble",
|
| 1578 |
+
"split": "family_held_out",
|
| 1579 |
+
"tier_filter": "all",
|
| 1580 |
+
"overall": {
|
| 1581 |
+
"FE": {
|
| 1582 |
+
"n": 583,
|
| 1583 |
+
"mae": 0.738735459006675,
|
| 1584 |
+
"rmse": 0.8322029868074552,
|
| 1585 |
+
"r2": -1.5562195214753753,
|
| 1586 |
+
"mape": 47.46085858476084,
|
| 1587 |
+
"max_error": 4.433864746561346,
|
| 1588 |
+
"spearman_r": 0.36227636285133225
|
| 1589 |
+
},
|
| 1590 |
+
"EaH": {
|
| 1591 |
+
"n": 579,
|
| 1592 |
+
"mae": 0.16888955060455463,
|
| 1593 |
+
"rmse": 0.49631678963774434,
|
| 1594 |
+
"r2": -0.021238067827401563,
|
| 1595 |
+
"mape": 2856545190.2722554,
|
| 1596 |
+
"max_error": 5.0982165020236,
|
| 1597 |
+
"spearman_r": -0.026507322874308768
|
| 1598 |
+
},
|
| 1599 |
+
"BG": {
|
| 1600 |
+
"n": 583,
|
| 1601 |
+
"mae": 1.1045413052601687,
|
| 1602 |
+
"rmse": 1.264071300148482,
|
| 1603 |
+
"r2": 0.13776267670620457,
|
| 1604 |
+
"mape": 136980055715.99728,
|
| 1605 |
+
"max_error": 3.3936761147210897,
|
| 1606 |
+
"spearman_r": 0.7093373293529062
|
| 1607 |
+
}
|
| 1608 |
+
},
|
| 1609 |
+
"per_family": {
|
| 1610 |
+
"nasicon": {
|
| 1611 |
+
"FE": {
|
| 1612 |
+
"n": 560,
|
| 1613 |
+
"mae": 0.7332019901246414,
|
| 1614 |
+
"rmse": 0.8289586822125202,
|
| 1615 |
+
"r2": -1.4929713169246441,
|
| 1616 |
+
"mape": 48.26590703284153,
|
| 1617 |
+
"max_error": 4.433864746561346,
|
| 1618 |
+
"spearman_r": 0.35727456185406076
|
| 1619 |
+
},
|
| 1620 |
+
"EaH": {
|
| 1621 |
+
"n": 558,
|
| 1622 |
+
"mae": 0.16918057648905963,
|
| 1623 |
+
"rmse": 0.5044792472275585,
|
| 1624 |
+
"r2": -0.01791651857898402,
|
| 1625 |
+
"mape": 2964049562.815552,
|
| 1626 |
+
"max_error": 5.0982165020236,
|
| 1627 |
+
"spearman_r": -0.05089997733545764
|
| 1628 |
+
},
|
| 1629 |
+
"BG": {
|
| 1630 |
+
"n": 560,
|
| 1631 |
+
"mae": 1.0838017727014708,
|
| 1632 |
+
"rmse": 1.2354712818481999,
|
| 1633 |
+
"r2": 0.12945002052080146,
|
| 1634 |
+
"mape": 122418101161.88559,
|
| 1635 |
+
"max_error": 3.074042349715052,
|
| 1636 |
+
"spearman_r": 0.7364813223201854
|
| 1637 |
+
}
|
| 1638 |
+
},
|
| 1639 |
+
"garnet": {
|
| 1640 |
+
"FE": {
|
| 1641 |
+
"n": 23,
|
| 1642 |
+
"mae": 0.8734633970040157,
|
| 1643 |
+
"rmse": 0.9076232158006746,
|
| 1644 |
+
"r2": -24.58115542125951,
|
| 1645 |
+
"mape": 27.859678979318183,
|
| 1646 |
+
"max_error": 1.1851810041656252,
|
| 1647 |
+
"spearman_r": 0.3063294545694331
|
| 1648 |
+
},
|
| 1649 |
+
"EaH": {
|
| 1650 |
+
"n": 21,
|
| 1651 |
+
"mae": 0.16115657710199333,
|
| 1652 |
+
"rmse": 0.17108344715719523,
|
| 1653 |
+
"r2": -4.322269016551645,
|
| 1654 |
+
"mape": 434.12183413803564,
|
| 1655 |
+
"max_error": 0.2496311785598163,
|
| 1656 |
+
"spearman_r": -0.03635598922038479
|
| 1657 |
+
},
|
| 1658 |
+
"BG": {
|
| 1659 |
+
"n": 23,
|
| 1660 |
+
"mae": 1.6095038371241188,
|
| 1661 |
+
"rmse": 1.8271366694286006,
|
| 1662 |
+
"r2": -0.10815480705805136,
|
| 1663 |
+
"mape": 491531992685.6734,
|
| 1664 |
+
"max_error": 3.3936761147210897,
|
| 1665 |
+
"spearman_r": 0.01020683165982491
|
| 1666 |
+
}
|
| 1667 |
+
}
|
| 1668 |
+
},
|
| 1669 |
+
"per_source": {
|
| 1670 |
+
"mp": {
|
| 1671 |
+
"FE": {
|
| 1672 |
+
"n": 579,
|
| 1673 |
+
"mae": 0.7420297841744881,
|
| 1674 |
+
"rmse": 0.8347666634005542,
|
| 1675 |
+
"r2": -1.5567996431410007,
|
| 1676 |
+
"mape": 47.72141964334764,
|
| 1677 |
+
"max_error": 4.433864746561346,
|
| 1678 |
+
"spearman_r": 0.3720900638872264
|
| 1679 |
+
},
|
| 1680 |
+
"EaH": {
|
| 1681 |
+
"n": 579,
|
| 1682 |
+
"mae": 0.16888955060455463,
|
| 1683 |
+
"rmse": 0.49631678963774434,
|
| 1684 |
+
"r2": -0.021238067827401563,
|
| 1685 |
+
"mape": 2856545190.2722554,
|
| 1686 |
+
"max_error": 5.0982165020236,
|
| 1687 |
+
"spearman_r": -0.026507322874308768
|
| 1688 |
+
},
|
| 1689 |
+
"BG": {
|
| 1690 |
+
"n": 579,
|
| 1691 |
+
"mae": 1.1004621703204485,
|
| 1692 |
+
"rmse": 1.2591327432589379,
|
| 1693 |
+
"r2": 0.13363497043503803,
|
| 1694 |
+
"mape": 127472231803.85445,
|
| 1695 |
+
"max_error": 3.3936761147210897,
|
| 1696 |
+
"spearman_r": 0.7170355024882138
|
| 1697 |
+
}
|
| 1698 |
+
},
|
| 1699 |
+
"jarvis": {
|
| 1700 |
+
"FE": {
|
| 1701 |
+
"n": 4,
|
| 1702 |
+
"error": "insufficient data"
|
| 1703 |
+
},
|
| 1704 |
+
"EaH": {
|
| 1705 |
+
"n": 0,
|
| 1706 |
+
"error": "insufficient data"
|
| 1707 |
+
},
|
| 1708 |
+
"BG": {
|
| 1709 |
+
"n": 4,
|
| 1710 |
+
"error": "insufficient data"
|
| 1711 |
+
}
|
| 1712 |
+
}
|
| 1713 |
+
},
|
| 1714 |
+
"test_size": 583,
|
| 1715 |
+
"elapsed_seconds": 921.6426477432251
|
| 1716 |
+
},
|
| 1717 |
+
"family_held_out_gold": {
|
| 1718 |
+
"model": "RF+Ridge_ensemble",
|
| 1719 |
+
"split": "family_held_out",
|
| 1720 |
+
"tier_filter": "gold",
|
| 1721 |
+
"overall": {
|
| 1722 |
+
"FE": {
|
| 1723 |
+
"n": 507,
|
| 1724 |
+
"mae": 0.457973671018053,
|
| 1725 |
+
"rmse": 0.49529774653515946,
|
| 1726 |
+
"r2": -3.4811738280970275,
|
| 1727 |
+
"mape": 15.955519726985642,
|
| 1728 |
+
"max_error": 1.1160034609405833,
|
| 1729 |
+
"spearman_r": 0.6670440815021254
|
| 1730 |
+
},
|
| 1731 |
+
"EaH": {
|
| 1732 |
+
"n": 503,
|
| 1733 |
+
"mae": 0.018990945447339345,
|
| 1734 |
+
"rmse": 0.02371035232960972,
|
| 1735 |
+
"r2": 0.25918923974885855,
|
| 1736 |
+
"mape": 478872416.8121595,
|
| 1737 |
+
"max_error": 0.06651041648798206,
|
| 1738 |
+
"spearman_r": 0.5749207379768696
|
| 1739 |
+
},
|
| 1740 |
+
"BG": {
|
| 1741 |
+
"n": 507,
|
| 1742 |
+
"mae": 0.9425924110943898,
|
| 1743 |
+
"rmse": 1.1102754587388444,
|
| 1744 |
+
"r2": 0.2920057256487367,
|
| 1745 |
+
"mape": 122498842817.32571,
|
| 1746 |
+
"max_error": 3.1564673967619155,
|
| 1747 |
+
"spearman_r": 0.7589810735546272
|
| 1748 |
+
}
|
| 1749 |
+
},
|
| 1750 |
+
"per_family": {
|
| 1751 |
+
"nasicon": {
|
| 1752 |
+
"FE": {
|
| 1753 |
+
"n": 488,
|
| 1754 |
+
"mae": 0.4582435144230843,
|
| 1755 |
+
"rmse": 0.4949974108593808,
|
| 1756 |
+
"r2": -3.654971808864553,
|
| 1757 |
+
"mape": 16.017817902281912,
|
| 1758 |
+
"max_error": 0.9274441522467436,
|
| 1759 |
+
"spearman_r": 0.6665373583477436
|
| 1760 |
+
},
|
| 1761 |
+
"EaH": {
|
| 1762 |
+
"n": 486,
|
| 1763 |
+
"mae": 0.01888152954492727,
|
| 1764 |
+
"rmse": 0.023583080517535073,
|
| 1765 |
+
"r2": 0.2712774024257265,
|
| 1766 |
+
"mape": 495623095.9490672,
|
| 1767 |
+
"max_error": 0.06651041648798206,
|
| 1768 |
+
"spearman_r": 0.5817184512960789
|
| 1769 |
+
},
|
| 1770 |
+
"BG": {
|
| 1771 |
+
"n": 488,
|
| 1772 |
+
"mae": 0.9144116232405425,
|
| 1773 |
+
"rmse": 1.0764907976432994,
|
| 1774 |
+
"r2": 0.28730804347003647,
|
| 1775 |
+
"mape": 95580968037.23972,
|
| 1776 |
+
"max_error": 3.1564673967619155,
|
| 1777 |
+
"spearman_r": 0.781141718682585
|
| 1778 |
+
}
|
| 1779 |
+
},
|
| 1780 |
+
"garnet": {
|
| 1781 |
+
"FE": {
|
| 1782 |
+
"n": 19,
|
| 1783 |
+
"mae": 0.4510429561940887,
|
| 1784 |
+
"rmse": 0.5029501768673855,
|
| 1785 |
+
"r2": -7.09878366764274,
|
| 1786 |
+
"mape": 14.355440277270937,
|
| 1787 |
+
"max_error": 1.1160034609405833,
|
| 1788 |
+
"spearman_r": 0.19259593626861665
|
| 1789 |
+
},
|
| 1790 |
+
"EaH": {
|
| 1791 |
+
"n": 17,
|
| 1792 |
+
"mae": 0.022118953010413864,
|
| 1793 |
+
"rmse": 0.02709717424531644,
|
| 1794 |
+
"r2": -0.35305626850347793,
|
| 1795 |
+
"mape": 60.30997780576735,
|
| 1796 |
+
"max_error": 0.056920024580439724,
|
| 1797 |
+
"spearman_r": 0.02625730300745983
|
| 1798 |
+
},
|
| 1799 |
+
"BG": {
|
| 1800 |
+
"n": 19,
|
| 1801 |
+
"mae": 1.6663936991300468,
|
| 1802 |
+
"rmse": 1.7692482620473666,
|
| 1803 |
+
"r2": -0.07117523286411553,
|
| 1804 |
+
"mape": 813863205590.0602,
|
| 1805 |
+
"max_error": 2.729689540869387,
|
| 1806 |
+
"spearman_r": -0.022385024561495045
|
| 1807 |
+
}
|
| 1808 |
+
}
|
| 1809 |
+
},
|
| 1810 |
+
"per_source": {
|
| 1811 |
+
"mp": {
|
| 1812 |
+
"FE": {
|
| 1813 |
+
"n": 503,
|
| 1814 |
+
"mae": 0.46022392200363876,
|
| 1815 |
+
"rmse": 0.49691698458964967,
|
| 1816 |
+
"r2": -3.5069581203620004,
|
| 1817 |
+
"mape": 16.029829329524993,
|
| 1818 |
+
"max_error": 1.1160034609405833,
|
| 1819 |
+
"spearman_r": 0.6840096379215649
|
| 1820 |
+
},
|
| 1821 |
+
"EaH": {
|
| 1822 |
+
"n": 503,
|
| 1823 |
+
"mae": 0.018990945447339345,
|
| 1824 |
+
"rmse": 0.02371035232960972,
|
| 1825 |
+
"r2": 0.25918923974885855,
|
| 1826 |
+
"mape": 478872416.8121595,
|
| 1827 |
+
"max_error": 0.06651041648798206,
|
| 1828 |
+
"spearman_r": 0.5749207379768696
|
| 1829 |
+
},
|
| 1830 |
+
"BG": {
|
| 1831 |
+
"n": 503,
|
| 1832 |
+
"mae": 0.9330155818039773,
|
| 1833 |
+
"rmse": 1.0961221276500253,
|
| 1834 |
+
"r2": 0.29712522820862797,
|
| 1835 |
+
"mape": 108515003806.56104,
|
| 1836 |
+
"max_error": 2.996930648388588,
|
| 1837 |
+
"spearman_r": 0.7718038165606552
|
| 1838 |
+
}
|
| 1839 |
+
},
|
| 1840 |
+
"jarvis": {
|
| 1841 |
+
"FE": {
|
| 1842 |
+
"n": 4,
|
| 1843 |
+
"error": "insufficient data"
|
| 1844 |
+
},
|
| 1845 |
+
"EaH": {
|
| 1846 |
+
"n": 0,
|
| 1847 |
+
"error": "insufficient data"
|
| 1848 |
+
},
|
| 1849 |
+
"BG": {
|
| 1850 |
+
"n": 4,
|
| 1851 |
+
"error": "insufficient data"
|
| 1852 |
+
}
|
| 1853 |
+
}
|
| 1854 |
+
},
|
| 1855 |
+
"test_size": 507,
|
| 1856 |
+
"elapsed_seconds": 116.22663450241089
|
| 1857 |
+
},
|
| 1858 |
+
"chemistry_held_out_full": {
|
| 1859 |
+
"model": "RF+Ridge_ensemble",
|
| 1860 |
+
"split": "chemistry_held_out",
|
| 1861 |
+
"tier_filter": "all",
|
| 1862 |
+
"overall": {
|
| 1863 |
+
"FE": {
|
| 1864 |
+
"n": 12675,
|
| 1865 |
+
"mae": 1.6564872620188058,
|
| 1866 |
+
"rmse": 1.828902583390449,
|
| 1867 |
+
"r2": -2.5386055585094915,
|
| 1868 |
+
"mape": 107.07694952143423,
|
| 1869 |
+
"max_error": 21.152396209334768,
|
| 1870 |
+
"spearman_r": 0.570099052509129
|
| 1871 |
+
},
|
| 1872 |
+
"EaH": {
|
| 1873 |
+
"n": 9681,
|
| 1874 |
+
"mae": 0.35506333680021407,
|
| 1875 |
+
"rmse": 0.4959130898553595,
|
| 1876 |
+
"r2": -0.9205886180137914,
|
| 1877 |
+
"mape": 101464292043.11145,
|
| 1878 |
+
"max_error": 22.96077471607317,
|
| 1879 |
+
"spearman_r": -0.15708058471881883
|
| 1880 |
+
},
|
| 1881 |
+
"BG": {
|
| 1882 |
+
"n": 12665,
|
| 1883 |
+
"mae": 1.9662298019902735,
|
| 1884 |
+
"rmse": 2.46105078738145,
|
| 1885 |
+
"r2": -0.08932752718841241,
|
| 1886 |
+
"mape": 438682034806.09906,
|
| 1887 |
+
"max_error": 8.659415050750196,
|
| 1888 |
+
"spearman_r": 0.15741506002268282
|
| 1889 |
+
}
|
| 1890 |
+
},
|
| 1891 |
+
"per_family": {
|
| 1892 |
+
"halide_sse": {
|
| 1893 |
+
"FE": {
|
| 1894 |
+
"n": 12660,
|
| 1895 |
+
"mae": 1.657922001227041,
|
| 1896 |
+
"rmse": 1.8299050391443992,
|
| 1897 |
+
"r2": -2.552071195610708,
|
| 1898 |
+
"mape": 107.10580859408172,
|
| 1899 |
+
"max_error": 21.152396209334768,
|
| 1900 |
+
"spearman_r": 0.5696793790890154
|
| 1901 |
+
},
|
| 1902 |
+
"EaH": {
|
| 1903 |
+
"n": 9670,
|
| 1904 |
+
"mae": 0.3551210549985252,
|
| 1905 |
+
"rmse": 0.4960462320477152,
|
| 1906 |
+
"r2": -0.9220711606434151,
|
| 1907 |
+
"mape": 101579711609.0729,
|
| 1908 |
+
"max_error": 22.96077471607317,
|
| 1909 |
+
"spearman_r": -0.15709713279150309
|
| 1910 |
+
},
|
| 1911 |
+
"BG": {
|
| 1912 |
+
"n": 12650,
|
| 1913 |
+
"mae": 1.9663866110694066,
|
| 1914 |
+
"rmse": 2.461340874782112,
|
| 1915 |
+
"r2": -0.08962752733626234,
|
| 1916 |
+
"mape": 438538117793.54944,
|
| 1917 |
+
"max_error": 8.659415050750196,
|
| 1918 |
+
"spearman_r": 0.15643453424202539
|
| 1919 |
+
}
|
| 1920 |
+
},
|
| 1921 |
+
"borohydride": {
|
| 1922 |
+
"FE": {
|
| 1923 |
+
"n": 15,
|
| 1924 |
+
"mae": 0.4455673702684182,
|
| 1925 |
+
"rmse": 0.4992670380857978,
|
| 1926 |
+
"r2": -0.8948289958608138,
|
| 1927 |
+
"mape": 82.71989220693263,
|
| 1928 |
+
"max_error": 0.8342630916089716,
|
| 1929 |
+
"spearman_r": 0.12219468988932383
|
| 1930 |
+
},
|
| 1931 |
+
"EaH": {
|
| 1932 |
+
"n": 11,
|
| 1933 |
+
"mae": 0.304323793375776,
|
| 1934 |
+
"rmse": 0.3603148839997557,
|
| 1935 |
+
"r2": 0.05328796956242643,
|
| 1936 |
+
"mape": 875.1792390734861,
|
| 1937 |
+
"max_error": 0.778877806225714,
|
| 1938 |
+
"spearman_r": 0.3027650354097492
|
| 1939 |
+
},
|
| 1940 |
+
"BG": {
|
| 1941 |
+
"n": 15,
|
| 1942 |
+
"mae": 1.8339874785881018,
|
| 1943 |
+
"rmse": 2.202851615092672,
|
| 1944 |
+
"r2": -0.14268412298396216,
|
| 1945 |
+
"mape": 560052048722.992,
|
| 1946 |
+
"max_error": 4.639672677506454,
|
| 1947 |
+
"spearman_r": -0.41007791187061593
|
| 1948 |
+
}
|
| 1949 |
+
}
|
| 1950 |
+
},
|
| 1951 |
+
"per_source": {
|
| 1952 |
+
"mp": {
|
| 1953 |
+
"FE": {
|
| 1954 |
+
"n": 4778,
|
| 1955 |
+
"mae": 2.161441710691639,
|
| 1956 |
+
"rmse": 2.278765485891158,
|
| 1957 |
+
"r2": -5.789287148512142,
|
| 1958 |
+
"mape": 102.12888415264104,
|
| 1959 |
+
"max_error": 4.229089103073347,
|
| 1960 |
+
"spearman_r": 0.4790751885414253
|
| 1961 |
+
},
|
| 1962 |
+
"EaH": {
|
| 1963 |
+
"n": 4778,
|
| 1964 |
+
"mae": 0.42625069185565384,
|
| 1965 |
+
"rmse": 0.5003867464134684,
|
| 1966 |
+
"r2": -3.5789179557723934,
|
| 1967 |
+
"mape": 134708404706.23674,
|
| 1968 |
+
"max_error": 3.489285012022815,
|
| 1969 |
+
"spearman_r": -0.1335515037309763
|
| 1970 |
+
},
|
| 1971 |
+
"BG": {
|
| 1972 |
+
"n": 4778,
|
| 1973 |
+
"mae": 2.0201715474191397,
|
| 1974 |
+
"rmse": 2.5435371085493856,
|
| 1975 |
+
"r2": -0.4069500506463011,
|
| 1976 |
+
"mape": 192563479173.26697,
|
| 1977 |
+
"max_error": 7.296904508585943,
|
| 1978 |
+
"spearman_r": 0.2458413872625633
|
| 1979 |
+
}
|
| 1980 |
+
},
|
| 1981 |
+
"jarvis": {
|
| 1982 |
+
"FE": {
|
| 1983 |
+
"n": 2994,
|
| 1984 |
+
"mae": 1.2781422582092166,
|
| 1985 |
+
"rmse": 1.4110900697575217,
|
| 1986 |
+
"r2": -1.0531144086614184,
|
| 1987 |
+
"mape": 126.25465966239673,
|
| 1988 |
+
"max_error": 4.612412206212676,
|
| 1989 |
+
"spearman_r": 0.7463039272648843
|
| 1990 |
+
},
|
| 1991 |
+
"EaH": {
|
| 1992 |
+
"n": 0,
|
| 1993 |
+
"error": "insufficient data"
|
| 1994 |
+
},
|
| 1995 |
+
"BG": {
|
| 1996 |
+
"n": 2994,
|
| 1997 |
+
"mae": 1.7610117498115523,
|
| 1998 |
+
"rmse": 2.1711344030204027,
|
| 1999 |
+
"r2": 0.06191615622965774,
|
| 2000 |
+
"mape": 536032417000.5263,
|
| 2001 |
+
"max_error": 7.5919755163827585,
|
| 2002 |
+
"spearman_r": 0.3028409063876598
|
| 2003 |
+
}
|
| 2004 |
+
},
|
| 2005 |
+
"oqmd": {
|
| 2006 |
+
"FE": {
|
| 2007 |
+
"n": 4903,
|
| 2008 |
+
"mae": 1.3954414911942314,
|
| 2009 |
+
"rmse": 1.5397228105524023,
|
| 2010 |
+
"r2": -1.3561705679318212,
|
| 2011 |
+
"mape": 100.18806356794698,
|
| 2012 |
+
"max_error": 21.152396209334768,
|
| 2013 |
+
"spearman_r": 0.7642971477660377
|
| 2014 |
+
},
|
| 2015 |
+
"EaH": {
|
| 2016 |
+
"n": 4903,
|
| 2017 |
+
"mae": 0.285690874541415,
|
| 2018 |
+
"rmse": 0.49151431458054906,
|
| 2019 |
+
"r2": -0.21720670779456075,
|
| 2020 |
+
"mape": 69067724573.31487,
|
| 2021 |
+
"max_error": 22.96077471607317,
|
| 2022 |
+
"spearman_r": -0.13767011620063482
|
| 2023 |
+
},
|
| 2024 |
+
"BG": {
|
| 2025 |
+
"n": 4893,
|
| 2026 |
+
"mae": 2.039127653730304,
|
| 2027 |
+
"rmse": 2.5446816610322602,
|
| 2028 |
+
"r2": 0.026115890237814576,
|
| 2029 |
+
"mape": 619447907383.9769,
|
| 2030 |
+
"max_error": 8.659415050750196,
|
| 2031 |
+
"spearman_r": 0.2893912174088164
|
| 2032 |
+
}
|
| 2033 |
+
}
|
| 2034 |
+
},
|
| 2035 |
+
"test_size": 12675,
|
| 2036 |
+
"elapsed_seconds": 703.2863364219666
|
| 2037 |
+
},
|
| 2038 |
+
"chemistry_held_out_gold": {
|
| 2039 |
+
"model": "RF+Ridge_ensemble",
|
| 2040 |
+
"split": "chemistry_held_out",
|
| 2041 |
+
"tier_filter": "gold",
|
| 2042 |
+
"overall": {
|
| 2043 |
+
"FE": {
|
| 2044 |
+
"n": 9181,
|
| 2045 |
+
"mae": 1.38378552013534,
|
| 2046 |
+
"rmse": 1.5221961685515495,
|
| 2047 |
+
"r2": -1.8731450962048672,
|
| 2048 |
+
"mape": 97.05182873588465,
|
| 2049 |
+
"max_error": 4.879562714273682,
|
| 2050 |
+
"spearman_r": 0.6777339484585138
|
| 2051 |
+
},
|
| 2052 |
+
"EaH": {
|
| 2053 |
+
"n": 6438,
|
| 2054 |
+
"mae": 0.02737713334273795,
|
| 2055 |
+
"rmse": 0.03237974547032608,
|
| 2056 |
+
"r2": -0.0667358658382673,
|
| 2057 |
+
"mape": 9317327650.702616,
|
| 2058 |
+
"max_error": 0.09224139290564318,
|
| 2059 |
+
"spearman_r": 0.07400254938157037
|
| 2060 |
+
},
|
| 2061 |
+
"BG": {
|
| 2062 |
+
"n": 9178,
|
| 2063 |
+
"mae": 2.128739484611508,
|
| 2064 |
+
"rmse": 2.7237802038253793,
|
| 2065 |
+
"r2": -0.33503269153734916,
|
| 2066 |
+
"mape": 275695385904.82513,
|
| 2067 |
+
"max_error": 9.247490433635447,
|
| 2068 |
+
"spearman_r": 0.14860522104520535
|
| 2069 |
+
}
|
| 2070 |
+
},
|
| 2071 |
+
"per_family": {
|
| 2072 |
+
"halide_sse": {
|
| 2073 |
+
"FE": {
|
| 2074 |
+
"n": 9170,
|
| 2075 |
+
"mae": 1.3852586889420322,
|
| 2076 |
+
"rmse": 1.523094634961102,
|
| 2077 |
+
"r2": -1.8851916622233555,
|
| 2078 |
+
"mape": 97.13734072486865,
|
| 2079 |
+
"max_error": 4.879562714273682,
|
| 2080 |
+
"spearman_r": 0.6773335868678569
|
| 2081 |
+
},
|
| 2082 |
+
"EaH": {
|
| 2083 |
+
"n": 6431,
|
| 2084 |
+
"mae": 0.027359863334103243,
|
| 2085 |
+
"rmse": 0.03235203114671361,
|
| 2086 |
+
"r2": -0.06593203012397852,
|
| 2087 |
+
"mape": 9327469353.831076,
|
| 2088 |
+
"max_error": 0.09224139290564318,
|
| 2089 |
+
"spearman_r": 0.07516648048686542
|
| 2090 |
+
},
|
| 2091 |
+
"BG": {
|
| 2092 |
+
"n": 9167,
|
| 2093 |
+
"mae": 2.13008406546289,
|
| 2094 |
+
"rmse": 2.7247876783353715,
|
| 2095 |
+
"r2": -0.3358940496218703,
|
| 2096 |
+
"mape": 275459803611.62164,
|
| 2097 |
+
"max_error": 9.247490433635447,
|
| 2098 |
+
"spearman_r": 0.1471274645382284
|
| 2099 |
+
}
|
| 2100 |
+
},
|
| 2101 |
+
"borohydride": {
|
| 2102 |
+
"FE": {
|
| 2103 |
+
"n": 11,
|
| 2104 |
+
"mae": 0.15569843310205222,
|
| 2105 |
+
"rmse": 0.1901993998113753,
|
| 2106 |
+
"r2": -1.1701821433395496,
|
| 2107 |
+
"mape": 25.765925191979544,
|
| 2108 |
+
"max_error": 0.3402206699699677,
|
| 2109 |
+
"spearman_r": -0.00915353377452523
|
| 2110 |
+
},
|
| 2111 |
+
"EaH": {
|
| 2112 |
+
"n": 7,
|
| 2113 |
+
"mae": 0.043243336989852374,
|
| 2114 |
+
"rmse": 0.05192897997642053,
|
| 2115 |
+
"r2": -1.1833988799222501,
|
| 2116 |
+
"mape": 105.11164913112844,
|
| 2117 |
+
"max_error": 0.07779458298231122,
|
| 2118 |
+
"spearman_r": -0.5357142857142858
|
| 2119 |
+
},
|
| 2120 |
+
"BG": {
|
| 2121 |
+
"n": 11,
|
| 2122 |
+
"mae": 1.0082146969193282,
|
| 2123 |
+
"rmse": 1.6865352675922451,
|
| 2124 |
+
"r2": -0.35069755061655195,
|
| 2125 |
+
"mape": 472021102431.744,
|
| 2126 |
+
"max_error": 5.192232126618933,
|
| 2127 |
+
"spearman_r": -0.1556100741669289
|
| 2128 |
+
}
|
| 2129 |
+
}
|
| 2130 |
+
},
|
| 2131 |
+
"per_source": {
|
| 2132 |
+
"mp": {
|
| 2133 |
+
"FE": {
|
| 2134 |
+
"n": 3640,
|
| 2135 |
+
"mae": 1.7612668803143456,
|
| 2136 |
+
"rmse": 1.8587862139921283,
|
| 2137 |
+
"r2": -4.745523511643833,
|
| 2138 |
+
"mape": 92.02177291745362,
|
| 2139 |
+
"max_error": 3.714195951709658,
|
| 2140 |
+
"spearman_r": 0.6809038703951863
|
| 2141 |
+
},
|
| 2142 |
+
"EaH": {
|
| 2143 |
+
"n": 3640,
|
| 2144 |
+
"mae": 0.02747092108754853,
|
| 2145 |
+
"rmse": 0.03263025243651208,
|
| 2146 |
+
"r2": -0.0506572212931411,
|
| 2147 |
+
"mape": 9007744408.720644,
|
| 2148 |
+
"max_error": 0.09224139290564318,
|
| 2149 |
+
"spearman_r": 0.1286750277919977
|
| 2150 |
+
},
|
| 2151 |
+
"BG": {
|
| 2152 |
+
"n": 3640,
|
| 2153 |
+
"mae": 2.360036254972065,
|
| 2154 |
+
"rmse": 2.949905386232473,
|
| 2155 |
+
"r2": -0.9220008501590828,
|
| 2156 |
+
"mape": 76228067930.55327,
|
| 2157 |
+
"max_error": 7.826212428844342,
|
| 2158 |
+
"spearman_r": 0.3780863241926654
|
| 2159 |
+
}
|
| 2160 |
+
},
|
| 2161 |
+
"jarvis": {
|
| 2162 |
+
"FE": {
|
| 2163 |
+
"n": 2743,
|
| 2164 |
+
"mae": 1.0245772157564454,
|
| 2165 |
+
"rmse": 1.1642343118678686,
|
| 2166 |
+
"r2": -0.38577834640649367,
|
| 2167 |
+
"mape": 140.95268229332646,
|
| 2168 |
+
"max_error": 4.879562714273682,
|
| 2169 |
+
"spearman_r": 0.778546184202457
|
| 2170 |
+
},
|
| 2171 |
+
"EaH": {
|
| 2172 |
+
"n": 0,
|
| 2173 |
+
"error": "insufficient data"
|
| 2174 |
+
},
|
| 2175 |
+
"BG": {
|
| 2176 |
+
"n": 2743,
|
| 2177 |
+
"mae": 1.682207666926054,
|
| 2178 |
+
"rmse": 2.1931946103762057,
|
| 2179 |
+
"r2": 0.048773153667590496,
|
| 2180 |
+
"mape": 434586614375.6836,
|
| 2181 |
+
"max_error": 7.197179838085529,
|
| 2182 |
+
"spearman_r": 0.4111913802851392
|
| 2183 |
+
}
|
| 2184 |
+
},
|
| 2185 |
+
"oqmd": {
|
| 2186 |
+
"FE": {
|
| 2187 |
+
"n": 2798,
|
| 2188 |
+
"mae": 1.2448563664040062,
|
| 2189 |
+
"rmse": 1.3339242758975587,
|
| 2190 |
+
"r2": -1.6234020876900943,
|
| 2191 |
+
"mape": 60.557676438181396,
|
| 2192 |
+
"max_error": 2.6274478340365546,
|
| 2193 |
+
"spearman_r": 0.8256853952031891
|
| 2194 |
+
},
|
| 2195 |
+
"EaH": {
|
| 2196 |
+
"n": 2798,
|
| 2197 |
+
"mae": 0.02725512212361339,
|
| 2198 |
+
"rmse": 0.03205092337440199,
|
| 2199 |
+
"r2": -0.09008310243288786,
|
| 2200 |
+
"mape": 9720073540.91504,
|
| 2201 |
+
"max_error": 0.08663858704394242,
|
| 2202 |
+
"spearman_r": -0.006040458610027582
|
| 2203 |
+
},
|
| 2204 |
+
"BG": {
|
| 2205 |
+
"n": 2795,
|
| 2206 |
+
"mae": 2.2657400326611605,
|
| 2207 |
+
"rmse": 2.8824436836873217,
|
| 2208 |
+
"r2": -0.23719522599858478,
|
| 2209 |
+
"mape": 379531664162.70874,
|
| 2210 |
+
"max_error": 9.247490433635447,
|
| 2211 |
+
"spearman_r": 0.19851336251387042
|
| 2212 |
+
}
|
| 2213 |
+
}
|
| 2214 |
+
},
|
| 2215 |
+
"test_size": 9181,
|
| 2216 |
+
"elapsed_seconds": 92.36511468887329
|
| 2217 |
+
}
|
| 2218 |
+
}
|