Upload 2 files
Browse files- lgb_quantile90_next_day_fails.txt +2378 -0
- xgb_next_day_fails_model.joblib +3 -0
lgb_quantile90_next_day_fails.txt
ADDED
@@ -0,0 +1,2378 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
tree
|
2 |
+
version=v4
|
3 |
+
num_class=1
|
4 |
+
num_tree_per_iteration=1
|
5 |
+
label_index=0
|
6 |
+
max_feature_idx=14
|
7 |
+
objective=quantile
|
8 |
+
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14
|
9 |
+
feature_infos=[13808293570.4:76610311940.190002] [11702716.460000001:4211375573.9000001] [9.778875326511395:3639.6221282335318] [13808293570.4:76610311940.190002] [11702716.460000001:4211375573.9000001] [13808293570.4:73868912787.449997] [11702716.460000001:4211375573.9000001] [19001212772.681431:62625772317.477135] [56332895.907142863:2639699208.4200001] [21912158879.979664:34023135109.07233] [131653509.36566666:2639699208.4200001] [-0.58017587656133296:1.1300806623194699] [-0.99048385565056163:79.333288627914769] [-1.667095634424244:4.104417054680165] [0:21646321444.853825]
|
10 |
+
tree_sizes=475 482 483 483 482 642 644 563 641 556 641 648 560 641 710 652 563 643 638 563 568 565 569 562 567 485 487 567 567 649 563 565 567 558 561 486 642 563 644 559 556 562 646 646 565 560 565 567 567 649 643 637 647 648 557 642 647 551 641 564 644 642 645 726 556 565 642 639 652 634 634 718 643 642 715 726 644 719 564 639 648 646 641 564 483 634 483 645 728 645 641 639 559 637 725 637 637 724 724 636 638 636 636 640 707 637 646 640 634 636 642 641 642 709 642 640 647
|
11 |
+
|
12 |
+
Tree=0
|
13 |
+
num_leaves=4
|
14 |
+
num_cat=0
|
15 |
+
split_feature=0 6 8
|
16 |
+
split_gain=6.53783 0.0806559 0.041453
|
17 |
+
threshold=35923979431.935005 581328110.5150001 131511423.1307143
|
18 |
+
decision_type=2 2 2
|
19 |
+
left_child=1 2 -1
|
20 |
+
right_child=-2 -3 -4
|
21 |
+
leaf_value=38789705600.791794 42474263767.473 39394020716.725197 39261421760.210159
|
22 |
+
leaf_weight=20 24 30 97
|
23 |
+
leaf_count=20 24 30 97
|
24 |
+
internal_value=4.01316e+10 4.01316e+10 4.01316e+10
|
25 |
+
internal_weight=171 147 117
|
26 |
+
internal_count=171 147 117
|
27 |
+
is_linear=0
|
28 |
+
shrinkage=1
|
29 |
+
|
30 |
+
|
31 |
+
Tree=1
|
32 |
+
num_leaves=4
|
33 |
+
num_cat=0
|
34 |
+
split_feature=0 9 6
|
35 |
+
split_gain=6.38077 0.113379 0.106185
|
36 |
+
threshold=35923979431.935005 29911400743.829338 581328110.5150001
|
37 |
+
decision_type=2 2 2
|
38 |
+
left_child=1 2 -1
|
39 |
+
right_child=-2 -3 -4
|
40 |
+
leaf_value=-857367183.56632853 2108426536.3256981 -197391225.21533665 -639529629.48267591
|
41 |
+
leaf_weight=97 24 21 29
|
42 |
+
leaf_count=97 24 21 29
|
43 |
+
internal_value=0.000526313 -0.00727891 -0.0084127
|
44 |
+
internal_weight=171 147 126
|
45 |
+
internal_count=171 147 126
|
46 |
+
is_linear=0
|
47 |
+
shrinkage=0.1
|
48 |
+
|
49 |
+
|
50 |
+
Tree=2
|
51 |
+
num_leaves=4
|
52 |
+
num_cat=0
|
53 |
+
split_feature=0 9 6
|
54 |
+
split_gain=5.46045 0.113379 0.106185
|
55 |
+
threshold=35923979431.935005 29911400743.829338 581328110.5150001
|
56 |
+
decision_type=2 2 2
|
57 |
+
left_child=1 2 -1
|
58 |
+
right_child=-2 -3 -4
|
59 |
+
leaf_value=-771630465.20969546 1897583882.6931283 -177652102.69380268 -575576666.53440857
|
60 |
+
leaf_weight=97 24 21 29
|
61 |
+
leaf_count=97 24 21 29
|
62 |
+
internal_value=-5.84819e-05 -0.00727891 -0.0084127
|
63 |
+
internal_weight=171 147 126
|
64 |
+
internal_count=171 147 126
|
65 |
+
is_linear=0
|
66 |
+
shrinkage=0.1
|
67 |
+
|
68 |
+
|
69 |
+
Tree=3
|
70 |
+
num_leaves=4
|
71 |
+
num_cat=0
|
72 |
+
split_feature=0 9 6
|
73 |
+
split_gain=4.55278 0.0987424 0.106435
|
74 |
+
threshold=38952747682.985008 29911400743.829338 581328110.5150001
|
75 |
+
decision_type=2 2 2
|
76 |
+
left_child=1 2 -1
|
77 |
+
right_child=-2 -3 -4
|
78 |
+
leaf_value=-667887015.00718307 1724395006.2142937 -54467488.843725815 -518018999.88096774
|
79 |
+
leaf_weight=98 21 23 29
|
80 |
+
leaf_count=98 21 23 29
|
81 |
+
internal_value=-0.00122807 -0.00733334 -0.0084252
|
82 |
+
internal_weight=171 150 127
|
83 |
+
internal_count=171 150 127
|
84 |
+
is_linear=0
|
85 |
+
shrinkage=0.1
|
86 |
+
|
87 |
+
|
88 |
+
Tree=4
|
89 |
+
num_leaves=4
|
90 |
+
num_cat=0
|
91 |
+
split_feature=0 9 6
|
92 |
+
split_gain=3.72237 0.0987424 0.106435
|
93 |
+
threshold=38952747682.985008 29911400743.829338 581328110.5150001
|
94 |
+
decision_type=2 2 2
|
95 |
+
left_child=1 2 -1
|
96 |
+
right_child=-2 -3 -4
|
97 |
+
leaf_value=-601098313.5064652 1551955505.5928643 -49020739.959353104 -466217099.89287114
|
98 |
+
leaf_weight=98 21 23 29
|
99 |
+
leaf_count=98 21 23 29
|
100 |
+
internal_value=-0.00181287 -0.00733334 -0.0084252
|
101 |
+
internal_weight=171 150 127
|
102 |
+
internal_count=171 150 127
|
103 |
+
is_linear=0
|
104 |
+
shrinkage=0.1
|
105 |
+
|
106 |
+
|
107 |
+
Tree=5
|
108 |
+
num_leaves=6
|
109 |
+
num_cat=0
|
110 |
+
split_feature=0 1 2 0 0
|
111 |
+
split_gain=2.78135 0.0964486 0.137328 0.173761 0.0307692
|
112 |
+
threshold=38952747682.985008 83200448.660000011 75.508260798885928 24435095018.915005 22799979229.425007
|
113 |
+
decision_type=2 2 2 2 2
|
114 |
+
left_child=1 -1 4 -4 -3
|
115 |
+
right_child=-2 2 3 -5 -6
|
116 |
+
leaf_value=-306819332.19766873 1396759955.0335779 -787763921.28636098 -733965872.4210403 140480315.53830585 -546627742.44840205
|
117 |
+
leaf_weight=43 21 20 28 27 32
|
118 |
+
leaf_count=43 21 20 28 27 32
|
119 |
+
internal_value=-0.00122807 -0.006 -0.00439253 -0.000909093 -0.00807693
|
120 |
+
internal_weight=171 150 107 55 52
|
121 |
+
internal_count=171 150 107 55 52
|
122 |
+
is_linear=0
|
123 |
+
shrinkage=0.1
|
124 |
+
|
125 |
+
|
126 |
+
Tree=6
|
127 |
+
num_leaves=6
|
128 |
+
num_cat=0
|
129 |
+
split_feature=0 1 2 0 0
|
130 |
+
split_gain=1.76537 0.0979592 0.148072 0.204016 0.0307692
|
131 |
+
threshold=35923979431.935005 83200448.660000011 75.508260798885928 24435095018.915005 22799979229.425007
|
132 |
+
decision_type=2 2 2 2 2
|
133 |
+
left_child=1 -1 4 -4 -3
|
134 |
+
right_child=-2 2 3 -5 -6
|
135 |
+
leaf_value=-486039069.5200119 1240514447.7397416 -708987529.15772486 -660569285.178936 188794854.01259124 -491964968.20356178
|
136 |
+
leaf_weight=42 24 20 28 25 32
|
137 |
+
leaf_count=42 24 20 28 25 32
|
138 |
+
internal_value=-0.00181287 -0.00591837 -0.00428572 -0.00056604 -0.00807693
|
139 |
+
internal_weight=171 147 105 53 52
|
140 |
+
internal_count=171 147 105 53 52
|
141 |
+
is_linear=0
|
142 |
+
shrinkage=0.1
|
143 |
+
|
144 |
+
|
145 |
+
Tree=7
|
146 |
+
num_leaves=5
|
147 |
+
num_cat=0
|
148 |
+
split_feature=0 1 2 0
|
149 |
+
split_gain=1.65789 0.124031 0.199121 0.0307692
|
150 |
+
threshold=38952747682.985008 140266688.35000002 75.508260798885928 22799979229.425007
|
151 |
+
decision_type=2 2 2 2
|
152 |
+
left_child=1 -1 3 -3
|
153 |
+
right_child=-2 2 -4 -5
|
154 |
+
leaf_value=-252912443.12075621 1133032514.7562463 -638088776.24195254 104329013.32589899 -442768471.38320583
|
155 |
+
leaf_weight=64 21 20 34 32
|
156 |
+
leaf_count=64 21 20 34 32
|
157 |
+
internal_value=-0.00298246 -0.00666667 -0.00418605 -0.00807693
|
158 |
+
internal_weight=171 150 86 52
|
159 |
+
internal_count=171 150 86 52
|
160 |
+
is_linear=0
|
161 |
+
shrinkage=0.1
|
162 |
+
|
163 |
+
|
164 |
+
Tree=8
|
165 |
+
num_leaves=6
|
166 |
+
num_cat=0
|
167 |
+
split_feature=0 1 2 0 0
|
168 |
+
split_gain=1.58503 0.0964486 0.137328 0.173761 0.0307692
|
169 |
+
threshold=38952747682.985008 83200448.660000011 75.508260798885928 24435095018.915005 22799979229.425007
|
170 |
+
decision_type=2 2 2 2 2
|
171 |
+
left_child=1 -1 4 -4 -3
|
172 |
+
right_child=-2 2 3 -5 -6
|
173 |
+
leaf_value=-202242247.71382475 1019729263.2806214 -574279898.61775744 -604945257.99363196 118554406.782406 -398491624.24488485
|
174 |
+
leaf_weight=43 21 20 28 27 32
|
175 |
+
leaf_count=43 21 20 28 27 32
|
176 |
+
internal_value=-0.00239766 -0.006 -0.00439253 -0.000909093 -0.00807693
|
177 |
+
internal_weight=171 150 107 55 52
|
178 |
+
internal_count=171 150 107 55 52
|
179 |
+
is_linear=0
|
180 |
+
shrinkage=0.1
|
181 |
+
|
182 |
+
|
183 |
+
Tree=9
|
184 |
+
num_leaves=5
|
185 |
+
num_cat=0
|
186 |
+
split_feature=0 3 8 6
|
187 |
+
split_gain=1.58503 0.103124 0.198113 0.140581
|
188 |
+
threshold=38952747682.985008 22799979229.425007 371145866.90071434 581328110.5150001
|
189 |
+
decision_type=2 2 2 2
|
190 |
+
left_child=1 2 -1 -3
|
191 |
+
right_child=-2 3 -4 -5
|
192 |
+
leaf_value=4452852.6613474069 917756336.95255899 -371875358.38842839 -480088366.84212822 -287936417.08480686
|
193 |
+
leaf_weight=32 21 75 21 22
|
194 |
+
leaf_count=32 21 75 21 22
|
195 |
+
internal_value=-0.00239766 -0.006 -0.00245283 -0.00793815
|
196 |
+
internal_weight=171 150 53 97
|
197 |
+
internal_count=171 150 53 97
|
198 |
+
is_linear=0
|
199 |
+
shrinkage=0.1
|
200 |
+
|
201 |
+
|
202 |
+
Tree=10
|
203 |
+
num_leaves=6
|
204 |
+
num_cat=0
|
205 |
+
split_feature=0 4 0 3 12
|
206 |
+
split_gain=1.37626 0.203386 0.595238 0.242096 0.409756
|
207 |
+
threshold=38952747682.985008 398681789.11500007 25796135704.695004 22799979229.425007 0.11819795042709726
|
208 |
+
decision_type=2 2 2 2 2
|
209 |
+
left_child=1 3 -3 4 -1
|
210 |
+
right_child=-2 2 -4 -5 -6
|
211 |
+
leaf_value=-582603595.59151638 825980703.25730288 -624795044.96516895 33451214.811454095 -393895562.8247596 277329218.87129307
|
212 |
+
leaf_weight=21 21 21 21 67 20
|
213 |
+
leaf_count=21 21 21 21 67 20
|
214 |
+
internal_value=-0.000643277 -0.004 0.00190476 -0.0062963 -0.000243905
|
215 |
+
internal_weight=171 150 42 108 41
|
216 |
+
internal_count=171 150 42 108 41
|
217 |
+
is_linear=0
|
218 |
+
shrinkage=0.1
|
219 |
+
|
220 |
+
|
221 |
+
Tree=11
|
222 |
+
num_leaves=6
|
223 |
+
num_cat=0
|
224 |
+
split_feature=0 4 0 3 12
|
225 |
+
split_gain=1.52763 0.209679 0.640244 0.239301 0.409756
|
226 |
+
threshold=35923979431.935005 398681789.11500007 25796135704.695004 22799979229.425007 0.11819795042709726
|
227 |
+
decision_type=2 2 2 2 2
|
228 |
+
left_child=1 3 -3 4 -1
|
229 |
+
right_child=-2 2 -4 -5 -6
|
230 |
+
leaf_value=-524343236.03236485 726813121.14109421 -562315540.46865213 56875451.882295229 -402632265.46418387 249596296.98416388
|
231 |
+
leaf_weight=21 24 21 20 65 20
|
232 |
+
leaf_count=21 24 21 20 65 20
|
233 |
+
internal_value=-5.84819e-05 -0.00387755 0.00219512 -0.00622642 -0.000243905
|
234 |
+
internal_weight=171 147 41 106 41
|
235 |
+
internal_count=171 147 41 106 41
|
236 |
+
is_linear=0
|
237 |
+
shrinkage=0.1
|
238 |
+
|
239 |
+
|
240 |
+
Tree=12
|
241 |
+
num_leaves=5
|
242 |
+
num_cat=0
|
243 |
+
split_feature=0 0 12 10
|
244 |
+
split_gain=0.938496 0.256791 0.576376 0.152334
|
245 |
+
threshold=38952747682.985008 25999941834.230003 -0.11183134443914587 298006221.27766675
|
246 |
+
decision_type=2 2 2 2
|
247 |
+
left_child=1 3 -3 -1
|
248 |
+
right_child=-2 2 -4 -5
|
249 |
+
leaf_value=-135975900.99914625 670701320.81746376 51187906.694065861 -246252983.49653766 -433789873.14194775
|
250 |
+
leaf_weight=37 21 20 31 62
|
251 |
+
leaf_count=37 21 20 31 62
|
252 |
+
internal_value=-0.00122807 -0.004 0.0017647 -0.0069697
|
253 |
+
internal_weight=171 150 51 99
|
254 |
+
internal_count=171 150 51 99
|
255 |
+
is_linear=0
|
256 |
+
shrinkage=0.1
|
257 |
+
|
258 |
+
|
259 |
+
Tree=13
|
260 |
+
num_leaves=6
|
261 |
+
num_cat=0
|
262 |
+
split_feature=0 5 14 6 0
|
263 |
+
split_gain=0.830894 0.315734 1.26649 0.242846 0.0368421
|
264 |
+
threshold=38952747682.985008 23013808512.165005 4136820658.4888349 581328110.5150001 21291399879.470005
|
265 |
+
decision_type=2 2 2 2 2
|
266 |
+
left_child=1 2 -1 4 -3
|
267 |
+
right_child=-2 3 -4 -5 -6
|
268 |
+
leaf_value=-484435623.7427997 603631188.73571706 -451964868.0135628 29412475.845380276 -16397969.84035678 -420489315.09769922
|
269 |
+
leaf_weight=29 21 20 22 23 56
|
270 |
+
leaf_count=29 21 20 22 23 56
|
271 |
+
internal_value=-5.84819e-05 -0.00266667 0.00372549 -0.0059596 -0.00868421
|
272 |
+
internal_weight=171 150 51 99 76
|
273 |
+
internal_count=171 150 51 99 76
|
274 |
+
is_linear=0
|
275 |
+
shrinkage=0.1
|
276 |
+
|
277 |
+
|
278 |
+
Tree=14
|
279 |
+
num_leaves=7
|
280 |
+
num_cat=0
|
281 |
+
split_feature=3 13 3 14 1 4
|
282 |
+
split_gain=1.02447 0.669643 0.217499 0.3 0.4 0.034127
|
283 |
+
threshold=28301654376.735004 0.31988881847611172 23136168699.130005 3680771442.9225683 182718753.61500004 311674602.67000002
|
284 |
+
decision_type=2 2 2 2 2 2
|
285 |
+
left_child=2 -2 3 -1 -5 -4
|
286 |
+
right_child=1 -3 5 4 -6 -7
|
287 |
+
leaf_value=-426682899.37088662 -179578752.34094995 510129046.28118825 -350030573.54147553 59553815.114346795 -414257192.24119341 -337670434.99885261
|
288 |
+
leaf_weight=20 21 27 43 20 20 20
|
289 |
+
leaf_count=20 21 27 43 20 20 20
|
290 |
+
internal_value=0.000526313 0.0129167 -0.00430895 -2.38419e-09 0.005 -0.0084127
|
291 |
+
internal_weight=171 48 123 60 40 63
|
292 |
+
internal_count=171 48 123 60 40 63
|
293 |
+
is_linear=0
|
294 |
+
shrinkage=0.1
|
295 |
+
|
296 |
+
|
297 |
+
Tree=15
|
298 |
+
num_leaves=6
|
299 |
+
num_cat=0
|
300 |
+
split_feature=0 11 0 0 12
|
301 |
+
split_gain=0.628839 0.125057 0.175549 0.273438 0.261194
|
302 |
+
threshold=38952747682.985008 -0.16163431801139952 28196653220.800007 25796135704.695004 0.11819795042709726
|
303 |
+
decision_type=2 2 2 2 2
|
304 |
+
left_child=1 -1 3 4 -3
|
305 |
+
right_child=-2 2 -4 -5 -6
|
306 |
+
leaf_value=-306283793.27840406 492255165.23402637 -427377728.64908707 -41610419.848630525 21284506.324149646 18514839.245295342
|
307 |
+
leaf_weight=34 21 35 28 21 32
|
308 |
+
leaf_count=34 21 35 28 21 32
|
309 |
+
internal_value=-0.00239766 -0.00466667 -0.00310345 -0.000909093 -0.00402985
|
310 |
+
internal_weight=171 150 116 88 67
|
311 |
+
internal_count=171 150 116 88 67
|
312 |
+
is_linear=0
|
313 |
+
shrinkage=0.1
|
314 |
+
|
315 |
+
|
316 |
+
Tree=16
|
317 |
+
num_leaves=5
|
318 |
+
num_cat=0
|
319 |
+
split_feature=5 14 6 1
|
320 |
+
split_gain=0.749738 1.85185 0.267094 0.300481
|
321 |
+
threshold=22799979229.425007 4136820658.4888349 278548868.84500009 128028106.83000001
|
322 |
+
decision_type=2 2 2 2
|
323 |
+
left_child=1 -1 -2 -4
|
324 |
+
right_child=2 -3 3 -5
|
325 |
+
leaf_value=-390190548.20395911 -326814434.26123381 564249943.27197242 -712610199.17720318 291472673.19943202
|
326 |
+
leaf_weight=27 65 27 20 32
|
327 |
+
leaf_count=27 65 27 20 32
|
328 |
+
internal_value=-0.00122807 0.00851852 -0.0057265 -0.000384618
|
329 |
+
internal_weight=171 54 117 52
|
330 |
+
internal_count=171 54 117 52
|
331 |
+
is_linear=0
|
332 |
+
shrinkage=0.1
|
333 |
+
|
334 |
+
|
335 |
+
Tree=17
|
336 |
+
num_leaves=6
|
337 |
+
num_cat=0
|
338 |
+
split_feature=0 12 2 2 0
|
339 |
+
split_gain=0.675038 0.173333 0.240833 0.360128 0.0291667
|
340 |
+
threshold=38952747682.985008 -0.37349144752701141 75.508260798885928 177.56247147047324 23013808512.165005
|
341 |
+
decision_type=2 2 2 2 2
|
342 |
+
left_child=1 -1 4 -4 -3
|
343 |
+
right_child=-2 2 3 -5 -6
|
344 |
+
leaf_value=-322071972.11249197 386604667.39046049 -206201523.74290514 254964777.60518199 -137187196.19279647 -201792037.45763299
|
345 |
+
leaf_weight=52 21 20 24 26 28
|
346 |
+
leaf_count=52 21 20 24 26 28
|
347 |
+
internal_value=-0.00298246 -0.00533334 -0.00285715 0.002 -0.00791667
|
348 |
+
internal_weight=171 150 98 50 48
|
349 |
+
internal_count=171 150 98 50 48
|
350 |
+
is_linear=0
|
351 |
+
shrinkage=0.1
|
352 |
+
|
353 |
+
|
354 |
+
Tree=18
|
355 |
+
num_leaves=6
|
356 |
+
num_cat=0
|
357 |
+
split_feature=0 9 6 14 0
|
358 |
+
split_gain=0.845029 0.222222 0.11917 0.153846 0.1
|
359 |
+
threshold=35923979431.935005 29911400743.829338 233970453.42500004 4174273977.2607346 25574492347.930004
|
360 |
+
decision_type=2 2 2 2 2
|
361 |
+
left_child=1 2 -1 4 -4
|
362 |
+
right_child=-2 -3 3 -5 -6
|
363 |
+
leaf_value=-177165167.72576988 339558008.91416758 2210179.5727806338 -293177257.3147133 -307779898.32050139 50991659.05347269
|
364 |
+
leaf_weight=61 24 21 20 25 20
|
365 |
+
leaf_count=61 24 21 20 25 20
|
366 |
+
internal_value=-0.00239766 -0.0052381 -0.0068254 -0.00384616 -2.38419e-09
|
367 |
+
internal_weight=171 147 126 65 40
|
368 |
+
internal_count=171 147 126 65 40
|
369 |
+
is_linear=0
|
370 |
+
shrinkage=0.1
|
371 |
+
|
372 |
+
|
373 |
+
Tree=19
|
374 |
+
num_leaves=5
|
375 |
+
num_cat=0
|
376 |
+
split_feature=5 14 6 9
|
377 |
+
split_gain=0.657895 1.81704 0.280702 0.232689
|
378 |
+
threshold=23013808512.165005 4136820658.4888349 278548868.84500009 25672795093.076336
|
379 |
+
decision_type=2 2 2 2
|
380 |
+
left_child=1 -1 -2 -4
|
381 |
+
right_child=2 -3 3 -5
|
382 |
+
leaf_value=-301168357.21442407 -256390710.71211135 418973161.4519853 210105270.47523171 -303738807.98871464
|
383 |
+
leaf_weight=29 64 28 23 27
|
384 |
+
leaf_count=29 64 28 23 27
|
385 |
+
internal_value=-0.00122807 0.00754386 -0.00561404 -2.38419e-09
|
386 |
+
internal_weight=171 57 114 50
|
387 |
+
internal_count=171 57 114 50
|
388 |
+
is_linear=0
|
389 |
+
shrinkage=0.1
|
390 |
+
|
391 |
+
|
392 |
+
Tree=20
|
393 |
+
num_leaves=5
|
394 |
+
num_cat=0
|
395 |
+
split_feature=14 1 11 3
|
396 |
+
split_gain=0.598199 0.0921868 0.130802 0.132275
|
397 |
+
threshold=9875929128.8945084 140266688.35000002 0.093005597562485401 25639128676.595005
|
398 |
+
decision_type=2 2 2 2
|
399 |
+
left_child=1 -1 3 -3
|
400 |
+
right_child=-2 2 -4 -5
|
401 |
+
leaf_value=-88765385.443429112 294249686.1048227 239519234.89276558 -281807970.58634508 -70871701.617595479
|
402 |
+
leaf_weight=66 26 21 31 27
|
403 |
+
leaf_count=66 26 21 31 27
|
404 |
+
internal_value=-0.00473684 -0.00724138 -0.00493671 -0.00166667
|
405 |
+
internal_weight=171 145 79 48
|
406 |
+
internal_count=171 145 79 48
|
407 |
+
is_linear=0
|
408 |
+
shrinkage=0.1
|
409 |
+
|
410 |
+
|
411 |
+
Tree=21
|
412 |
+
num_leaves=5
|
413 |
+
num_cat=0
|
414 |
+
split_feature=0 1 2 0
|
415 |
+
split_gain=0.962466 0.127551 0.221612 0.0307692
|
416 |
+
threshold=35923979431.935005 140266688.35000002 75.508260798885928 22799979229.425007
|
417 |
+
decision_type=2 2 2 2
|
418 |
+
left_child=1 -1 3 -3
|
419 |
+
right_child=-2 2 -4 -5
|
420 |
+
leaf_value=-140267606.24426472 273688165.83781582 -131108623.14945257 52063264.531027563 -201227004.22179103
|
421 |
+
leaf_weight=63 24 20 32 32
|
422 |
+
leaf_count=63 24 20 32 32
|
423 |
+
internal_value=-0.00356725 -0.00659864 -0.00404762 -0.00807693
|
424 |
+
internal_weight=171 147 84 52
|
425 |
+
internal_count=171 147 84 52
|
426 |
+
is_linear=0
|
427 |
+
shrinkage=0.1
|
428 |
+
|
429 |
+
|
430 |
+
Tree=22
|
431 |
+
num_leaves=5
|
432 |
+
num_cat=0
|
433 |
+
split_feature=14 4 6 10
|
434 |
+
split_gain=0.502212 0.150076 0.0939465 0.0391304
|
435 |
+
threshold=9875929128.8945084 56756558.690000005 581328110.5150001 258595431.12883338
|
436 |
+
decision_type=2 2 2 2
|
437 |
+
left_child=1 -1 3 -3
|
438 |
+
right_child=-2 2 -4 -5
|
439 |
+
leaf_value=-14700957.310432283 237455900.91055924 -238356445.87121731 -198108327.41627952 -210092796.60455251
|
440 |
+
leaf_weight=28 26 20 25 72
|
441 |
+
leaf_count=28 26 20 25 72
|
442 |
+
internal_value=-0.00356725 -0.00586207 -0.0074359 -0.00891305
|
443 |
+
internal_weight=171 145 117 92
|
444 |
+
internal_count=171 145 117 92
|
445 |
+
is_linear=0
|
446 |
+
shrinkage=0.1
|
447 |
+
|
448 |
+
|
449 |
+
Tree=23
|
450 |
+
num_leaves=5
|
451 |
+
num_cat=0
|
452 |
+
split_feature=5 14 6 9
|
453 |
+
split_gain=0.657895 1.81704 0.280702 0.232689
|
454 |
+
threshold=23013808512.165005 4136820658.4888349 278548868.84500009 25672795093.076336
|
455 |
+
decision_type=2 2 2 2
|
456 |
+
left_child=1 -1 -2 -4
|
457 |
+
right_child=2 -3 3 -5
|
458 |
+
leaf_value=-253744792.8681708 -223238527.30766779 319101452.5811817 186491506.33433932 -213688034.65045893
|
459 |
+
leaf_weight=29 64 28 23 27
|
460 |
+
leaf_count=29 64 28 23 27
|
461 |
+
internal_value=-0.00122807 0.00754386 -0.00561404 -2.38419e-09
|
462 |
+
internal_weight=171 57 114 50
|
463 |
+
internal_count=171 57 114 50
|
464 |
+
is_linear=0
|
465 |
+
shrinkage=0.1
|
466 |
+
|
467 |
+
|
468 |
+
Tree=24
|
469 |
+
num_leaves=5
|
470 |
+
num_cat=0
|
471 |
+
split_feature=3 1 11 2
|
472 |
+
split_gain=0.772348 0.124031 0.199498 0.24117
|
473 |
+
threshold=38952747682.985008 140266688.35000002 0.093005597562485401 75.508260798885928
|
474 |
+
decision_type=2 2 2 2
|
475 |
+
left_child=1 -1 3 -3
|
476 |
+
right_child=-2 2 -4 -5
|
477 |
+
leaf_value=-104355785.67473274 257237709.73785445 -21092853.513441399 -199759664.06484988 171755772.96269774
|
478 |
+
leaf_weight=64 21 28 35 23
|
479 |
+
leaf_count=64 21 28 35 23
|
480 |
+
internal_value=-0.00415205 -0.00666667 -0.00418605 -0.000196081
|
481 |
+
internal_weight=171 150 86 51
|
482 |
+
internal_count=171 150 86 51
|
483 |
+
is_linear=0
|
484 |
+
shrinkage=0.1
|
485 |
+
|
486 |
+
|
487 |
+
Tree=25
|
488 |
+
num_leaves=4
|
489 |
+
num_cat=0
|
490 |
+
split_feature=14 6 7
|
491 |
+
split_gain=0.491879 0.167495 0.0750503
|
492 |
+
threshold=10869414478.038816 581328110.5150001 23316350887.864292
|
493 |
+
decision_type=2 2 2
|
494 |
+
left_child=1 2 -1
|
495 |
+
right_child=-2 -3 -4
|
496 |
+
leaf_value=-51793326.29552602 341594390.89278245 -142929689.71591294 -35592142.51262033
|
497 |
+
leaf_weight=37 20 30 84
|
498 |
+
leaf_count=37 20 30 84
|
499 |
+
internal_value=-0.00473684 -0.00668874 -0.00834711
|
500 |
+
internal_weight=171 151 121
|
501 |
+
internal_count=171 151 121
|
502 |
+
is_linear=0
|
503 |
+
shrinkage=0.1
|
504 |
+
|
505 |
+
|
506 |
+
Tree=26
|
507 |
+
num_leaves=4
|
508 |
+
num_cat=0
|
509 |
+
split_feature=14 6 7
|
510 |
+
split_gain=0.491879 0.167495 0.0750503
|
511 |
+
threshold=10869414478.038816 581328110.5150001 23316350887.864292
|
512 |
+
decision_type=2 2 2
|
513 |
+
left_child=1 2 -1
|
514 |
+
right_child=-2 -3 -4
|
515 |
+
leaf_value=-46613993.665973559 307434951.80350399 -128636720.74432176 -32032928.261358429
|
516 |
+
leaf_weight=37 20 30 84
|
517 |
+
leaf_count=37 20 30 84
|
518 |
+
internal_value=-0.00473684 -0.00668874 -0.00834711
|
519 |
+
internal_weight=171 151 121
|
520 |
+
internal_count=171 151 121
|
521 |
+
is_linear=0
|
522 |
+
shrinkage=0.1
|
523 |
+
|
524 |
+
|
525 |
+
Tree=27
|
526 |
+
num_leaves=5
|
527 |
+
num_cat=0
|
528 |
+
split_feature=0 2 2 11
|
529 |
+
split_gain=0.675038 0.217778 0.211565 0.234375
|
530 |
+
threshold=38952747682.985008 177.56247147047324 96.873664268535606 -0.019119580455521864
|
531 |
+
decision_type=2 2 2 2
|
532 |
+
left_child=1 2 3 -1
|
533 |
+
right_child=-2 -3 -4 -5
|
534 |
+
leaf_value=-2251745.2717191582 166611004.49444017 -55124482.335252553 16493891.752362752 -178735803.31437764
|
535 |
+
leaf_weight=24 21 60 26 40
|
536 |
+
leaf_count=24 21 60 26 40
|
537 |
+
internal_value=-0.00298246 -0.00533334 -0.00222222 -0.0053125
|
538 |
+
internal_weight=171 150 90 64
|
539 |
+
internal_count=171 150 90 64
|
540 |
+
is_linear=0
|
541 |
+
shrinkage=0.1
|
542 |
+
|
543 |
+
|
544 |
+
Tree=28
|
545 |
+
num_leaves=5
|
546 |
+
num_cat=0
|
547 |
+
split_feature=14 4 0 0
|
548 |
+
split_gain=0.457364 0.201241 0.116073 0.269975
|
549 |
+
threshold=9875929128.8945084 43535375.080000006 24435095018.915005 28196653220.800007
|
550 |
+
decision_type=2 2 2 2
|
551 |
+
left_child=1 -1 -3 -4
|
552 |
+
right_child=-2 2 3 -5
|
553 |
+
leaf_value=-482075.68830096826 101151802.47338064 -238152317.67739698 5470424.0583451353 -107968891.70914307
|
554 |
+
leaf_weight=22 26 58 31 34
|
555 |
+
leaf_count=22 26 58 31 34
|
556 |
+
internal_value=-0.00298246 -0.00517242 -0.00674797 -0.00384616
|
557 |
+
internal_weight=171 145 123 65
|
558 |
+
internal_count=171 145 123 65
|
559 |
+
is_linear=0
|
560 |
+
shrinkage=0.1
|
561 |
+
|
562 |
+
|
563 |
+
Tree=29
|
564 |
+
num_leaves=6
|
565 |
+
num_cat=0
|
566 |
+
split_feature=3 5 3 11 0
|
567 |
+
split_gain=0.479817 0.609524 0.508438 0.0477408 0.10352
|
568 |
+
threshold=28301654376.735004 25574492347.930004 19681551001.950001 0.051292343810913084 27179375216.240002
|
569 |
+
decision_type=2 2 2 2 2
|
570 |
+
left_child=2 -2 -1 -4 -5
|
571 |
+
right_child=1 -3 3 4 -6
|
572 |
+
leaf_value=21698293.769040287 162078569.82872087 -179677022.98787433 -198360337.76044822 -114722629.39770141 -134518725.22335836
|
573 |
+
leaf_weight=21 20 28 56 21 25
|
574 |
+
leaf_count=21 20 28 56 21 25
|
575 |
+
internal_value=-0.00181287 0.00666666 -0.00512195 -0.00803922 -0.00565218
|
576 |
+
internal_weight=171 48 123 102 46
|
577 |
+
internal_count=171 48 123 102 46
|
578 |
+
is_linear=0
|
579 |
+
shrinkage=0.1
|
580 |
+
|
581 |
+
|
582 |
+
Tree=30
|
583 |
+
num_leaves=5
|
584 |
+
num_cat=0
|
585 |
+
split_feature=3 13 10 4
|
586 |
+
split_gain=0.584277 0.209282 0.565342 0.186513
|
587 |
+
threshold=38952747682.985008 -0.52057800797157838 298006221.27766675 398681789.11500007
|
588 |
+
decision_type=2 2 2 2
|
589 |
+
left_child=1 2 -1 -3
|
590 |
+
right_child=-2 3 -4 -5
|
591 |
+
leaf_value=19528470.174608555 157802409.80026934 -143766843.36036777 -217768000.96208331 -2730884.2303544646
|
592 |
+
leaf_weight=21 21 63 34 32
|
593 |
+
leaf_count=21 21 63 34 32
|
594 |
+
internal_value=-0.00181287 -0.004 0.000909089 -0.00684211
|
595 |
+
internal_weight=171 150 55 95
|
596 |
+
internal_count=171 150 55 95
|
597 |
+
is_linear=0
|
598 |
+
shrinkage=0.1
|
599 |
+
|
600 |
+
|
601 |
+
Tree=31
|
602 |
+
num_leaves=5
|
603 |
+
num_cat=0
|
604 |
+
split_feature=14 7 14 6
|
605 |
+
split_gain=0.37396 0.234436 0.485354 0.149367
|
606 |
+
threshold=9875929128.8945084 24736938200.554287 3680771442.9225683 484591762.60000008
|
607 |
+
decision_type=2 2 2 2
|
608 |
+
left_child=1 2 -1 -3
|
609 |
+
right_child=-2 3 -4 -5
|
610 |
+
leaf_value=-125062536.85218786 76136283.533752665 -122789387.46908718 20689925.772757102 -74652895.335531712
|
611 |
+
leaf_weight=36 26 59 30 20
|
612 |
+
leaf_count=36 26 59 30 20
|
613 |
+
internal_value=-0.00181287 -0.00379311 0.000606058 -0.00746836
|
614 |
+
internal_weight=171 145 66 79
|
615 |
+
internal_count=171 145 66 79
|
616 |
+
is_linear=0
|
617 |
+
shrinkage=0.1
|
618 |
+
|
619 |
+
|
620 |
+
Tree=32
|
621 |
+
num_leaves=5
|
622 |
+
num_cat=0
|
623 |
+
split_feature=5 4 7 11
|
624 |
+
split_gain=0.729841 0.446388 0.330873 0.0629183
|
625 |
+
threshold=19681551001.950001 56756558.690000005 27277123971.412148 0.051292343810913084
|
626 |
+
decision_type=2 2 2 2
|
627 |
+
left_child=-1 -2 3 -3
|
628 |
+
right_child=1 2 -4 -5
|
629 |
+
leaf_value=9006998.0359440502 3063675.3845293419 -243717385.95846587 1023664.5369914174 -75425350.38888596
|
630 |
+
leaf_weight=21 31 47 36 36
|
631 |
+
leaf_count=21 31 47 36 36
|
632 |
+
internal_value=0.00111111 -0.00133334 -0.00411765 -0.00759036
|
633 |
+
internal_weight=171 150 119 83
|
634 |
+
internal_count=171 150 119 83
|
635 |
+
is_linear=0
|
636 |
+
shrinkage=0.1
|
637 |
+
|
638 |
+
|
639 |
+
Tree=33
|
640 |
+
num_leaves=5
|
641 |
+
num_cat=0
|
642 |
+
split_feature=5 14 4 8
|
643 |
+
split_gain=0.748538 1.8296 0.725847 0.133995
|
644 |
+
threshold=23013808512.165005 4136820658.4888349 43535375.080000006 400405414.87500006
|
645 |
+
decision_type=2 2 2 2
|
646 |
+
left_child=1 -1 -2 -4
|
647 |
+
right_child=2 -3 3 -5
|
648 |
+
leaf_value=-163805106.77126047 16179569.809045032 190682070.82923809 -305192441.69818854 -84615566.882167995
|
649 |
+
leaf_weight=29 21 28 54 39
|
650 |
+
leaf_count=29 21 28 54 39
|
651 |
+
internal_value=0.0016959 0.0110526 -0.00298246 -0.0067742
|
652 |
+
internal_weight=171 57 114 93
|
653 |
+
internal_count=171 57 114 93
|
654 |
+
is_linear=0
|
655 |
+
shrinkage=0.1
|
656 |
+
|
657 |
+
|
658 |
+
Tree=34
|
659 |
+
num_leaves=5
|
660 |
+
num_cat=0
|
661 |
+
split_feature=4 9 6 5
|
662 |
+
split_gain=0.382066 0.2849 0.207692 0.0388889
|
663 |
+
threshold=43535375.080000006 29016266791.39917 581328110.5150001 20121353807.355007
|
664 |
+
decision_type=2 2 2 2
|
665 |
+
left_child=-1 2 3 -2
|
666 |
+
right_child=1 -3 -4 -5
|
667 |
+
leaf_value=6508250.1100523788 -14181856.963901464 59495609.130244076 57128543.114402652 -119867908.46584702
|
668 |
+
leaf_weight=27 20 27 27 70
|
669 |
+
leaf_count=27 20 27 27 70
|
670 |
+
internal_value=-0.00239766 -0.00444445 -0.0065812 -0.00888889
|
671 |
+
internal_weight=171 144 117 90
|
672 |
+
internal_count=171 144 117 90
|
673 |
+
is_linear=0
|
674 |
+
shrinkage=0.1
|
675 |
+
|
676 |
+
|
677 |
+
Tree=35
|
678 |
+
num_leaves=4
|
679 |
+
num_cat=0
|
680 |
+
split_feature=6 12 9
|
681 |
+
split_gain=0.310843 0.414529 0.0979351
|
682 |
+
threshold=581328110.5150001 4.3336867312409302 29911400743.829338
|
683 |
+
decision_type=2 2 2
|
684 |
+
left_child=1 2 -1
|
685 |
+
right_child=-2 -3 -4
|
686 |
+
leaf_value=-72733150.823562235 207862295.76547694 8541879.3384097312 -1774128.5962215774
|
687 |
+
leaf_weight=83 33 25 30
|
688 |
+
leaf_count=83 33 25 30
|
689 |
+
internal_value=-0.00356725 -0.00565218 -0.00823009
|
690 |
+
internal_weight=171 138 113
|
691 |
+
internal_count=171 138 113
|
692 |
+
is_linear=0
|
693 |
+
shrinkage=0.1
|
694 |
+
|
695 |
+
|
696 |
+
Tree=36
|
697 |
+
num_leaves=6
|
698 |
+
num_cat=0
|
699 |
+
split_feature=3 5 3 9 14
|
700 |
+
split_gain=0.292398 0.370436 0.209556 0.107591 0.0361111
|
701 |
+
threshold=27460334882.830006 23224254341.910004 19681551001.950001 28031518085.744503 2862709172.586905
|
702 |
+
decision_type=2 2 2 2 2
|
703 |
+
left_child=2 -2 -1 4 -4
|
704 |
+
right_child=1 -3 3 -5 -6
|
705 |
+
leaf_value=4158048.6146935509 138082457.9242487 -4340942.1303224331 -97386878.618100062 -3057763.1836066269 -246754419.6888231
|
706 |
+
leaf_weight=21 20 37 20 21 52
|
707 |
+
leaf_count=21 20 37 20 21 52
|
708 |
+
internal_value=-0.00181287 0.00403509 -0.00473684 -0.0067742 -0.00861111
|
709 |
+
internal_weight=171 57 114 93 72
|
710 |
+
internal_count=171 57 114 93 72
|
711 |
+
is_linear=0
|
712 |
+
shrinkage=0.1
|
713 |
+
|
714 |
+
|
715 |
+
Tree=37
|
716 |
+
num_leaves=5
|
717 |
+
num_cat=0
|
718 |
+
split_feature=4 5 0 4
|
719 |
+
split_gain=0.342227 0.369691 0.275851 0.352564
|
720 |
+
threshold=43535375.080000006 19985961836.585003 25999941834.230003 218602606.26000002
|
721 |
+
decision_type=2 2 2 2
|
722 |
+
left_child=-1 -2 -3 -4
|
723 |
+
right_child=1 2 3 -5
|
724 |
+
leaf_value=5697515.0489791706 18310667.339620132 -167969878.79978663 -201841243.43848929 147462881.60022482
|
725 |
+
leaf_weight=27 22 70 22 30
|
726 |
+
leaf_count=27 22 70 22 30
|
727 |
+
internal_value=-0.00181287 -0.00375 -0.00590164 -0.000384618
|
728 |
+
internal_weight=171 144 122 52
|
729 |
+
internal_count=171 144 122 52
|
730 |
+
is_linear=0
|
731 |
+
shrinkage=0.1
|
732 |
+
|
733 |
+
|
734 |
+
Tree=38
|
735 |
+
num_leaves=6
|
736 |
+
num_cat=0
|
737 |
+
split_feature=3 7 4 14 1
|
738 |
+
split_gain=0.282373 0.350649 0.688544 0.152381 0.106977
|
739 |
+
threshold=38952747682.985008 24736938200.554287 99247801.765000015 3464555780.1030774 149408834.36500004
|
740 |
+
decision_type=2 2 2 2 2
|
741 |
+
left_child=1 2 -1 -3 -4
|
742 |
+
right_child=-2 3 4 -5 -6
|
743 |
+
leaf_value=20400838.979246035 122683393.04314457 21850268.073402859 -8444649.2190255914 -165135146.59508717 -114273439.64620827
|
744 |
+
leaf_weight=23 21 20 20 64 23
|
745 |
+
leaf_count=23 21 20 20 64 23
|
746 |
+
internal_value=-0.00181287 -0.00333334 0.00212121 -0.00761905 -0.00534884
|
747 |
+
internal_weight=171 150 66 84 43
|
748 |
+
internal_count=171 150 66 84 43
|
749 |
+
is_linear=0
|
750 |
+
shrinkage=0.1
|
751 |
+
|
752 |
+
|
753 |
+
Tree=39
|
754 |
+
num_leaves=5
|
755 |
+
num_cat=0
|
756 |
+
split_feature=5 14 6 14
|
757 |
+
split_gain=0.292398 0.785301 0.404211 0.403994
|
758 |
+
threshold=23013808512.165005 4828906807.3272028 278548868.84500009 4228366799.9448357
|
759 |
+
decision_type=2 2 2 2
|
760 |
+
left_child=1 -1 -2 -4
|
761 |
+
right_child=2 -3 3 -5
|
762 |
+
leaf_value=-10474187.476127822 -51487126.976676263 609533579.49230468 180716887.44985887 -216692302.77426159
|
763 |
+
leaf_weight=37 64 20 23 27
|
764 |
+
leaf_count=37 64 20 23 27
|
765 |
+
internal_value=-0.00181287 0.00403509 -0.00473684 0.002
|
766 |
+
internal_weight=171 57 114 50
|
767 |
+
internal_count=171 57 114 50
|
768 |
+
is_linear=0
|
769 |
+
shrinkage=0.1
|
770 |
+
|
771 |
+
|
772 |
+
Tree=40
|
773 |
+
num_leaves=5
|
774 |
+
num_cat=0
|
775 |
+
split_feature=6 12 11 5
|
776 |
+
split_gain=0.310843 0.276444 0.362687 0.4
|
777 |
+
threshold=581328110.5150001 0.19810759203456088 0.093005597562485401 26232830288.085003
|
778 |
+
decision_type=2 2 2 2
|
779 |
+
left_child=1 -1 3 -3
|
780 |
+
right_child=-2 2 -4 -5
|
781 |
+
leaf_value=-45518905.130051732 162645150.88580108 35628137.760928296 -124047077.07982889 -7297403.646427203
|
782 |
+
leaf_weight=71 33 20 27 20
|
783 |
+
leaf_count=71 33 20 27 20
|
784 |
+
internal_value=-0.00356725 -0.00565218 -0.00104478 0.005
|
785 |
+
internal_weight=171 138 67 40
|
786 |
+
internal_count=171 138 67 40
|
787 |
+
is_linear=0
|
788 |
+
shrinkage=0.1
|
789 |
+
|
790 |
+
|
791 |
+
Tree=41
|
792 |
+
num_leaves=5
|
793 |
+
num_cat=0
|
794 |
+
split_feature=6 3 9 5
|
795 |
+
split_gain=0.278728 0.476565 0.172619 0.156989
|
796 |
+
threshold=233970453.42500004 28301654376.735004 25322646087.534748 20654029469.520004
|
797 |
+
decision_type=2 2 2 2
|
798 |
+
left_child=3 2 -2 -1
|
799 |
+
right_child=1 -3 -4 -5
|
800 |
+
leaf_value=-33977265.163685374 -8009756.3014307767 745142369.75090778 -136625076.52526978 -22174087.83602808
|
801 |
+
leaf_weight=20 27 22 29 73
|
802 |
+
leaf_count=20 27 22 29 73
|
803 |
+
internal_value=-0.00415205 0.000256408 -0.00464286 -0.00784946
|
804 |
+
internal_weight=171 78 56 93
|
805 |
+
internal_count=171 78 56 93
|
806 |
+
is_linear=0
|
807 |
+
shrinkage=0.1
|
808 |
+
|
809 |
+
|
810 |
+
Tree=42
|
811 |
+
num_leaves=6
|
812 |
+
num_cat=0
|
813 |
+
split_feature=1 11 2 8 2
|
814 |
+
split_gain=0.272196 0.757961 0.118367 0.112388 0.0371795
|
815 |
+
threshold=245064962.90000004 -0.019119580455521864 64.441038081907763 463425868.28500003 177.56247147047324
|
816 |
+
decision_type=2 2 2 2 2
|
817 |
+
left_child=3 -2 -3 4 -1
|
818 |
+
right_child=1 2 -4 -5 -6
|
819 |
+
leaf_value=-41787026.562272824 48290599.045378633 -95858164.395469978 11740690.770290876 -13272425.226253068 -69445368.872865126
|
820 |
+
leaf_weight=20 23 29 20 21 58
|
821 |
+
leaf_count=20 23 29 20 21 58
|
822 |
+
internal_value=-0.00356725 0.00111111 -0.00591837 -0.0069697 -0.00871795
|
823 |
+
internal_weight=171 72 49 99 78
|
824 |
+
internal_count=171 72 49 99 78
|
825 |
+
is_linear=0
|
826 |
+
shrinkage=0.1
|
827 |
+
|
828 |
+
|
829 |
+
Tree=43
|
830 |
+
num_leaves=6
|
831 |
+
num_cat=0
|
832 |
+
split_feature=3 14 4 0 5
|
833 |
+
split_gain=0.282373 0.301659 0.279784 0.528814 0.0346154
|
834 |
+
threshold=38952747682.985008 4370102229.0513096 99247801.765000015 25999941834.230003 23013808512.165005
|
835 |
+
decision_type=2 2 2 2 2
|
836 |
+
left_child=1 2 -1 -4 -3
|
837 |
+
right_child=-2 4 3 -5 -6
|
838 |
+
leaf_value=3319309.7219785494 53470761.826262325 -33390881.814551432 -213583327.69530866 22753552.248826221 -255762896.47556406
|
839 |
+
leaf_weight=26 21 20 39 20 45
|
840 |
+
leaf_count=26 21 20 39 20 45
|
841 |
+
internal_value=-0.00181287 -0.00333334 0.000588233 -0.00322034 -0.00846154
|
842 |
+
internal_weight=171 150 85 59 65
|
843 |
+
internal_count=171 150 85 59 65
|
844 |
+
is_linear=0
|
845 |
+
shrinkage=0.1
|
846 |
+
|
847 |
+
|
848 |
+
Tree=44
|
849 |
+
num_leaves=5
|
850 |
+
num_cat=0
|
851 |
+
split_feature=8 8 7 14
|
852 |
+
split_gain=0.274091 0.462494 0.418803 0.179211
|
853 |
+
threshold=677306652.18285728 440909322.99285716 23515934788.385715 4408363293.3708181
|
854 |
+
decision_type=2 2 2 2
|
855 |
+
left_child=1 2 -1 -4
|
856 |
+
right_child=-2 -3 3 -5
|
857 |
+
leaf_value=4079612.9208684228 -83550224.19261688 731560246.57208252 -4044033.6191549599 -190121679.45823565
|
858 |
+
leaf_weight=36 33 21 31 50
|
859 |
+
leaf_count=36 33 21 31 50
|
860 |
+
internal_value=-0.00181287 0.000144925 -0.00230769 -0.0062963
|
861 |
+
internal_weight=171 138 117 81
|
862 |
+
internal_count=171 138 117 81
|
863 |
+
is_linear=0
|
864 |
+
shrinkage=0.1
|
865 |
+
|
866 |
+
|
867 |
+
Tree=45
|
868 |
+
num_leaves=5
|
869 |
+
num_cat=0
|
870 |
+
split_feature=4 5 9 14
|
871 |
+
split_gain=0.282373 0.289757 0.507018 0.353226
|
872 |
+
threshold=35560393.120000012 23224254341.910004 25567815859.884274 3288154122.0435824
|
873 |
+
decision_type=2 2 2 2
|
874 |
+
left_child=-1 2 -2 -3
|
875 |
+
right_child=1 3 -4 -5
|
876 |
+
leaf_value=4658514.714895213 -99307390.882414564 27276919.566035107 201375510.51527381 -205265700.10973617
|
877 |
+
leaf_weight=21 30 20 27 73
|
878 |
+
leaf_count=21 30 20 27 73
|
879 |
+
internal_value=-0.00181287 -0.00333334 0.0022807 -0.0067742
|
880 |
+
internal_weight=171 150 57 93
|
881 |
+
internal_count=171 150 57 93
|
882 |
+
is_linear=0
|
883 |
+
shrinkage=0.1
|
884 |
+
|
885 |
+
|
886 |
+
Tree=46
|
887 |
+
num_leaves=5
|
888 |
+
num_cat=0
|
889 |
+
split_feature=4 6 10 0
|
890 |
+
split_gain=0.382066 0.264915 0.173697 0.0383721
|
891 |
+
threshold=43535375.080000006 581328110.5150001 249705487.43183336 31779834505.065006
|
892 |
+
decision_type=2 2 2 2
|
893 |
+
left_child=-1 2 -2 -4
|
894 |
+
right_child=1 -3 3 -5
|
895 |
+
leaf_value=8911257.2079602238 -33793739.472982816 323768569.0015558 -59685678.910179012 -16522354.14262215
|
896 |
+
leaf_weight=27 30 28 66 20
|
897 |
+
leaf_count=27 30 28 66 20
|
898 |
+
internal_value=-0.00239766 -0.00444445 -0.00655173 -0.00883721
|
899 |
+
internal_weight=171 144 116 86
|
900 |
+
internal_count=171 144 116 86
|
901 |
+
is_linear=0
|
902 |
+
shrinkage=0.1
|
903 |
+
|
904 |
+
|
905 |
+
Tree=47
|
906 |
+
num_leaves=5
|
907 |
+
num_cat=0
|
908 |
+
split_feature=4 6 10 0
|
909 |
+
split_gain=0.382066 0.264915 0.173697 0.0383721
|
910 |
+
threshold=43535375.080000006 581328110.5150001 249705487.43183336 31779834505.065006
|
911 |
+
decision_type=2 2 2 2
|
912 |
+
left_child=-1 2 -2 -4
|
913 |
+
right_child=1 -3 3 -5
|
914 |
+
leaf_value=8020131.4871640205 -30414365.525684386 291391712.10140014 -53717111.019161098 -14870118.728359759
|
915 |
+
leaf_weight=27 30 28 66 20
|
916 |
+
leaf_count=27 30 28 66 20
|
917 |
+
internal_value=-0.00239766 -0.00444445 -0.00655173 -0.00883721
|
918 |
+
internal_weight=171 144 116 86
|
919 |
+
internal_count=171 144 116 86
|
920 |
+
is_linear=0
|
921 |
+
shrinkage=0.1
|
922 |
+
|
923 |
+
|
924 |
+
Tree=48
|
925 |
+
num_leaves=5
|
926 |
+
num_cat=0
|
927 |
+
split_feature=4 6 10 0
|
928 |
+
split_gain=0.382066 0.264915 0.173697 0.0383721
|
929 |
+
threshold=43535375.080000006 581328110.5150001 249705487.43183336 31779834505.065006
|
930 |
+
decision_type=2 2 2 2
|
931 |
+
left_child=-1 2 -2 -4
|
932 |
+
right_child=1 -3 3 -5
|
933 |
+
leaf_value=7218118.3384475131 -27372928.973115608 262252540.89125991 -48345399.917244978 -13383106.855523458
|
934 |
+
leaf_weight=27 30 28 66 20
|
935 |
+
leaf_count=27 30 28 66 20
|
936 |
+
internal_value=-0.00239766 -0.00444445 -0.00655173 -0.00883721
|
937 |
+
internal_weight=171 144 116 86
|
938 |
+
internal_count=171 144 116 86
|
939 |
+
is_linear=0
|
940 |
+
shrinkage=0.1
|
941 |
+
|
942 |
+
|
943 |
+
Tree=49
|
944 |
+
num_leaves=6
|
945 |
+
num_cat=0
|
946 |
+
split_feature=11 4 3 2 5
|
947 |
+
split_gain=0.274174 0.270877 0.493934 0.422402 0.034127
|
948 |
+
threshold=-0.13891669701692624 43535375.080000006 24640700850.710003 142.78345742741141 21564539210.725002
|
949 |
+
decision_type=2 2 2 2 2
|
950 |
+
left_child=-1 -2 4 -4 -3
|
951 |
+
right_child=1 2 3 -5 -6
|
952 |
+
leaf_value=-29913394.098352421 13635746.209209286 -102535185.05680829 63818494.731431335 -67536890.449644849 -56993669.448611498
|
953 |
+
leaf_weight=42 20 20 25 21 43
|
954 |
+
leaf_count=42 20 20 25 21 43
|
955 |
+
internal_value=-0.00298246 -0.000697677 -0.00266055 0.00521739 -0.0084127
|
956 |
+
internal_weight=171 129 109 46 63
|
957 |
+
internal_count=171 129 109 46 63
|
958 |
+
is_linear=0
|
959 |
+
shrinkage=0.1
|
960 |
+
|
961 |
+
|
962 |
+
Tree=50
|
963 |
+
num_leaves=6
|
964 |
+
num_cat=0
|
965 |
+
split_feature=0 4 7 12 10
|
966 |
+
split_gain=0.436005 0.455808 0.30303 0.486111 0.232689
|
967 |
+
threshold=25999941834.230003 398681789.11500007 24264890069.79929 -0.40603097367344954 315753284.13333338
|
968 |
+
decision_type=2 2 2 2 2
|
969 |
+
left_child=2 4 3 -1 -2
|
970 |
+
right_child=1 -3 -4 -5 -6
|
971 |
+
leaf_value=-242552591.53656545 2453348.5072889798 79908733.066030964 -107607863.80968888 11943398.175246175 -181813530.00650743
|
972 |
+
leaf_weight=21 23 22 54 24 27
|
973 |
+
leaf_count=21 23 22 54 24 27
|
974 |
+
internal_value=-0.000643277 0.00527778 -0.0049495 0.00111111 -2.38419e-09
|
975 |
+
internal_weight=171 72 99 45 50
|
976 |
+
internal_count=171 72 99 45 50
|
977 |
+
is_linear=0
|
978 |
+
shrinkage=0.1
|
979 |
+
|
980 |
+
|
981 |
+
Tree=51
|
982 |
+
num_leaves=6
|
983 |
+
num_cat=0
|
984 |
+
split_feature=12 10 8 9 0
|
985 |
+
split_gain=0.421053 0.443021 0.81 0.295576 0.0324561
|
986 |
+
threshold=-0.40603097367344954 305664801.06666678 219859162.19214284 25672795093.076336 26752929850.385006
|
987 |
+
decision_type=2 2 2 2 2
|
988 |
+
left_child=4 2 -2 -3 -1
|
989 |
+
right_child=1 3 -4 -5 -6
|
990 |
+
leaf_value=-191224761.02944842 -11048844.217215957 3852818.1456424985 34623882.047072604 -99138104.354699805 -6513889.9183213981
|
991 |
+
leaf_weight=37 25 38 20 31 20
|
992 |
+
leaf_count=37 25 38 20 31 20
|
993 |
+
internal_value=-0.00122807 0.0022807 0.01 -0.00275363 -0.00824562
|
994 |
+
internal_weight=171 114 45 69 57
|
995 |
+
internal_count=171 114 45 69 57
|
996 |
+
is_linear=0
|
997 |
+
shrinkage=0.1
|
998 |
+
|
999 |
+
|
1000 |
+
Tree=52
|
1001 |
+
num_leaves=6
|
1002 |
+
num_cat=0
|
1003 |
+
split_feature=9 9 10 9 11
|
1004 |
+
split_gain=0.246711 0.3125 0.412458 0.666667 0.139394
|
1005 |
+
threshold=23948497839.098171 25245251627.85667 327305904.85250008 30378892791.382004 -0.091266014406819515
|
1006 |
+
decision_type=2 2 2 2 2
|
1007 |
+
left_child=-1 -2 3 -3 -4
|
1008 |
+
right_child=1 2 4 -5 -6
|
1009 |
+
leaf_value=-65504551.576992325 21899239.448341772 209182754.00990477 -5480676.2460327018 -104448031.89610434 -79668855.673455879
|
1010 |
+
leaf_weight=27 24 27 20 27 46
|
1011 |
+
leaf_count=27 24 27 20 27 46
|
1012 |
+
internal_value=-0.00122807 0.000416664 -0.00166667 0.00481481 -0.0069697
|
1013 |
+
internal_weight=171 144 120 54 66
|
1014 |
+
internal_count=171 144 120 54 66
|
1015 |
+
is_linear=0
|
1016 |
+
shrinkage=0.1
|
1017 |
+
|
1018 |
+
|
1019 |
+
Tree=53
|
1020 |
+
num_leaves=6
|
1021 |
+
num_cat=0
|
1022 |
+
split_feature=13 8 3 5 3
|
1023 |
+
split_gain=0.344572 0.355595 0.225627 0.115293 0.0378049
|
1024 |
+
threshold=0.51177965132353542 400405414.87500006 19985961836.585003 20991617932.610004 29348849922.680004
|
1025 |
+
decision_type=2 2 2 2 2
|
1026 |
+
left_child=2 -2 -1 -4 -5
|
1027 |
+
right_child=1 -3 3 4 -6
|
1028 |
+
leaf_value=4282393.6244514287 -19842235.50924794 143575104.22597504 -5556438.8201362202 -37744887.493693203 -25652342.782000128
|
1029 |
+
leaf_weight=21 27 20 21 62 20
|
1030 |
+
leaf_count=21 27 20 21 62 20
|
1031 |
+
internal_value=-0.00239766 0.00489361 -0.00516129 -0.00708738 -0.00878049
|
1032 |
+
internal_weight=171 47 124 103 82
|
1033 |
+
internal_count=171 47 124 103 82
|
1034 |
+
is_linear=0
|
1035 |
+
shrinkage=0.1
|
1036 |
+
|
1037 |
+
|
1038 |
+
Tree=54
|
1039 |
+
num_leaves=5
|
1040 |
+
num_cat=0
|
1041 |
+
split_feature=3 6 4 4
|
1042 |
+
split_gain=0.313601 0.201667 0.347222 0.248016
|
1043 |
+
threshold=19681551001.950001 581328110.5150001 99247801.765000015 61582780.380000003
|
1044 |
+
decision_type=2 2 2 2
|
1045 |
+
left_child=-1 2 3 -2
|
1046 |
+
right_child=1 -3 -4 -5
|
1047 |
+
leaf_value=5241094.0277236206 -15062340.097877974 111857033.37358437 -40062303.733214356 3594563.186570562
|
1048 |
+
leaf_weight=21 24 30 75 21
|
1049 |
+
leaf_count=21 24 30 75 21
|
1050 |
+
internal_value=-0.00239766 -0.004 -0.00583334 0.00111111
|
1051 |
+
internal_weight=171 150 120 45
|
1052 |
+
internal_count=171 150 120 45
|
1053 |
+
is_linear=0
|
1054 |
+
shrinkage=0.1
|
1055 |
+
|
1056 |
+
|
1057 |
+
Tree=55
|
1058 |
+
num_leaves=6
|
1059 |
+
num_cat=0
|
1060 |
+
split_feature=3 14 5 1 0
|
1061 |
+
split_gain=0.362076 0.32697 0.473485 0.108801 0.0371212
|
1062 |
+
threshold=20991617932.610004 6126795431.769043 25837769104.545002 245064962.90000004 25796135704.695004
|
1063 |
+
decision_type=2 2 2 2 2
|
1064 |
+
left_child=-1 3 -3 -2 -5
|
1065 |
+
right_child=1 2 -4 4 -6
|
1066 |
+
leaf_value=3311060.8313822635 -70666394.33096236 501958327.8556273 -200692562.12380117 -10796724.386147797 -5759476.6375057697
|
1067 |
+
leaf_weight=33 50 20 24 24 20
|
1068 |
+
leaf_count=33 50 20 24 24 20
|
1069 |
+
internal_value=-0.00122807 -0.00347826 0.00363636 -0.00680851 -0.00318182
|
1070 |
+
internal_weight=171 138 44 94 44
|
1071 |
+
internal_count=171 138 44 94 44
|
1072 |
+
is_linear=0
|
1073 |
+
shrinkage=0.1
|
1074 |
+
|
1075 |
+
|
1076 |
+
Tree=56
|
1077 |
+
num_leaves=6
|
1078 |
+
num_cat=0
|
1079 |
+
split_feature=8 8 5 4 4
|
1080 |
+
split_gain=0.318527 0.918371 0.380325 0.284717 0.0355072
|
1081 |
+
threshold=690053949.32000005 440909322.99285716 21811986482.400005 51324680.890000008 383793527.40000004
|
1082 |
+
decision_type=2 2 2 2 2
|
1083 |
+
left_child=1 2 -1 -4 -5
|
1084 |
+
right_child=-2 -3 3 4 -6
|
1085 |
+
leaf_value=3415023.0022020871 -133730010.38207327 387801954.76741767 4808583.1247407496 -50590592.311077416 -201468628.87015304
|
1086 |
+
leaf_weight=28 30 24 20 49 20
|
1087 |
+
leaf_count=28 30 24 20 49 20
|
1088 |
+
internal_value=-0.000643277 0.00134752 -0.00230769 -0.00550562 -0.00855073
|
1089 |
+
internal_weight=171 141 117 89 69
|
1090 |
+
internal_count=171 141 117 89 69
|
1091 |
+
is_linear=0
|
1092 |
+
shrinkage=0.1
|
1093 |
+
|
1094 |
+
|
1095 |
+
Tree=57
|
1096 |
+
num_leaves=5
|
1097 |
+
num_cat=0
|
1098 |
+
split_feature=0 4 7 10
|
1099 |
+
split_gain=0.298312 0.691364 0.259436 0.211304
|
1100 |
+
threshold=25999941834.230003 398681789.11500007 23515934788.385715 315753284.13333338
|
1101 |
+
decision_type=2 2 2 2
|
1102 |
+
left_child=2 3 -1 -2
|
1103 |
+
right_child=1 -3 -4 -5
|
1104 |
+
leaf_value=-146704.76532283015 -636908.08138956502 65674104.06153293 -41234468.703503601 -166477983.7248964
|
1105 |
+
leaf_weight=38 23 22 61 27
|
1106 |
+
leaf_count=38 23 22 61 27
|
1107 |
+
internal_value=-0.00239766 0.0025 -0.0059596 -0.004
|
1108 |
+
internal_weight=171 72 99 50
|
1109 |
+
internal_count=171 72 99 50
|
1110 |
+
is_linear=0
|
1111 |
+
shrinkage=0.1
|
1112 |
+
|
1113 |
+
|
1114 |
+
Tree=58
|
1115 |
+
num_leaves=6
|
1116 |
+
num_cat=0
|
1117 |
+
split_feature=4 3 14 5 5
|
1118 |
+
split_gain=0.313601 0.304867 0.422454 0.283333 0.0363014
|
1119 |
+
threshold=35560393.120000012 24640700850.710003 3503290563.6878648 23938681337.570004 21291399879.470005
|
1120 |
+
decision_type=2 2 2 2 2
|
1121 |
+
left_child=-1 4 -3 -4 -2
|
1122 |
+
right_child=1 2 3 -5 -6
|
1123 |
+
leaf_value=4108067.5426993072 -116995962.55500761 3795554.9681791486 69768095.420376301 -204180925.01907575 -33636449.939404517
|
1124 |
+
leaf_weight=21 20 23 20 34 53
|
1125 |
+
leaf_count=21 20 23 20 34 53
|
1126 |
+
internal_value=-0.00239766 -0.004 0.000389608 -0.00444445 -0.00863014
|
1127 |
+
internal_weight=171 150 77 54 73
|
1128 |
+
internal_count=171 150 77 54 73
|
1129 |
+
is_linear=0
|
1130 |
+
shrinkage=0.1
|
1131 |
+
|
1132 |
+
|
1133 |
+
Tree=59
|
1134 |
+
num_leaves=5
|
1135 |
+
num_cat=0
|
1136 |
+
split_feature=10 10 14 0
|
1137 |
+
split_gain=0.464211 0.739231 0.238336 0.0363014
|
1138 |
+
threshold=334369963.0213334 242074877.87383339 3503290563.6878648 28301654376.735004
|
1139 |
+
decision_type=2 2 2 2
|
1140 |
+
left_child=1 -1 -2 -4
|
1141 |
+
right_child=2 -3 3 -5
|
1142 |
+
leaf_value=-31822561.354625162 -2221856.5419887044 131313852.66052341 -31347078.083020654 -122987953.7811534
|
1143 |
+
leaf_weight=39 23 36 53 20
|
1144 |
+
leaf_count=39 23 36 53 20
|
1145 |
+
internal_value=-0.00122807 0.00466666 -0.00583334 -0.00863014
|
1146 |
+
internal_weight=171 75 96 73
|
1147 |
+
internal_count=171 75 96 73
|
1148 |
+
is_linear=0
|
1149 |
+
shrinkage=0.1
|
1150 |
+
|
1151 |
+
|
1152 |
+
Tree=60
|
1153 |
+
num_leaves=6
|
1154 |
+
num_cat=0
|
1155 |
+
split_feature=8 6 7 9 1
|
1156 |
+
split_gain=0.169209 0.303897 0.36144 0.52108 0.0357143
|
1157 |
+
threshold=677306652.18285728 462823368.71500003 24667418935.648575 25567815859.884274 71301066.555000022
|
1158 |
+
decision_type=2 2 2 2 2
|
1159 |
+
left_child=1 2 3 -1 -4
|
1160 |
+
right_child=-2 -3 4 -5 -6
|
1161 |
+
leaf_value=-10522814.232682142 -109809521.35145181 500175932.18558359 -23196857.257316615 7616064.2663545804 -30135551.671800949
|
1162 |
+
leaf_weight=27 33 21 20 20 50
|
1163 |
+
leaf_count=27 33 21 20 20 50
|
1164 |
+
internal_value=-0.00356725 -0.00202899 -0.0040171 0.00276596 -0.00857143
|
1165 |
+
internal_weight=171 138 117 47 70
|
1166 |
+
internal_count=171 138 117 47 70
|
1167 |
+
is_linear=0
|
1168 |
+
shrinkage=0.1
|
1169 |
+
|
1170 |
+
|
1171 |
+
Tree=61
|
1172 |
+
num_leaves=6
|
1173 |
+
num_cat=0
|
1174 |
+
split_feature=3 7 0 7 1
|
1175 |
+
split_gain=0.233918 0.432668 0.194897 0.138889 0.0256098
|
1176 |
+
threshold=24640700850.710003 25489518921.925716 35923979431.935005 23316350887.864292 200325418.08000001
|
1177 |
+
decision_type=2 2 2 2 2
|
1178 |
+
left_child=3 -2 4 -1 -3
|
1179 |
+
right_child=1 2 -4 -5 -6
|
1180 |
+
leaf_value=-9899378.5659227446 5861433.4073610194 -214937054.61569825 51748644.606665902 -57537070.903603032 -16978760.026483741
|
1181 |
+
leaf_weight=36 28 21 21 45 20
|
1182 |
+
leaf_count=36 28 21 21 45 20
|
1183 |
+
internal_value=-0.00239766 0.00111111 -0.00354839 -0.0062963 -0.00756098
|
1184 |
+
internal_weight=171 90 62 81 41
|
1185 |
+
internal_count=171 90 62 81 41
|
1186 |
+
is_linear=0
|
1187 |
+
shrinkage=0.1
|
1188 |
+
|
1189 |
+
|
1190 |
+
Tree=62
|
1191 |
+
num_leaves=6
|
1192 |
+
num_cat=0
|
1193 |
+
split_feature=3 5 7 0 4
|
1194 |
+
split_gain=0.353801 0.785301 0.175543 0.114502 0.0361111
|
1195 |
+
threshold=27460334882.830006 23224254341.910004 23515934788.385715 22799979229.425007 353413108.82000011
|
1196 |
+
decision_type=2 2 2 2 2
|
1197 |
+
left_child=2 -2 3 -1 -4
|
1198 |
+
right_child=1 -3 4 -5 -6
|
1199 |
+
leaf_value=-20504991.431831852 72670507.779237658 -15406920.467913771 -135201822.5807586 3103553.7789126653 -16426213.662614025
|
1200 |
+
leaf_weight=22 20 37 52 20 20
|
1201 |
+
leaf_count=22 20 37 52 20 20
|
1202 |
+
internal_value=-0.00239766 0.00403509 -0.00561404 -0.000476193 -0.00861111
|
1203 |
+
internal_weight=171 57 114 42 72
|
1204 |
+
internal_count=171 57 114 42 72
|
1205 |
+
is_linear=0
|
1206 |
+
shrinkage=0.1
|
1207 |
+
|
1208 |
+
|
1209 |
+
Tree=63
|
1210 |
+
num_leaves=7
|
1211 |
+
num_cat=0
|
1212 |
+
split_feature=0 9 7 4 1 1
|
1213 |
+
split_gain=0.292398 0.373206 0.615236 0.621272 0.0324561 0.0277778
|
1214 |
+
threshold=23013808512.165005 24924424562.113171 24736938200.554287 272719899.14000005 309214571.37000006 120309404.39000002
|
1215 |
+
decision_type=2 2 2 2 2 2
|
1216 |
+
left_child=4 -2 -3 5 -1 -4
|
1217 |
+
right_child=1 2 3 -5 -6 -7
|
1218 |
+
leaf_value=-52487588.797998935 -106917072.56307665 9869406.8512016498 -135528000.09345141 409689892.81701815 -7716492.303322237 -39629461.095729567
|
1219 |
+
leaf_weight=37 26 21 20 22 20 25
|
1220 |
+
leaf_count=37 26 21 20 22 20 25
|
1221 |
+
internal_value=-0.00239766 0.000526313 0.00363636 -0.00104478 -0.00824562 -0.00777778
|
1222 |
+
internal_weight=171 114 88 67 57 45
|
1223 |
+
internal_count=171 114 88 67 57 45
|
1224 |
+
is_linear=0
|
1225 |
+
shrinkage=0.1
|
1226 |
+
|
1227 |
+
|
1228 |
+
Tree=64
|
1229 |
+
num_leaves=5
|
1230 |
+
num_cat=0
|
1231 |
+
split_feature=4 7 6 7
|
1232 |
+
split_gain=0.429026 0.816667 0.268731 0.0989011
|
1233 |
+
threshold=99247801.765000015 25636957653.337505 890915641.94000018 23515934788.385715
|
1234 |
+
decision_type=2 2 2 2
|
1235 |
+
left_child=1 -1 3 -2
|
1236 |
+
right_child=2 -3 -4 -5
|
1237 |
+
leaf_value=10121516.629439302 -52107960.371468373 -108273779.72183919 421811405.18809789 -53371216.58626169
|
1238 |
+
leaf_weight=30 28 30 20 63
|
1239 |
+
leaf_count=30 28 30 20 63
|
1240 |
+
internal_value=-0.00181287 0.005 -0.0054955 -0.0078022
|
1241 |
+
internal_weight=171 60 111 91
|
1242 |
+
internal_count=171 60 111 91
|
1243 |
+
is_linear=0
|
1244 |
+
shrinkage=0.1
|
1245 |
+
|
1246 |
+
|
1247 |
+
Tree=65
|
1248 |
+
num_leaves=5
|
1249 |
+
num_cat=0
|
1250 |
+
split_feature=4 14 5 0
|
1251 |
+
split_gain=0.519428 0.360055 0.173897 0.0359155
|
1252 |
+
threshold=56756558.690000005 6126795431.769043 27121901906.175003 27179375216.240002
|
1253 |
+
decision_type=2 2 2 2
|
1254 |
+
left_child=-1 2 3 -2
|
1255 |
+
right_child=1 -3 -4 -5
|
1256 |
+
leaf_value=6746439.3839871408 -91948755.783920094 2128108.3917792961 -3958022.3526679846 -39034939.085254692
|
1257 |
+
leaf_weight=33 51 39 28 20
|
1258 |
+
leaf_count=33 51 39 28 20
|
1259 |
+
internal_value=-5.84819e-05 -0.00275363 -0.0059596 -0.00859155
|
1260 |
+
internal_weight=171 138 99 71
|
1261 |
+
internal_count=171 138 99 71
|
1262 |
+
is_linear=0
|
1263 |
+
shrinkage=0.1
|
1264 |
+
|
1265 |
+
|
1266 |
+
Tree=66
|
1267 |
+
num_leaves=6
|
1268 |
+
num_cat=0
|
1269 |
+
split_feature=7 4 5 6 5
|
1270 |
+
split_gain=0.691105 1.28128 0.393344 0.284444 0.0975152
|
1271 |
+
threshold=24852907410.835003 99247801.765000015 23224254341.910004 214000092.30000004 31779834505.065006
|
1272 |
+
decision_type=2 2 2 2 2
|
1273 |
+
left_child=1 -1 -2 -3 -4
|
1274 |
+
right_child=2 3 4 -5 -6
|
1275 |
+
leaf_value=10133077.966001814 1790436.5962236337 5193860.2240056833 -94504335.606920421 -85139800.266041517 -38895629.784308344
|
1276 |
+
leaf_weight=24 23 25 52 20 27
|
1277 |
+
leaf_count=24 23 25 52 20 27
|
1278 |
+
internal_value=0.00111111 0.00884058 -0.00411765 -0.00111111 -0.00746836
|
1279 |
+
internal_weight=171 69 102 45 79
|
1280 |
+
internal_count=171 69 102 45 79
|
1281 |
+
is_linear=0
|
1282 |
+
shrinkage=0.1
|
1283 |
+
|
1284 |
+
|
1285 |
+
Tree=67
|
1286 |
+
num_leaves=6
|
1287 |
+
num_cat=0
|
1288 |
+
split_feature=4 7 9 8 1
|
1289 |
+
split_gain=0.624 1.71905 0.425959 0.376792 0.0295918
|
1290 |
+
threshold=99247801.765000015 25887863330.877148 25581757577.113838 392349343.50285721 309214571.37000006
|
1291 |
+
decision_type=2 2 2 2 2
|
1292 |
+
left_child=1 -1 4 -4 -2
|
1293 |
+
right_child=2 -3 3 -5 -6
|
1294 |
+
leaf_value=8815717.7932610642 -73323299.762156829 -87020080.813098013 -24442644.490417689 228509215.31252253 -137370375.34498128
|
1295 |
+
leaf_weight=32 29 28 37 25 20
|
1296 |
+
leaf_count=32 29 28 37 25 20
|
1297 |
+
internal_value=0.00345029 0.0116667 -0.000990993 0.00451613 -0.00795919
|
1298 |
+
internal_weight=171 60 111 62 49
|
1299 |
+
internal_count=171 60 111 62 49
|
1300 |
+
is_linear=0
|
1301 |
+
shrinkage=0.1
|
1302 |
+
|
1303 |
+
|
1304 |
+
Tree=68
|
1305 |
+
num_leaves=6
|
1306 |
+
num_cat=0
|
1307 |
+
split_feature=11 11 3 2 1
|
1308 |
+
split_gain=0.314645 0.776159 0.330014 0.170618 0.124229
|
1309 |
+
threshold=-0.17811361943008489 -0.091266014406819515 19985961836.585003 103.86138379766818 140266688.35000002
|
1310 |
+
decision_type=2 2 2 2 2
|
1311 |
+
left_child=-1 -2 -3 -4 -5
|
1312 |
+
right_child=1 2 3 4 -6
|
1313 |
+
leaf_value=-53278421.15740037 20627236.837822784 5300792.4140794724 -62990898.127553299 -43722822.045361668 48178547.354786113
|
1314 |
+
leaf_weight=33 21 21 38 38 20
|
1315 |
+
leaf_count=33 21 21 38 38 20
|
1316 |
+
internal_value=-0.00122807 0.000869563 -0.00230769 -0.00479167 -0.00137931
|
1317 |
+
internal_weight=171 138 117 96 58
|
1318 |
+
internal_count=171 138 117 96 58
|
1319 |
+
is_linear=0
|
1320 |
+
shrinkage=0.1
|
1321 |
+
|
1322 |
+
|
1323 |
+
Tree=69
|
1324 |
+
num_leaves=6
|
1325 |
+
num_cat=0
|
1326 |
+
split_feature=4 7 5 14 6
|
1327 |
+
split_gain=0.637395 1.41696 0.319456 0.728008 0.141176
|
1328 |
+
threshold=99247801.765000015 25887863330.877148 22799979229.425007 4136820658.4888349 436355772.78000003
|
1329 |
+
decision_type=2 2 2 2 2
|
1330 |
+
left_child=1 -1 3 -2 -4
|
1331 |
+
right_child=2 -3 4 -5 -6
|
1332 |
+
leaf_value=6481948.0029699914 -73637041.211252809 -76561466.435750857 -119367989.77332282 17257313.209299523 -165900109.48691669
|
1333 |
+
leaf_weight=32 20 28 48 23 20
|
1334 |
+
leaf_count=32 20 28 48 23 20
|
1335 |
+
internal_value=0.0016959 0.01 -0.0027928 0.00395349 -0.00705883
|
1336 |
+
internal_weight=171 60 111 43 68
|
1337 |
+
internal_count=171 60 111 43 68
|
1338 |
+
is_linear=0
|
1339 |
+
shrinkage=0.1
|
1340 |
+
|
1341 |
+
|
1342 |
+
Tree=70
|
1343 |
+
num_leaves=6
|
1344 |
+
num_cat=0
|
1345 |
+
split_feature=4 7 5 14 6
|
1346 |
+
split_gain=0.637395 1.41696 0.319456 0.728008 0.141176
|
1347 |
+
threshold=99247801.765000015 25887863330.877148 22799979229.425007 4136820658.4888349 436355772.78000003
|
1348 |
+
decision_type=2 2 2 2 2
|
1349 |
+
left_child=1 -1 3 -2 -4
|
1350 |
+
right_child=2 -3 4 -5 -6
|
1351 |
+
leaf_value=5833753.2026728261 -66273337.090127401 -68905319.792175949 -107431190.79599053 15531581.888369499 -149310098.53822514
|
1352 |
+
leaf_weight=32 20 28 48 23 20
|
1353 |
+
leaf_count=32 20 28 48 23 20
|
1354 |
+
internal_value=0.0016959 0.01 -0.0027928 0.00395349 -0.00705883
|
1355 |
+
internal_weight=171 60 111 43 68
|
1356 |
+
internal_count=171 60 111 43 68
|
1357 |
+
is_linear=0
|
1358 |
+
shrinkage=0.1
|
1359 |
+
|
1360 |
+
|
1361 |
+
Tree=71
|
1362 |
+
num_leaves=7
|
1363 |
+
num_cat=0
|
1364 |
+
split_feature=12 11 7 6 8 0
|
1365 |
+
split_gain=0.494152 0.603175 0.950694 0.625 0.235714 0.188259
|
1366 |
+
threshold=-0.40603097367344954 0.13002882225204507 26468573309.254292 233970453.42500004 382804115.62071437 24640700850.710003
|
1367 |
+
decision_type=2 2 2 2 2 2
|
1368 |
+
left_child=5 2 3 -2 -3 -1
|
1369 |
+
right_child=1 4 -4 -5 -6 -7
|
1370 |
+
leaf_value=-113848312.00525875 7129733.3965010364 -192121332.92160204 -3882573.3037399203 8117833.9846154936 3642977.5680734115 -7093889.8294553226
|
1371 |
+
leaf_weight=31 20 22 32 20 20 26
|
1372 |
+
leaf_count=31 20 22 32 20 20 26
|
1373 |
+
internal_value=0.00286549 0.00666666 0.0122222 0.0225 -0.00285715 -0.00473684
|
1374 |
+
internal_weight=171 114 72 40 42 57
|
1375 |
+
internal_count=171 114 72 40 42 57
|
1376 |
+
is_linear=0
|
1377 |
+
shrinkage=0.1
|
1378 |
+
|
1379 |
+
|
1380 |
+
Tree=72
|
1381 |
+
num_leaves=6
|
1382 |
+
num_cat=0
|
1383 |
+
split_feature=4 7 4 12 5
|
1384 |
+
split_gain=0.538336 1.71905 0.300714 0.477079 0.244898
|
1385 |
+
threshold=99247801.765000015 25887863330.877148 180604149.71500003 -0.40603097367344954 23013808512.165005
|
1386 |
+
decision_type=2 2 2 2 2
|
1387 |
+
left_child=1 -1 -2 4 -4
|
1388 |
+
right_child=2 -3 3 -5 -6
|
1389 |
+
leaf_value=10557722.860410983 -177217982.57993171 -62466559.765271664 9458993.2904799301 8494586.1818756815 -309439902.45966232
|
1390 |
+
leaf_weight=32 24 28 21 38 28
|
1391 |
+
leaf_count=32 24 28 21 38 28
|
1392 |
+
internal_value=0.00403509 0.0116667 -9.00925e-05 0.00264368 -0.00387755
|
1393 |
+
internal_weight=171 60 111 87 49
|
1394 |
+
internal_count=171 60 111 87 49
|
1395 |
+
is_linear=0
|
1396 |
+
shrinkage=0.1
|
1397 |
+
|
1398 |
+
|
1399 |
+
Tree=73
|
1400 |
+
num_leaves=6
|
1401 |
+
num_cat=0
|
1402 |
+
split_feature=12 14 6 11 2
|
1403 |
+
split_gain=0.494152 0.572439 0.489517 1.01786 0.252632
|
1404 |
+
threshold=-0.40603097367344954 3005694571.4937577 297919121.62000006 0.13002882225204507 314.85661123258717
|
1405 |
+
decision_type=2 2 2 2 2
|
1406 |
+
left_child=4 -2 3 -3 -1
|
1407 |
+
right_child=1 2 -4 -5 -6
|
1408 |
+
leaf_value=-195243824.93794611 15802477.422839874 15766714.834094204 -76246243.459893972 -116891324.09970361 8679303.95529164
|
1409 |
+
leaf_weight=27 21 35 35 23 30
|
1410 |
+
leaf_count=27 21 35 35 23 30
|
1411 |
+
internal_value=0.00461988 0.00842105 0.00505376 0.0106897 -0.00298246
|
1412 |
+
internal_weight=171 114 93 58 57
|
1413 |
+
internal_count=171 114 93 58 57
|
1414 |
+
is_linear=0
|
1415 |
+
shrinkage=0.1
|
1416 |
+
|
1417 |
+
|
1418 |
+
Tree=74
|
1419 |
+
num_leaves=7
|
1420 |
+
num_cat=0
|
1421 |
+
split_feature=8 8 2 11 5 0
|
1422 |
+
split_gain=0.37239 0.532119 0.602949 0.782609 0.429792 0.03
|
1423 |
+
threshold=690053949.32000005 440909322.99285716 116.40335511334659 -0.019119580455521864 22799979229.425007 27121901906.175003
|
1424 |
+
decision_type=2 2 2 2 2 2
|
1425 |
+
left_child=1 2 3 -1 -4 -6
|
1426 |
+
right_child=-2 -3 4 -5 5 -7
|
1427 |
+
leaf_value=10089931.167419072 -96159087.31522043 268291700.33210564 9557182.1366916392 -48202132.032002546 -234817520.28104755 -22506739.987113569
|
1428 |
+
leaf_weight=23 30 24 21 23 30 20
|
1429 |
+
leaf_count=23 30 24 21 23 30 20
|
1430 |
+
internal_value=0.00345029 0.00560283 0.00282051 0.0117391 -0.00295775 -0.008
|
1431 |
+
internal_weight=171 141 117 46 71 50
|
1432 |
+
internal_count=171 141 117 46 71 50
|
1433 |
+
is_linear=0
|
1434 |
+
shrinkage=0.1
|
1435 |
+
|
1436 |
+
|
1437 |
+
Tree=75
|
1438 |
+
num_leaves=7
|
1439 |
+
num_cat=0
|
1440 |
+
split_feature=11 11 1 5 5 4
|
1441 |
+
split_gain=0.559369 0.826152 0.728139 0.630026 0.922266 0.0307692
|
1442 |
+
threshold=-0.17811361943008489 -0.012928288935180996 175699962.71000004 23938681337.570004 21291399879.470005 311674602.67000002
|
1443 |
+
decision_type=2 2 2 2 2 2
|
1444 |
+
left_child=-1 2 -2 4 -3 -5
|
1445 |
+
right_child=1 3 -4 5 -6 -7
|
1446 |
+
leaf_value=-22823264.038011335 18479018.700661559 -72649119.794682726 37175688.066862606 -64333226.815811135 13266515.13548292 -134354159.9204326
|
1447 |
+
leaf_weight=33 22 23 20 32 21 20
|
1448 |
+
leaf_count=33 22 23 20 32 21 20
|
1449 |
+
internal_value=0.0016959 0.00449275 0.0161905 -0.000625002 0.00818182 -0.00807693
|
1450 |
+
internal_weight=171 138 42 96 44 52
|
1451 |
+
internal_count=171 138 42 96 44 52
|
1452 |
+
is_linear=0
|
1453 |
+
shrinkage=0.1
|
1454 |
+
|
1455 |
+
|
1456 |
+
Tree=76
|
1457 |
+
num_leaves=6
|
1458 |
+
num_cat=0
|
1459 |
+
split_feature=5 8 3 9 0
|
1460 |
+
split_gain=0.729942 0.887596 0.452174 0.148485 0.0348485
|
1461 |
+
threshold=24356327955.920002 241894132.89714289 24435095018.915005 25672795093.076336 29951953031.210003
|
1462 |
+
decision_type=2 2 2 2 2
|
1463 |
+
left_child=1 -1 -3 -2 -5
|
1464 |
+
right_child=3 2 -4 4 -6
|
1465 |
+
leaf_value=11048637.203396214 -4747958.7733738003 -78847959.601948857 61921623.398543313 -38049972.980433658 -130922933.87225986
|
1466 |
+
leaf_weight=29 30 26 20 46 20
|
1467 |
+
leaf_count=29 30 26 20 46 20
|
1468 |
+
internal_value=-5.84819e-05 0.00733333 -0.00130435 -0.00583334 -0.00848485
|
1469 |
+
internal_weight=171 75 46 96 66
|
1470 |
+
internal_count=171 75 46 96 66
|
1471 |
+
is_linear=0
|
1472 |
+
shrinkage=0.1
|
1473 |
+
|
1474 |
+
|
1475 |
+
Tree=77
|
1476 |
+
num_leaves=7
|
1477 |
+
num_cat=0
|
1478 |
+
split_feature=10 7 4 5 1 0
|
1479 |
+
split_gain=0.375654 0.477651 0.625136 0.420584 0.112045 0.0261905
|
1480 |
+
threshold=555186645.04522336 25489518921.925716 99247801.765000015 25055629861.070004 333036679.26500005 27121901906.175003
|
1481 |
+
decision_type=2 2 2 2 2 2
|
1482 |
+
left_child=1 2 -1 -3 -2 -5
|
1483 |
+
right_child=4 3 -4 5 -6 -7
|
1484 |
+
leaf_value=41814292.4426395 -11788760.935257204 49229048.984364226 663693.0756016185 -280146747.51498812 -6504346.0245694164 -15739423.28874409
|
1485 |
+
leaf_weight=20 30 20 38 22 21 20
|
1486 |
+
leaf_count=20 30 20 38 22 21 20
|
1487 |
+
internal_value=0.00111111 0.00416666 0.0106897 -0.00193549 -0.00607843 -0.00761905
|
1488 |
+
internal_weight=171 120 58 62 51 42
|
1489 |
+
internal_count=171 120 58 62 51 42
|
1490 |
+
is_linear=0
|
1491 |
+
shrinkage=0.1
|
1492 |
+
|
1493 |
+
|
1494 |
+
Tree=78
|
1495 |
+
num_leaves=5
|
1496 |
+
num_cat=0
|
1497 |
+
split_feature=5 14 14 4
|
1498 |
+
split_gain=0.423559 1.05685 0.512121 0.154545
|
1499 |
+
threshold=23224254341.910004 4136820658.4888349 3230859743.6038594 51324680.890000008
|
1500 |
+
decision_type=2 2 2 2
|
1501 |
+
left_child=1 -1 -2 -4
|
1502 |
+
right_child=2 -3 3 -5
|
1503 |
+
leaf_value=-19132378.330988135 19168495.326234218 17594070.082946487 4247092.0968579054 -35162418.382970214
|
1504 |
+
leaf_weight=32 20 31 20 68
|
1505 |
+
leaf_count=32 20 31 20 68
|
1506 |
+
internal_value=-0.000643277 0.00587301 -0.00444445 -0.00772728
|
1507 |
+
internal_weight=171 63 108 88
|
1508 |
+
internal_count=171 63 108 88
|
1509 |
+
is_linear=0
|
1510 |
+
shrinkage=0.1
|
1511 |
+
|
1512 |
+
|
1513 |
+
Tree=79
|
1514 |
+
num_leaves=6
|
1515 |
+
num_cat=0
|
1516 |
+
split_feature=5 14 5 12 3
|
1517 |
+
split_gain=0.407135 0.62285 0.313514 0.332411 0.106667
|
1518 |
+
threshold=25796135704.695004 6126795431.769043 21291399879.470005 0.070928552754057642 29348849922.680004
|
1519 |
+
decision_type=2 2 2 2 2
|
1520 |
+
left_child=1 2 -1 -4 -2
|
1521 |
+
right_child=4 -3 3 -5 -6
|
1522 |
+
leaf_value=-24590102.737981174 -9072750.2568195555 359892411.86414349 7339878.8796878643 -12123407.401832538 -6344546.2098712977
|
1523 |
+
leaf_weight=29 50 22 23 22 25
|
1524 |
+
leaf_count=29 50 22 23 22 25
|
1525 |
+
internal_value=-0.00181287 0.0025 -0.00189189 0.00333333 -0.00733334
|
1526 |
+
internal_weight=171 96 74 45 75
|
1527 |
+
internal_count=171 96 74 45 75
|
1528 |
+
is_linear=0
|
1529 |
+
shrinkage=0.1
|
1530 |
+
|
1531 |
+
|
1532 |
+
Tree=80
|
1533 |
+
num_leaves=6
|
1534 |
+
num_cat=0
|
1535 |
+
split_feature=5 7 0 13 0
|
1536 |
+
split_gain=0.282373 0.374308 0.15209 0.306013 0.0309618
|
1537 |
+
threshold=19681551001.950001 22684931391.252148 25999941834.230003 0.55194523899659276 21291399879.470005
|
1538 |
+
decision_type=2 2 2 2 2
|
1539 |
+
left_child=-1 -2 4 -4 -3
|
1540 |
+
right_child=1 2 3 -5 -6
|
1541 |
+
leaf_value=1861035.2329551224 7832819.9017059868 -19632046.236433093 37149077.537283488 -25262734.570207573 -22303756.761227809
|
1542 |
+
leaf_weight=21 21 22 23 37 47
|
1543 |
+
leaf_count=21 21 22 23 37 47
|
1544 |
+
internal_value=-0.00181287 -0.00333334 -0.00534884 -0.00166667 -0.00855073
|
1545 |
+
internal_weight=171 150 129 60 69
|
1546 |
+
internal_count=171 150 129 60 69
|
1547 |
+
is_linear=0
|
1548 |
+
shrinkage=0.1
|
1549 |
+
|
1550 |
+
|
1551 |
+
Tree=81
|
1552 |
+
num_leaves=6
|
1553 |
+
num_cat=0
|
1554 |
+
split_feature=8 10 9 9 11
|
1555 |
+
split_gain=0.404144 0.483445 0.467825 0.915719 0.114833
|
1556 |
+
threshold=677306652.18285728 290430962.34350008 25131057366.417789 26115605046.303005 -0.067244879133003796
|
1557 |
+
decision_type=2 2 2 2 2
|
1558 |
+
left_child=1 4 -3 -4 -1
|
1559 |
+
right_child=-2 2 3 -5 -6
|
1560 |
+
leaf_value=-19509662.355975565 -69155356.68567802 -8043633.5147350319 15441214.667128379 -12940990.790502787 -7931290.6614516946
|
1561 |
+
leaf_weight=24 33 35 20 26 33
|
1562 |
+
leaf_count=24 33 35 20 26 33
|
1563 |
+
internal_value=-5.84819e-05 0.00231884 0.00728395 0.013913 -0.00473684
|
1564 |
+
internal_weight=171 138 81 46 57
|
1565 |
+
internal_count=171 138 81 46 57
|
1566 |
+
is_linear=0
|
1567 |
+
shrinkage=0.1
|
1568 |
+
|
1569 |
+
|
1570 |
+
Tree=82
|
1571 |
+
num_leaves=6
|
1572 |
+
num_cat=0
|
1573 |
+
split_feature=3 6 4 3 14
|
1574 |
+
split_gain=0.356583 0.456876 0.34849 0.981818 0.139843
|
1575 |
+
threshold=28301654376.735004 233970453.42500004 99247801.765000015 23136168699.130005 2862709172.586905
|
1576 |
+
decision_type=2 2 2 2 2
|
1577 |
+
left_child=2 -2 3 -1 -4
|
1578 |
+
right_child=1 -3 4 -5 -6
|
1579 |
+
leaf_value=33233315.076364662 -12255047.563117459 309099412.63003939 -15133006.912127379 -16037204.042482615 -70446446.4228964
|
1580 |
+
leaf_weight=20 26 22 21 24 58
|
1581 |
+
leaf_count=20 26 22 21 24 58
|
1582 |
+
internal_value=-0.000643277 0.00666666 -0.00349594 0.00363636 -0.00746836
|
1583 |
+
internal_weight=171 48 123 44 79
|
1584 |
+
internal_count=171 48 123 44 79
|
1585 |
+
is_linear=0
|
1586 |
+
shrinkage=0.1
|
1587 |
+
|
1588 |
+
|
1589 |
+
Tree=83
|
1590 |
+
num_leaves=5
|
1591 |
+
num_cat=0
|
1592 |
+
split_feature=6 14 5 0
|
1593 |
+
split_gain=0.372971 0.396531 0.363025 0.150617
|
1594 |
+
threshold=69035868.910000011 3749022131.3471971 24640700850.710003 35923979431.935005
|
1595 |
+
decision_type=2 2 2 2
|
1596 |
+
left_child=-1 2 -2 -3
|
1597 |
+
right_child=1 3 -4 -5
|
1598 |
+
leaf_value=6109760.9384802794 -13322220.119888388 -21576919.110311255 42402006.251487285 7083769.9602817539
|
1599 |
+
leaf_weight=39 30 61 21 20
|
1600 |
+
leaf_count=39 30 61 21 20
|
1601 |
+
internal_value=-0.000643277 -0.00318182 0.00372549 -0.00753087
|
1602 |
+
internal_weight=171 132 51 81
|
1603 |
+
internal_count=171 132 51 81
|
1604 |
+
is_linear=0
|
1605 |
+
shrinkage=0.1
|
1606 |
+
|
1607 |
+
|
1608 |
+
Tree=84
|
1609 |
+
num_leaves=4
|
1610 |
+
num_cat=0
|
1611 |
+
split_feature=6 7 6
|
1612 |
+
split_gain=0.481424 0.221645 0.408867
|
1613 |
+
threshold=69035868.910000011 22609725953.318577 581328110.5150001
|
1614 |
+
decision_type=2 2 2
|
1615 |
+
left_child=-1 -2 -3
|
1616 |
+
right_child=1 2 -4
|
1617 |
+
leaf_value=5498784.8446323182 2596928.3670149953 -19502197.781443786 92126319.463938475
|
1618 |
+
leaf_weight=39 20 83 29
|
1619 |
+
leaf_count=39 20 83 29
|
1620 |
+
internal_value=-0.00181287 -0.00469697 -0.00642857
|
1621 |
+
internal_weight=171 132 112
|
1622 |
+
internal_count=171 132 112
|
1623 |
+
is_linear=0
|
1624 |
+
shrinkage=0.1
|
1625 |
+
|
1626 |
+
|
1627 |
+
Tree=85
|
1628 |
+
num_leaves=6
|
1629 |
+
num_cat=0
|
1630 |
+
split_feature=6 2 2 1 0
|
1631 |
+
split_gain=0.372971 0.222112 0.409179 0.142029 0.1
|
1632 |
+
threshold=69035868.910000011 142.78345742741141 75.508260798885928 38278671.960000008 24640700850.710003
|
1633 |
+
decision_type=2 2 2 2 2
|
1634 |
+
left_child=-1 2 4 -3 -2
|
1635 |
+
right_child=1 3 -4 -5 -6
|
1636 |
+
leaf_value=4948906.360169122 -481081.96330219583 -512662.75669177249 23509541.557125382 -25762750.735424832 -47221109.030109771
|
1637 |
+
leaf_weight=39 20 20 23 49 20
|
1638 |
+
leaf_count=39 20 20 23 49 20
|
1639 |
+
internal_value=-0.000643277 -0.00318182 0.00111111 -0.00710145 -0.005
|
1640 |
+
internal_weight=171 132 63 69 40
|
1641 |
+
internal_count=171 132 63 69 40
|
1642 |
+
is_linear=0
|
1643 |
+
shrinkage=0.1
|
1644 |
+
|
1645 |
+
|
1646 |
+
Tree=86
|
1647 |
+
num_leaves=4
|
1648 |
+
num_cat=0
|
1649 |
+
split_feature=6 7 6
|
1650 |
+
split_gain=0.481424 0.221645 0.408867
|
1651 |
+
threshold=69035868.910000011 22609725953.318577 581328110.5150001
|
1652 |
+
decision_type=2 2 2
|
1653 |
+
left_child=-1 -2 -3
|
1654 |
+
right_child=1 2 -4
|
1655 |
+
leaf_value=4454015.7241522763 2385659.5331469616 -15961158.408500591 80562733.361832008
|
1656 |
+
leaf_weight=39 20 83 29
|
1657 |
+
leaf_count=39 20 83 29
|
1658 |
+
internal_value=-0.00181287 -0.00469697 -0.00642857
|
1659 |
+
internal_weight=171 132 112
|
1660 |
+
internal_count=171 132 112
|
1661 |
+
is_linear=0
|
1662 |
+
shrinkage=0.1
|
1663 |
+
|
1664 |
+
|
1665 |
+
Tree=87
|
1666 |
+
num_leaves=6
|
1667 |
+
num_cat=0
|
1668 |
+
split_feature=1 3 14 1 3
|
1669 |
+
split_gain=0.350683 0.458009 0.408169 0.210989 0.165584
|
1670 |
+
threshold=417617498.20000005 25352894314.835003 3005694571.4937577 43029976.620000005 23576087122.705006
|
1671 |
+
decision_type=2 2 2 2 2
|
1672 |
+
left_child=2 -2 -1 -4 -5
|
1673 |
+
right_child=1 -3 3 4 -6
|
1674 |
+
leaf_value=5450456.7904772134 -39147528.047146484 1923135.6026757036 12396634.091491653 -13682948.194873992 -27502925.029053982
|
1675 |
+
leaf_weight=25 22 20 20 33 51
|
1676 |
+
leaf_count=25 22 20 20 33 51
|
1677 |
+
internal_value=0.00111111 0.00904762 -0.00147287 -0.00423077 -0.00642857
|
1678 |
+
internal_weight=171 42 129 104 84
|
1679 |
+
internal_count=171 42 129 104 84
|
1680 |
+
is_linear=0
|
1681 |
+
shrinkage=0.1
|
1682 |
+
|
1683 |
+
|
1684 |
+
Tree=88
|
1685 |
+
num_leaves=7
|
1686 |
+
num_cat=0
|
1687 |
+
split_feature=12 6 14 1 0 4
|
1688 |
+
split_gain=0.421053 0.54394 0.517197 0.344609 0.129825 0.0295918
|
1689 |
+
threshold=-0.40603097367344954 66090487.675000004 3005694571.4937577 427120227.26500005 26752929850.385006 88082213.770000026
|
1690 |
+
decision_type=2 2 2 2 2 2
|
1691 |
+
left_child=4 -2 -3 5 -1 -4
|
1692 |
+
right_child=1 2 3 -5 -6 -7
|
1693 |
+
leaf_value=-30099365.129797317 7846951.0008927584 6183366.7908231281 -23615759.458350576 1451549.4991994584 -14044615.648119137 -20799278.626461077
|
1694 |
+
leaf_weight=37 21 20 29 24 20 20
|
1695 |
+
leaf_count=37 21 20 29 24 20 20
|
1696 |
+
internal_value=0.000526313 0.00403509 0.000752686 -0.00315069 -0.00649123 -0.00795919
|
1697 |
+
internal_weight=171 114 93 73 57 49
|
1698 |
+
internal_count=171 114 93 73 57 49
|
1699 |
+
is_linear=0
|
1700 |
+
shrinkage=0.1
|
1701 |
+
|
1702 |
+
|
1703 |
+
Tree=89
|
1704 |
+
num_leaves=6
|
1705 |
+
num_cat=0
|
1706 |
+
split_feature=4 7 4 12 0
|
1707 |
+
split_gain=0.482132 0.816667 0.527464 0.321111 0.0348485
|
1708 |
+
threshold=99247801.765000015 25636957653.337505 398681789.11500007 -0.49346472828347754 28301654376.735004
|
1709 |
+
decision_type=2 2 2 2 2
|
1710 |
+
left_child=1 -1 4 -4 -2
|
1711 |
+
right_child=2 -3 3 -5 -6
|
1712 |
+
leaf_value=4271617.2347227689 -80631485.659016043 -20372714.671735525 -14866089.092892466 8093885.1096661286 -49356833.525872052
|
1713 |
+
leaf_weight=30 46 30 25 20 20
|
1714 |
+
leaf_count=30 46 30 25 20 20
|
1715 |
+
internal_value=0.00111111 0.00833333 -0.0027928 0.00555555 -0.00848485
|
1716 |
+
internal_weight=171 60 111 45 66
|
1717 |
+
internal_count=171 60 111 45 66
|
1718 |
+
is_linear=0
|
1719 |
+
shrinkage=0.1
|
1720 |
+
|
1721 |
+
|
1722 |
+
Tree=90
|
1723 |
+
num_leaves=6
|
1724 |
+
num_cat=0
|
1725 |
+
split_feature=4 9 4 9 12
|
1726 |
+
split_gain=0.348506 0.707011 0.35096 0.560836 0.407732
|
1727 |
+
threshold=99247801.765000015 25916562117.437679 272719899.14000005 25131057366.417789 -0.62437556167085573
|
1728 |
+
decision_type=2 2 2 2 2
|
1729 |
+
left_child=1 -1 -2 -4 -5
|
1730 |
+
right_child=2 -3 3 4 -6
|
1731 |
+
leaf_value=3803537.9039015453 -96718455.465160891 -276645.97515829018 -40749697.88036418 -13353952.732967328 16569189.475188181
|
1732 |
+
leaf_weight=23 42 37 26 22 21
|
1733 |
+
leaf_count=23 42 37 26 22 21
|
1734 |
+
internal_value=0.000526313 0.00666666 -0.0027928 0.0015942 0.00860465
|
1735 |
+
internal_weight=171 60 111 69 43
|
1736 |
+
internal_count=171 60 111 69 43
|
1737 |
+
is_linear=0
|
1738 |
+
shrinkage=0.1
|
1739 |
+
|
1740 |
+
|
1741 |
+
Tree=91
|
1742 |
+
num_leaves=6
|
1743 |
+
num_cat=0
|
1744 |
+
split_feature=6 3 4 7 3
|
1745 |
+
split_gain=0.48627 0.990783 0.268116 0.237044 0.104762
|
1746 |
+
threshold=297919121.62000006 23136168699.130005 272719899.14000005 25489518921.925716 33399248727.790005
|
1747 |
+
decision_type=2 2 2 2 2
|
1748 |
+
left_child=1 -1 -2 -3 -5
|
1749 |
+
right_child=2 3 -4 4 -6
|
1750 |
+
leaf_value=6284210.0903787538 -51308874.888073415 545559.79593143321 12211513.328763591 -26108270.496417627 -3649234.3251064452
|
1751 |
+
leaf_weight=37 37 23 32 22 20
|
1752 |
+
leaf_count=37 37 23 32 22 20
|
1753 |
+
internal_value=0.0022807 0.00666666 -0.0042029 -0.000769233 -0.0052381
|
1754 |
+
internal_weight=171 102 69 65 42
|
1755 |
+
internal_count=171 102 69 65 42
|
1756 |
+
is_linear=0
|
1757 |
+
shrinkage=0.1
|
1758 |
+
|
1759 |
+
|
1760 |
+
Tree=92
|
1761 |
+
num_leaves=5
|
1762 |
+
num_cat=0
|
1763 |
+
split_feature=6 7 4 3
|
1764 |
+
split_gain=0.533113 0.755046 0.567918 0.351967
|
1765 |
+
threshold=297919121.62000006 26468573309.254292 99247801.765000015 25574492347.930004
|
1766 |
+
decision_type=2 2 2 2
|
1767 |
+
left_child=1 2 -1 -2
|
1768 |
+
right_child=3 -3 -4 -5
|
1769 |
+
leaf_value=2950866.0233713752 -46843884.439915568 -10143905.438662378 3863641.6992350179 10139089.371917814
|
1770 |
+
leaf_weight=24 34 39 39 35
|
1771 |
+
leaf_count=24 34 39 39 35
|
1772 |
+
internal_value=0.00403509 0.00862745 0.0153968 -0.00275363
|
1773 |
+
internal_weight=171 102 63 69
|
1774 |
+
internal_count=171 102 63 69
|
1775 |
+
is_linear=0
|
1776 |
+
shrinkage=0.1
|
1777 |
+
|
1778 |
+
|
1779 |
+
Tree=93
|
1780 |
+
num_leaves=6
|
1781 |
+
num_cat=0
|
1782 |
+
split_feature=8 14 1 14 3
|
1783 |
+
split_gain=0.739766 0.600836 0.38006 0.27317 0.474191
|
1784 |
+
threshold=677306652.18285728 2862709172.586905 417617498.20000005 4136820658.4888349 23938681337.570004
|
1785 |
+
decision_type=2 2 2 2 2
|
1786 |
+
left_child=1 -1 3 -3 -5
|
1787 |
+
right_child=-2 2 -4 4 -6
|
1788 |
+
leaf_value=3669571.672419406 -49277284.461573482 -242368038.72867629 3542206.955761617 6827554.7997898832 -8378901.6167384777
|
1789 |
+
leaf_weight=22 33 31 24 23 38
|
1790 |
+
leaf_count=22 33 31 24 23 38
|
1791 |
+
internal_value=0.00345029 0.00666666 0.0037931 0.000869563 0.0047541
|
1792 |
+
internal_weight=171 138 116 92 61
|
1793 |
+
internal_count=171 138 116 92 61
|
1794 |
+
is_linear=0
|
1795 |
+
shrinkage=0.1
|
1796 |
+
|
1797 |
+
|
1798 |
+
Tree=94
|
1799 |
+
num_leaves=7
|
1800 |
+
num_cat=0
|
1801 |
+
split_feature=11 11 6 3 2 2
|
1802 |
+
split_gain=0.495215 1.23214 0.971645 0.347222 0.262534 0.237863
|
1803 |
+
threshold=-0.17811361943008489 -0.012928288935180996 307657188.00000006 20654029469.520004 177.56247147047324 65.316251451157314
|
1804 |
+
decision_type=2 2 2 2 2 2
|
1805 |
+
left_child=-1 2 -2 -3 5 -5
|
1806 |
+
right_child=1 3 -4 4 -6 -7
|
1807 |
+
leaf_value=-9573145.7335386183 5763873.6110451184 2989987.2418216597 33760773.426949218 -41702385.791434735 -54938333.565626539 42585717.520015813
|
1808 |
+
leaf_weight=33 22 24 20 21 31 20
|
1809 |
+
leaf_count=33 22 24 20 21 31 20
|
1810 |
+
internal_value=0.00403509 0.00666666 0.0209524 0.000416664 -0.00305556 0.00219512
|
1811 |
+
internal_weight=171 138 42 96 72 41
|
1812 |
+
internal_count=171 138 42 96 72 41
|
1813 |
+
is_linear=0
|
1814 |
+
shrinkage=0.1
|
1815 |
+
|
1816 |
+
|
1817 |
+
Tree=95
|
1818 |
+
num_leaves=6
|
1819 |
+
num_cat=0
|
1820 |
+
split_feature=4 7 8 9 2
|
1821 |
+
split_gain=0.799147 1.12247 0.235463 0.42051 0.544425
|
1822 |
+
threshold=99247801.765000015 26568778010.31929 677306652.18285728 25131057366.417789 150.93000364210857
|
1823 |
+
decision_type=2 2 2 2 2
|
1824 |
+
left_child=1 -1 3 -2 -5
|
1825 |
+
right_child=2 -3 -4 4 -6
|
1826 |
+
leaf_value=5286475.0446530888 -47976216.977264106 -54142468.43960768 -138828545.38705537 37582515.118956089 -3137372.0484348494
|
1827 |
+
leaf_weight=34 35 26 23 20 33
|
1828 |
+
leaf_count=34 35 26 23 20 33
|
1829 |
+
internal_value=0.00403509 0.0133333 -0.000990993 0.00136363 0.00698113
|
1830 |
+
internal_weight=171 60 111 88 53
|
1831 |
+
internal_count=171 60 111 88 53
|
1832 |
+
is_linear=0
|
1833 |
+
shrinkage=0.1
|
1834 |
+
|
1835 |
+
|
1836 |
+
Tree=96
|
1837 |
+
num_leaves=6
|
1838 |
+
num_cat=0
|
1839 |
+
split_feature=4 9 5 2 14
|
1840 |
+
split_gain=0.624 1.1375 0.370987 0.544448 0.317647
|
1841 |
+
threshold=99247801.765000015 25916562117.437679 22799979229.425007 131.53979138483857 3464555780.1030774
|
1842 |
+
decision_type=2 2 2 2 2
|
1843 |
+
left_child=1 -1 3 -2 -4
|
1844 |
+
right_child=2 -3 4 -5 -6
|
1845 |
+
leaf_value=4764176.2699259175 -37079875.450546846 -4304.9464956940155 1273817.9964480577 8116989.4625689536 -125363904.15813172
|
1846 |
+
leaf_weight=23 21 37 20 22 48
|
1847 |
+
leaf_count=23 21 37 20 22 48
|
1848 |
+
internal_value=0.00345029 0.0116667 -0.000990993 0.00627907 -0.00558824
|
1849 |
+
internal_weight=171 60 111 43 68
|
1850 |
+
internal_count=171 60 111 43 68
|
1851 |
+
is_linear=0
|
1852 |
+
shrinkage=0.1
|
1853 |
+
|
1854 |
+
|
1855 |
+
Tree=97
|
1856 |
+
num_leaves=7
|
1857 |
+
num_cat=0
|
1858 |
+
split_feature=6 6 11 12 3 2
|
1859 |
+
split_gain=0.405984 1.11784 0.536131 0.61179 0.359894 0.108844
|
1860 |
+
threshold=297919121.62000006 166650204.57000002 -0.17811361943008489 -0.11183134443914587 28196653220.800007 103.86138379766818
|
1861 |
+
decision_type=2 2 2 2 2 2
|
1862 |
+
left_child=1 2 -1 -4 5 -2
|
1863 |
+
right_child=4 -3 3 -5 -6 -7
|
1864 |
+
leaf_value=-19346127.853047442 -36987586.248570971 9961140.009295281 -50458312.783122405 10093024.516402358 300151884.91547585 -15384141.738116048
|
1865 |
+
leaf_weight=23 28 24 21 34 20 21
|
1866 |
+
leaf_count=23 28 24 21 34 20 21
|
1867 |
+
internal_value=0.00461988 0.00862745 0.00282051 0.00818182 -0.00130435 -0.00591837
|
1868 |
+
internal_weight=171 102 78 55 69 49
|
1869 |
+
internal_count=171 102 78 55 69 49
|
1870 |
+
is_linear=0
|
1871 |
+
shrinkage=0.1
|
1872 |
+
|
1873 |
+
|
1874 |
+
Tree=98
|
1875 |
+
num_leaves=7
|
1876 |
+
num_cat=0
|
1877 |
+
split_feature=14 12 9 13 0 0
|
1878 |
+
split_gain=0.333269 0.558922 0.423981 0.373965 0.385284 0.0291667
|
1879 |
+
threshold=6050484307.5868521 0.11819795042709726 25767239423.875671 0.37734039239676748 22799979229.425007 24152192000.360004
|
1880 |
+
decision_type=2 2 2 2 2 2
|
1881 |
+
left_child=2 -2 3 4 -1 -4
|
1882 |
+
right_child=1 -3 5 -5 -6 -7
|
1883 |
+
leaf_value=638500.78616040666 -138608727.70709309 45932222.720513523 -522643.50098538626 -29465754.58149571 10261339.54553983 -11119052.59901675
|
1884 |
+
leaf_weight=26 25 28 20 24 20 28
|
1885 |
+
leaf_count=26 25 28 20 24 20 28
|
1886 |
+
internal_value=0.0022807 0.00886792 -0.000677968 0.00428571 0.00956522 -0.00791667
|
1887 |
+
internal_weight=171 53 118 70 46 48
|
1888 |
+
internal_count=171 53 118 70 46 48
|
1889 |
+
is_linear=0
|
1890 |
+
shrinkage=0.1
|
1891 |
+
|
1892 |
+
|
1893 |
+
Tree=99
|
1894 |
+
num_leaves=6
|
1895 |
+
num_cat=0
|
1896 |
+
split_feature=4 7 10 8 9
|
1897 |
+
split_gain=0.470492 0.695023 0.303918 0.461847 0.912519
|
1898 |
+
threshold=99247801.765000015 26568778010.31929 258595431.12883338 677306652.18285728 25131057366.417789
|
1899 |
+
decision_type=2 2 2 2 2
|
1900 |
+
left_child=1 -1 -2 4 -4
|
1901 |
+
right_child=2 -3 3 -5 -6
|
1902 |
+
leaf_value=2654440.1966848867 -11586956.458779404 -62449202.176205911 -26519184.554764636 -117729647.67773154 143810466.63782671
|
1903 |
+
leaf_weight=34 28 26 34 23 26
|
1904 |
+
leaf_count=34 28 26 34 23 26
|
1905 |
+
internal_value=0.00286549 0.01 -0.000990993 0.00204819 0.00666666
|
1906 |
+
internal_weight=171 60 111 83 60
|
1907 |
+
internal_count=171 60 111 83 60
|
1908 |
+
is_linear=0
|
1909 |
+
shrinkage=0.1
|
1910 |
+
|
1911 |
+
|
1912 |
+
Tree=100
|
1913 |
+
num_leaves=6
|
1914 |
+
num_cat=0
|
1915 |
+
split_feature=4 7 11 0 14
|
1916 |
+
split_gain=0.73033 0.695023 0.225458 0.237863 0.142857
|
1917 |
+
threshold=99247801.765000015 26568778010.31929 -0.039500195603113568 22393900274.585003 6126795431.769043
|
1918 |
+
decision_type=2 2 2 2 2
|
1919 |
+
left_child=1 -1 3 -2 -4
|
1920 |
+
right_child=2 -3 4 -5 -6
|
1921 |
+
leaf_value=2388996.1770163076 -6431719.5004388569 -56204281.958585441 -16593127.925708685 35883732.062597848 -102234131.39958428
|
1922 |
+
leaf_weight=34 21 26 50 20 20
|
1923 |
+
leaf_count=34 21 26 50 20 20
|
1924 |
+
internal_value=0.00111111 0.01 -0.0036937 0.00219512 -0.00714286
|
1925 |
+
internal_weight=171 60 111 41 70
|
1926 |
+
internal_count=171 60 111 41 70
|
1927 |
+
is_linear=0
|
1928 |
+
shrinkage=0.1
|
1929 |
+
|
1930 |
+
|
1931 |
+
Tree=101
|
1932 |
+
num_leaves=6
|
1933 |
+
num_cat=0
|
1934 |
+
split_feature=4 7 5 6 3
|
1935 |
+
split_gain=0.829587 0.695023 0.271777 0.262083 0.0352941
|
1936 |
+
threshold=99247801.765000015 26568778010.31929 22799979229.425007 200325418.08000001 29348849922.680004
|
1937 |
+
decision_type=2 2 2 2 2
|
1938 |
+
left_child=1 -1 3 -2 -4
|
1939 |
+
right_child=2 -3 4 -5 -6
|
1940 |
+
leaf_value=2150096.5593145862 -6279445.7226992194 -50583853.762727059 -14054176.714595143 40273362.378396608 -11413079.965272069
|
1941 |
+
leaf_weight=34 23 26 48 20 20
|
1942 |
+
leaf_count=34 23 26 48 20 20
|
1943 |
+
internal_value=0.000526313 0.01 -0.0045946 0.0016279 -0.00852941
|
1944 |
+
internal_weight=171 60 111 43 68
|
1945 |
+
internal_count=171 60 111 43 68
|
1946 |
+
is_linear=0
|
1947 |
+
shrinkage=0.1
|
1948 |
+
|
1949 |
+
|
1950 |
+
Tree=102
|
1951 |
+
num_leaves=6
|
1952 |
+
num_cat=0
|
1953 |
+
split_feature=4 7 5 6 3
|
1954 |
+
split_gain=0.829587 0.695023 0.271777 0.262083 0.0352941
|
1955 |
+
threshold=99247801.765000015 26568778010.31929 22799979229.425007 200325418.08000001 29348849922.680004
|
1956 |
+
decision_type=2 2 2 2 2
|
1957 |
+
left_child=1 -1 3 -2 -4
|
1958 |
+
right_child=2 -3 4 -5 -6
|
1959 |
+
leaf_value=1935086.9033831134 -5651501.1504290169 -45525468.386454478 -12648759.043135565 36246026.140557051 -10271771.968744971
|
1960 |
+
leaf_weight=34 23 26 48 20 20
|
1961 |
+
leaf_count=34 23 26 48 20 20
|
1962 |
+
internal_value=0.000526313 0.01 -0.0045946 0.0016279 -0.00852941
|
1963 |
+
internal_weight=171 60 111 43 68
|
1964 |
+
internal_count=171 60 111 43 68
|
1965 |
+
is_linear=0
|
1966 |
+
shrinkage=0.1
|
1967 |
+
|
1968 |
+
|
1969 |
+
Tree=103
|
1970 |
+
num_leaves=6
|
1971 |
+
num_cat=0
|
1972 |
+
split_feature=4 9 9 3 9
|
1973 |
+
split_gain=0.650932 0.833333 0.4 0.226309 0.139843
|
1974 |
+
threshold=99247801.765000015 25672795093.076336 28155425470.819172 28301654376.735004 27708349607.910839
|
1975 |
+
decision_type=2 2 2 2 2
|
1976 |
+
left_child=1 -1 -3 4 -2
|
1977 |
+
right_child=3 2 -4 -5 -6
|
1978 |
+
leaf_value=1448785.2787583778 -69032057.729169503 -35160066.839564145 39951127.351019971 7960745.8049211269 -950161.93164041999
|
1979 |
+
leaf_weight=20 58 20 20 32 21
|
1980 |
+
leaf_count=20 58 20 20 32 21
|
1981 |
+
internal_value=-5.84819e-05 0.00833333 -2.38419e-09 -0.0045946 -0.00746836
|
1982 |
+
internal_weight=171 60 40 111 79
|
1983 |
+
internal_count=171 60 40 111 79
|
1984 |
+
is_linear=0
|
1985 |
+
shrinkage=0.1
|
1986 |
+
|
1987 |
+
|
1988 |
+
Tree=104
|
1989 |
+
num_leaves=7
|
1990 |
+
num_cat=0
|
1991 |
+
split_feature=7 6 6 3 9 1
|
1992 |
+
split_gain=0.354133 0.783372 0.833333 0.43429 0.4 0.0303922
|
1993 |
+
threshold=26045888445.46143 297919121.62000006 128028106.83000001 38952747682.985008 25567815859.884274 214000092.30000004
|
1994 |
+
decision_type=2 2 2 2 2 2
|
1995 |
+
left_child=1 2 4 5 -1 -2
|
1996 |
+
right_child=3 -3 -4 -5 -6 -7
|
1997 |
+
leaf_value=-8708164.9419220705 -117149756.94454733 -22215210.997726217 5591687.4234292321 138844801.77897069 3340670.4073652606 -5305633.5877705142
|
1998 |
+
leaf_weight=20 31 39 20 21 20 20
|
1999 |
+
leaf_count=20 31 39 20 21 20 20
|
2000 |
+
internal_value=0.0022807 0.00616161 0.0133333 -0.00305556 0.005 -0.00803922
|
2001 |
+
internal_weight=171 99 60 72 40 51
|
2002 |
+
internal_count=171 99 60 72 40 51
|
2003 |
+
is_linear=0
|
2004 |
+
shrinkage=0.1
|
2005 |
+
|
2006 |
+
|
2007 |
+
Tree=105
|
2008 |
+
num_leaves=6
|
2009 |
+
num_cat=0
|
2010 |
+
split_feature=4 9 5 14 4
|
2011 |
+
split_gain=0.470492 0.815041 0.370987 0.475682 0.20098
|
2012 |
+
threshold=99247801.765000015 25916562117.437679 22799979229.425007 4136820658.4888349 398681789.11500007
|
2013 |
+
decision_type=2 2 2 2 2
|
2014 |
+
left_child=1 -1 3 -2 -4
|
2015 |
+
right_child=2 -3 4 -5 -6
|
2016 |
+
leaf_value=1645748.2753541821 -31273909.343989041 -2561659.2526465026 -102017166.87989742 10523259.320171516 853751.89735376427
|
2017 |
+
leaf_weight=23 20 37 41 23 27
|
2018 |
+
leaf_count=23 20 37 41 23 27
|
2019 |
+
internal_value=0.00286549 0.01 -0.000990993 0.00627907 -0.00558824
|
2020 |
+
internal_weight=171 60 111 43 68
|
2021 |
+
internal_count=171 60 111 43 68
|
2022 |
+
is_linear=0
|
2023 |
+
shrinkage=0.1
|
2024 |
+
|
2025 |
+
|
2026 |
+
Tree=106
|
2027 |
+
num_leaves=6
|
2028 |
+
num_cat=0
|
2029 |
+
split_feature=8 6 13 12 12
|
2030 |
+
split_gain=0.463469 0.524784 0.831797 0.414064 0.667063
|
2031 |
+
threshold=690053949.32000005 200325418.08000001 0.16831963119499316 -0.087772829679710937 1.8651664338369769
|
2032 |
+
decision_type=2 2 2 2 2
|
2033 |
+
left_child=1 3 -3 -1 -5
|
2034 |
+
right_child=-2 2 -4 4 -6
|
2035 |
+
leaf_value=-15343351.367678929 -39828883.078680672 9845254.1405288205 3515281.1430254192 9320807.4045463949 -8784360.4872660097
|
2036 |
+
leaf_weight=33 30 31 32 24 21
|
2037 |
+
leaf_count=33 30 31 32 24 21
|
2038 |
+
internal_value=0.00461988 0.00702127 0.0138095 0.00153846 0.00777778
|
2039 |
+
internal_weight=171 141 63 78 45
|
2040 |
+
internal_count=171 141 63 78 45
|
2041 |
+
is_linear=0
|
2042 |
+
shrinkage=0.1
|
2043 |
+
|
2044 |
+
|
2045 |
+
Tree=107
|
2046 |
+
num_leaves=6
|
2047 |
+
num_cat=0
|
2048 |
+
split_feature=13 11 0 9 14
|
2049 |
+
split_gain=0.396523 1.09714 0.32444 0.343553 0.452174
|
2050 |
+
threshold=-0.4870118081832483 -0.17811361943008489 25999941834.230003 25767239423.875671 7055654213.5612478
|
2051 |
+
decision_type=2 2 2 2 2
|
2052 |
+
left_child=1 -1 -2 -4 -5
|
2053 |
+
right_child=2 -3 3 4 -6
|
2054 |
+
leaf_value=-40782652.612030856 -26287164.938825488 8090032.5118813757 5768679.5033288747 -9836418.3903906178 136229492.7380766
|
2055 |
+
leaf_weight=25 39 35 26 26 20
|
2056 |
+
leaf_count=25 39 35 26 26 20
|
2057 |
+
internal_value=0.00345029 0.01 -9.00925e-05 0.00388889 -0.00130435
|
2058 |
+
internal_weight=171 60 111 72 46
|
2059 |
+
internal_count=171 60 111 72 46
|
2060 |
+
is_linear=0
|
2061 |
+
shrinkage=0.1
|
2062 |
+
|
2063 |
+
|
2064 |
+
Tree=108
|
2065 |
+
num_leaves=6
|
2066 |
+
num_cat=0
|
2067 |
+
split_feature=7 5 8 14 0
|
2068 |
+
split_gain=0.365243 0.508547 0.414763 0.214405 0.025
|
2069 |
+
threshold=26168214774.950718 24640700850.710003 327329525.77928573 7849713933.8489294 27913693240.480003
|
2070 |
+
decision_type=2 2 2 2 2
|
2071 |
+
left_child=1 2 -1 4 -2
|
2072 |
+
right_child=3 -3 -4 -5 -6
|
2073 |
+
leaf_value=6157423.1128846509 -70394463.141368315 2736414.0800103713 -30510096.3277926 28556315.554712296 -30383880.331189871
|
2074 |
+
leaf_weight=31 20 39 32 29 20
|
2075 |
+
leaf_count=31 20 39 32 29 20
|
2076 |
+
internal_value=0.00286549 0.00666666 0.00111111 -0.00275363 -0.0075
|
2077 |
+
internal_weight=171 102 63 69 40
|
2078 |
+
internal_count=171 102 63 69 40
|
2079 |
+
is_linear=0
|
2080 |
+
shrinkage=0.1
|
2081 |
+
|
2082 |
+
|
2083 |
+
Tree=109
|
2084 |
+
num_leaves=6
|
2085 |
+
num_cat=0
|
2086 |
+
split_feature=8 8 5 13 5
|
2087 |
+
split_gain=0.37239 0.543243 0.449346 0.916667 0.204545
|
2088 |
+
threshold=690053949.32000005 392349343.50285721 26232830288.085003 0.45203642796864901 22799979229.425007
|
2089 |
+
decision_type=2 2 2 2 2
|
2090 |
+
left_child=1 2 3 4 -1
|
2091 |
+
right_child=-2 -3 -4 -5 -6
|
2092 |
+
leaf_value=5741884.496453613 -33062656.308751419 6705148.4972095154 -79004067.598650828 -33775059.887948386 2111723.9747224511
|
2093 |
+
leaf_weight=22 30 39 36 22 22
|
2094 |
+
leaf_count=22 30 39 36 22 22
|
2095 |
+
internal_value=0.00345029 0.00560283 0.0017647 0.00666666 0.015
|
2096 |
+
internal_weight=171 141 102 66 44
|
2097 |
+
internal_count=171 141 102 66 44
|
2098 |
+
is_linear=0
|
2099 |
+
shrinkage=0.1
|
2100 |
+
|
2101 |
+
|
2102 |
+
Tree=110
|
2103 |
+
num_leaves=6
|
2104 |
+
num_cat=0
|
2105 |
+
split_feature=8 6 13 5 11
|
2106 |
+
split_gain=0.495215 0.393746 0.672043 0.55637 0.109091
|
2107 |
+
threshold=677306652.18285728 200325418.08000001 0.16831963119499316 23938681337.570004 -0.019119580455521864
|
2108 |
+
decision_type=2 2 2 2 2
|
2109 |
+
left_child=1 3 -3 -1 -5
|
2110 |
+
right_child=-2 2 -4 4 -6
|
2111 |
+
leaf_value=4537099.258024551 -23643121.214474551 6722637.8065106487 2169375.6855338081 395232.41183550959 -94675942.415966243
|
2112 |
+
leaf_weight=32 33 30 32 20 24
|
2113 |
+
leaf_count=32 33 30 32 20 24
|
2114 |
+
internal_value=0.00403509 0.00666666 0.0125806 0.0018421 -0.00545455
|
2115 |
+
internal_weight=171 138 62 76 44
|
2116 |
+
internal_count=171 138 62 76 44
|
2117 |
+
is_linear=0
|
2118 |
+
shrinkage=0.1
|
2119 |
+
|
2120 |
+
|
2121 |
+
Tree=111
|
2122 |
+
num_leaves=6
|
2123 |
+
num_cat=0
|
2124 |
+
split_feature=8 14 8 6 12
|
2125 |
+
split_gain=0.564502 0.46656 0.596821 0.528169 0.660934
|
2126 |
+
threshold=690053949.32000005 2862709172.586905 440909322.99285716 297919121.62000006 1.0000000180025095e-35
|
2127 |
+
decision_type=2 2 2 2 2
|
2128 |
+
left_child=1 -1 3 4 -3
|
2129 |
+
right_child=-2 2 -4 -5 -6
|
2130 |
+
leaf_value=5961789.7496698983 -27392078.556429029 -19906730.962146621 182958960.3271625 -167427927.91217291 7618813.1708393442
|
2131 |
+
leaf_weight=22 30 32 23 25 39
|
2132 |
+
leaf_count=22 30 32 23 25 39
|
2133 |
+
internal_value=0.00578947 0.00843971 0.00596638 0.0025 0.00690141
|
2134 |
+
internal_weight=171 141 119 96 71
|
2135 |
+
internal_count=171 141 119 96 71
|
2136 |
+
is_linear=0
|
2137 |
+
shrinkage=0.1
|
2138 |
+
|
2139 |
+
|
2140 |
+
Tree=112
|
2141 |
+
num_leaves=6
|
2142 |
+
num_cat=0
|
2143 |
+
split_feature=7 8 13 5 11
|
2144 |
+
split_gain=0.51727 1.22992 0.851583 0.37111 0.176016
|
2145 |
+
threshold=25489518921.925716 404071544.68500006 -0.39829390802383158 23938681337.570004 -0.030774267500172755
|
2146 |
+
decision_type=2 2 2 2 2
|
2147 |
+
left_child=1 2 -1 -2 -5
|
2148 |
+
right_child=3 -3 -4 4 -6
|
2149 |
+
leaf_value=7132369.7071303343 23853467.777636912 -16792946.677707683 3087779.5388205661 -49250.508282962284 -52824606.43324244
|
2150 |
+
leaf_weight=27 20 31 26 29 38
|
2151 |
+
leaf_count=27 20 31 26 29 38
|
2152 |
+
internal_value=0.00345029 0.00904762 0.0183019 -0.00195403 -0.00552239
|
2153 |
+
internal_weight=171 84 53 87 67
|
2154 |
+
internal_count=171 84 53 87 67
|
2155 |
+
is_linear=0
|
2156 |
+
shrinkage=0.1
|
2157 |
+
|
2158 |
+
|
2159 |
+
Tree=113
|
2160 |
+
num_leaves=7
|
2161 |
+
num_cat=0
|
2162 |
+
split_feature=11 9 11 5 5 6
|
2163 |
+
split_gain=0.680007 0.793988 0.622294 0.40744 0.4 0.0321429
|
2164 |
+
threshold=-0.012928288935180996 25916562117.437679 -0.1545024979142455 23224254341.910004 20991617932.610004 357587842.7100001
|
2165 |
+
decision_type=2 2 2 2 2 2
|
2166 |
+
left_child=1 -1 -3 4 -2 -5
|
2167 |
+
right_child=3 2 -4 5 -6 -7
|
2168 |
+
leaf_value=7096329.6465440067 -42972590.343211114 -83670918.899476349 5125890.6422014497 -18167920.752096277 7484056.1996320998 -9606139.7933331933
|
2169 |
+
leaf_weight=31 20 23 21 36 20 20
|
2170 |
+
leaf_count=31 20 23 21 36 20 20
|
2171 |
+
internal_value=0.00286549 0.01 0.00136363 -0.00270834 0.005 -0.00821429
|
2172 |
+
internal_weight=171 75 44 96 40 56
|
2173 |
+
internal_count=171 75 44 96 40 56
|
2174 |
+
is_linear=0
|
2175 |
+
shrinkage=0.1
|
2176 |
+
|
2177 |
+
|
2178 |
+
Tree=114
|
2179 |
+
num_leaves=6
|
2180 |
+
num_cat=0
|
2181 |
+
split_feature=11 5 11 5 2
|
2182 |
+
split_gain=0.602113 0.509394 0.875758 0.484119 0.39982
|
2183 |
+
threshold=-0.012928288935180996 22799979229.425007 -0.12900999871946381 25796135704.695004 70.935039297810761
|
2184 |
+
decision_type=2 2 2 2 2
|
2185 |
+
left_child=1 -1 -3 4 -2
|
2186 |
+
right_child=3 2 -4 -5 -6
|
2187 |
+
leaf_value=2702823.347710974 -18625397.59539957 -7440432.1022787215 103596112.46184359 -15935966.371952772 3595420.1255071657
|
2188 |
+
leaf_weight=20 23 33 22 35 38
|
2189 |
+
leaf_count=20 23 33 22 35 38
|
2190 |
+
internal_value=0.00461988 0.0113333 0.00636363 -0.000625002 0.0047541
|
2191 |
+
internal_weight=171 75 55 96 61
|
2192 |
+
internal_count=171 75 55 96 61
|
2193 |
+
is_linear=0
|
2194 |
+
shrinkage=0.1
|
2195 |
+
|
2196 |
+
|
2197 |
+
Tree=115
|
2198 |
+
num_leaves=6
|
2199 |
+
num_cat=0
|
2200 |
+
split_feature=11 6 10 10 0
|
2201 |
+
split_gain=0.454936 0.877774 0.398724 0.250753 0.124822
|
2202 |
+
threshold=-0.10748693565256921 88951852.520000026 303572120.6746667 229694702.618 26752929850.385006
|
2203 |
+
decision_type=2 2 2 2 2
|
2204 |
+
left_child=1 -1 3 -2 -4
|
2205 |
+
right_child=2 -3 4 -5 -6
|
2206 |
+
leaf_value=-110810545.02113457 -5831850.237541303 3407689.7445076182 -10453322.549599839 204579996.69294381 -5250441.2012890512
|
2207 |
+
leaf_weight=22 23 29 39 21 37
|
2208 |
+
leaf_count=22 23 29 39 21 37
|
2209 |
+
internal_value=0.0016959 0.00960784 -0.00166667 0.00590909 -0.00605263
|
2210 |
+
internal_weight=171 51 120 44 76
|
2211 |
+
internal_count=171 51 120 44 76
|
2212 |
+
is_linear=0
|
2213 |
+
shrinkage=0.1
|
2214 |
+
|
2215 |
+
|
2216 |
+
Tree=116
|
2217 |
+
num_leaves=6
|
2218 |
+
num_cat=0
|
2219 |
+
split_feature=1 3 7 6 9
|
2220 |
+
split_gain=0.422406 0.477754 0.503113 0.143246 0.0685805
|
2221 |
+
threshold=34886977.030000009 27460334882.830006 28639117904.184288 69035868.910000011 25245251627.85667
|
2222 |
+
decision_type=2 2 2 2 2
|
2223 |
+
left_child=-1 3 -3 -2 -5
|
2224 |
+
right_child=1 2 -4 4 -6
|
2225 |
+
leaf_value=1993522.2342233066 -1452342.2943821598 12145821.844435256 -53691998.928613141 -7822402.8846689202 -13980036.681284873
|
2226 |
+
leaf_weight=21 27 27 20 33 43
|
2227 |
+
leaf_count=21 27 27 20 33 43
|
2228 |
+
internal_value=0.000526313 -0.00133334 0.00702127 -0.00514563 -0.00736842
|
2229 |
+
internal_weight=171 150 47 103 76
|
2230 |
+
internal_count=171 150 47 103 76
|
2231 |
+
is_linear=0
|
2232 |
+
shrinkage=0.1
|
2233 |
+
|
2234 |
+
|
2235 |
+
end of trees
|
2236 |
+
|
2237 |
+
feature_importances:
|
2238 |
+
Column_0=68
|
2239 |
+
Column_4=55
|
2240 |
+
Column_6=54
|
2241 |
+
Column_5=51
|
2242 |
+
Column_14=44
|
2243 |
+
Column_3=41
|
2244 |
+
Column_7=37
|
2245 |
+
Column_9=36
|
2246 |
+
Column_11=30
|
2247 |
+
Column_8=28
|
2248 |
+
Column_1=27
|
2249 |
+
Column_2=24
|
2250 |
+
Column_12=21
|
2251 |
+
Column_10=17
|
2252 |
+
Column_13=10
|
2253 |
+
|
2254 |
+
parameters:
|
2255 |
+
[boosting: gbdt]
|
2256 |
+
[objective: quantile]
|
2257 |
+
[metric: quantile]
|
2258 |
+
[tree_learner: serial]
|
2259 |
+
[device_type: cpu]
|
2260 |
+
[data_sample_strategy: bagging]
|
2261 |
+
[data: ]
|
2262 |
+
[valid: ]
|
2263 |
+
[num_iterations: 2000]
|
2264 |
+
[learning_rate: 0.1]
|
2265 |
+
[num_leaves: 31]
|
2266 |
+
[num_threads: 0]
|
2267 |
+
[seed: 0]
|
2268 |
+
[deterministic: 0]
|
2269 |
+
[force_col_wise: 0]
|
2270 |
+
[force_row_wise: 0]
|
2271 |
+
[histogram_pool_size: -1]
|
2272 |
+
[max_depth: -1]
|
2273 |
+
[min_data_in_leaf: 20]
|
2274 |
+
[min_sum_hessian_in_leaf: 0.001]
|
2275 |
+
[bagging_fraction: 1]
|
2276 |
+
[pos_bagging_fraction: 1]
|
2277 |
+
[neg_bagging_fraction: 1]
|
2278 |
+
[bagging_freq: 0]
|
2279 |
+
[bagging_seed: 3]
|
2280 |
+
[bagging_by_query: 0]
|
2281 |
+
[feature_fraction: 1]
|
2282 |
+
[feature_fraction_bynode: 1]
|
2283 |
+
[feature_fraction_seed: 2]
|
2284 |
+
[extra_trees: 0]
|
2285 |
+
[extra_seed: 6]
|
2286 |
+
[early_stopping_round: 0]
|
2287 |
+
[early_stopping_min_delta: 0]
|
2288 |
+
[first_metric_only: 0]
|
2289 |
+
[max_delta_step: 0]
|
2290 |
+
[lambda_l1: 0]
|
2291 |
+
[lambda_l2: 0]
|
2292 |
+
[linear_lambda: 0]
|
2293 |
+
[min_gain_to_split: 0]
|
2294 |
+
[drop_rate: 0.1]
|
2295 |
+
[max_drop: 50]
|
2296 |
+
[skip_drop: 0.5]
|
2297 |
+
[xgboost_dart_mode: 0]
|
2298 |
+
[uniform_drop: 0]
|
2299 |
+
[drop_seed: 4]
|
2300 |
+
[top_rate: 0.2]
|
2301 |
+
[other_rate: 0.1]
|
2302 |
+
[min_data_per_group: 100]
|
2303 |
+
[max_cat_threshold: 32]
|
2304 |
+
[cat_l2: 10]
|
2305 |
+
[cat_smooth: 10]
|
2306 |
+
[max_cat_to_onehot: 4]
|
2307 |
+
[top_k: 20]
|
2308 |
+
[monotone_constraints: ]
|
2309 |
+
[monotone_constraints_method: basic]
|
2310 |
+
[monotone_penalty: 0]
|
2311 |
+
[feature_contri: ]
|
2312 |
+
[forcedsplits_filename: ]
|
2313 |
+
[refit_decay_rate: 0.9]
|
2314 |
+
[cegb_tradeoff: 1]
|
2315 |
+
[cegb_penalty_split: 0]
|
2316 |
+
[cegb_penalty_feature_lazy: ]
|
2317 |
+
[cegb_penalty_feature_coupled: ]
|
2318 |
+
[path_smooth: 0]
|
2319 |
+
[interaction_constraints: ]
|
2320 |
+
[verbosity: 1]
|
2321 |
+
[saved_feature_importance_type: 0]
|
2322 |
+
[use_quantized_grad: 0]
|
2323 |
+
[num_grad_quant_bins: 4]
|
2324 |
+
[quant_train_renew_leaf: 0]
|
2325 |
+
[stochastic_rounding: 1]
|
2326 |
+
[linear_tree: 0]
|
2327 |
+
[max_bin: 255]
|
2328 |
+
[max_bin_by_feature: ]
|
2329 |
+
[min_data_in_bin: 3]
|
2330 |
+
[bin_construct_sample_cnt: 200000]
|
2331 |
+
[data_random_seed: 1]
|
2332 |
+
[is_enable_sparse: 1]
|
2333 |
+
[enable_bundle: 1]
|
2334 |
+
[use_missing: 1]
|
2335 |
+
[zero_as_missing: 0]
|
2336 |
+
[feature_pre_filter: 1]
|
2337 |
+
[pre_partition: 0]
|
2338 |
+
[two_round: 0]
|
2339 |
+
[header: 0]
|
2340 |
+
[label_column: ]
|
2341 |
+
[weight_column: ]
|
2342 |
+
[group_column: ]
|
2343 |
+
[ignore_column: ]
|
2344 |
+
[categorical_feature: ]
|
2345 |
+
[forcedbins_filename: ]
|
2346 |
+
[precise_float_parser: 0]
|
2347 |
+
[parser_config_file: ]
|
2348 |
+
[objective_seed: 5]
|
2349 |
+
[num_class: 1]
|
2350 |
+
[is_unbalance: 0]
|
2351 |
+
[scale_pos_weight: 1]
|
2352 |
+
[sigmoid: 1]
|
2353 |
+
[boost_from_average: 1]
|
2354 |
+
[reg_sqrt: 0]
|
2355 |
+
[alpha: 0.9]
|
2356 |
+
[fair_c: 1]
|
2357 |
+
[poisson_max_delta_step: 0.7]
|
2358 |
+
[tweedie_variance_power: 1.5]
|
2359 |
+
[lambdarank_truncation_level: 30]
|
2360 |
+
[lambdarank_norm: 1]
|
2361 |
+
[label_gain: ]
|
2362 |
+
[lambdarank_position_bias_regularization: 0]
|
2363 |
+
[eval_at: ]
|
2364 |
+
[multi_error_top_k: 1]
|
2365 |
+
[auc_mu_weights: ]
|
2366 |
+
[num_machines: 1]
|
2367 |
+
[local_listen_port: 12400]
|
2368 |
+
[time_out: 120]
|
2369 |
+
[machine_list_filename: ]
|
2370 |
+
[machines: ]
|
2371 |
+
[gpu_platform_id: -1]
|
2372 |
+
[gpu_device_id: -1]
|
2373 |
+
[gpu_use_dp: 0]
|
2374 |
+
[num_gpu: 1]
|
2375 |
+
|
2376 |
+
end of parameters
|
2377 |
+
|
2378 |
+
pandas_categorical:null
|
xgb_next_day_fails_model.joblib
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:876fa3c0d590477ee0b61f43a24ed0124982d8b8a64ea06e76a92958bc6b7b3a
|
3 |
+
size 149055
|