Upload rf_gaia_cluster_teff_corrected_20251208_092934_SUMMARY.txt with huggingface_hub
Browse files
rf_gaia_cluster_teff_corrected_20251208_092934_SUMMARY.txt
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Model: Gaia + Clustering → Corrected Teff
|
| 2 |
+
================================================================================
|
| 3 |
+
|
| 4 |
+
Model ID: rf_gaia_cluster_teff_corrected_20251208_092934
|
| 5 |
+
Timestamp: 20251208_092934
|
| 6 |
+
Description: Corrected temperature prediction using Gaia colors plus clustering features
|
| 7 |
+
|
| 8 |
+
Data Source: gaia_all_colors_teff_corrected_with_logg.parquet
|
| 9 |
+
Target: teff_gaia_corrected
|
| 10 |
+
Features: 11
|
| 11 |
+
|
| 12 |
+
TRAIN SET PERFORMANCE:
|
| 13 |
+
MAE: 546.2 K
|
| 14 |
+
RMSE: 1041.5 K
|
| 15 |
+
R²: 0.7298
|
| 16 |
+
Within 10%: 68.7%
|
| 17 |
+
|
| 18 |
+
TEST SET PERFORMANCE:
|
| 19 |
+
MAE: 609.6 K
|
| 20 |
+
RMSE: 1170.9 K
|
| 21 |
+
R²: 0.6535
|
| 22 |
+
Within 10%: 65.6%
|
| 23 |
+
|
| 24 |
+
TOP 10 FEATURES:
|
| 25 |
+
1. bp_rp 0.2048
|
| 26 |
+
2. g_bp 0.1762
|
| 27 |
+
3. cluster_prob_2 0.1295
|
| 28 |
+
4. g_rp 0.1254
|
| 29 |
+
5. bp 0.1024
|
| 30 |
+
6. g 0.0777
|
| 31 |
+
7. rp 0.0502
|
| 32 |
+
8. cluster_prob_3 0.0434
|
| 33 |
+
9. cluster_prob_1 0.0414
|
| 34 |
+
10. cluster_prob_4 0.0297
|