priority_metrics [results]

.gitattributes

@@ -38,3 +38,5 @@ data/raw/priority_dataset.csv filter=lfs diff=lfs merge=lfs -text
 results/plots/decision_tree.png filter=lfs diff=lfs merge=lfs -text
 results/plots/feature_importance.png filter=lfs diff=lfs merge=lfs -text
 results/plots/shap_selector_xgb.png filter=lfs diff=lfs merge=lfs -text
+results/plots/priority_diagnostics.png filter=lfs diff=lfs merge=lfs -text
+results/plots/shap_summary.png filter=lfs diff=lfs merge=lfs -text

results/priority_metrics.json

@@ -0,0 +1,46 @@
+{
+  "model": "GradientBoostingRegressor",
+  "n_train": 40000,
+  "n_test": 10000,
+  "n_features": 39,
+  "test": {
+    "r2": 0.615673123814312,
+    "explained_variance": 0.6156744779220631,
+    "mae": 0.03124125294879791,
+    "median_abs_err": 0.0037099547377237863,
+    "rmse": 0.0587343981843648,
+    "mape": 0.03967715128882037,
+    "max_error": 0.2639189537954676,
+    "pearson_r": 0.7847373057824593,
+    "pearson_p": 0.0,
+    "spearman_rho": 0.8603334579766417,
+    "spearman_p": 0.0
+  },
+  "residuals": {
+    "mean": -0.00011024750181028402,
+    "std": 0.05873429471414345,
+    "p05": -0.15415690752947556,
+    "p50": 0.0007553654336455162,
+    "p95": 0.08713281852531708
+  },
+  "cv": {
+    "r2_mean": 0.6115895982050594,
+    "r2_std": 0.005710831815521744,
+    "r2_folds": [
+      0.6038061477968213,
+      0.6203839424374835,
+      0.6084519167965847,
+      0.6152062988779541,
+      0.6100996851164535
+    ],
+    "mae_mean": 0.031637590104193695,
+    "mae_std": 0.0007160417871140501,
+    "mae_folds": [
+      0.03263432073873417,
+      0.03119700519248509,
+      0.03237226417438908,
+      0.03103179285564631,
+      0.030952567559713852
+    ]
+  }
+}