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metrics.json

@@ -1,48 +1,52 @@
 {
   "logistic": {
-    "brier_score": 0.08920901915128511,
-    "log_loss": 0.3053962114314728,
-    "roc_auc": 0.7490234328711932,
-    "calibration_error": 0.03710409460937539
+    "brier_score": 0.08716956742275346,
+    "log_loss": 0.300619906577368,
+    "roc_auc": 0.7542150807240704
   },
   "xgboost": {
-    "brier_score": 0.0370610801956924,
-    "log_loss": 0.11333063201033815,
-    "roc_auc": 0.9787274854840622,
-    "calibration_error": 0.009772520938031885
+    "brier_score": 0.05365819082340809,
+    "log_loss": 0.17701230027272652,
+    "roc_auc": 0.9391083809379915
   },
   "config": {
     "n_estimators": 100,
     "max_depth": 3,
     "learning_rate": 0.1,
     "calibration_method": "isotonic",
-    "n_features": 34,
+    "n_features": 41,
     "feature_names": [
-      "distance_to_goal",
-      "shot_angle",
+      "season_id",
+      "period",
+      "minute",
+      "second",
       "location_x",
       "location_y",
       "end_location_x",
       "end_location_y",
-      "period",
-      "minute",
+      "shot_outcome",
+      "distance_to_goal",
+      "shot_angle",
       "is_first_time",
       "shot_body_part_Head",
       "shot_body_part_Left Foot",
       "shot_body_part_Other",
       "shot_body_part_Right Foot",
+      "shot_body_part_Unknown",
       "shot_technique_Backheel",
       "shot_technique_Diving Header",
       "shot_technique_Half Volley",
       "shot_technique_Lob",
       "shot_technique_Normal",
       "shot_technique_Overhead Kick",
+      "shot_technique_Unknown",
       "shot_technique_Volley",
       "shot_type_Corner",
       "shot_type_Free Kick",
       "shot_type_Kick Off",
       "shot_type_Open Play",
       "shot_type_Penalty",
+      "shot_type_Shot",
       "play_pattern_From Corner",
       "play_pattern_From Counter",
       "play_pattern_From Free Kick",
@@ -51,9 +55,16 @@
       "play_pattern_From Kick Off",
       "play_pattern_From Throw In",
       "play_pattern_Other",
-      "play_pattern_Regular Play"
+      "play_pattern_Regular Play",
+      "play_pattern_Unknown"
     ],
-    "n_train": 70399,
-    "n_test": 17600
-  }
+    "n_train": 104861,
+    "n_test": 26216
+  },
+  "elapsed_seconds": 6.001591481268406,
+  "rate_usd_per_hour": 0.01,
+  "estimated_cost_usd": 1.6671087447967796e-05,
+  "workflow_id": "wf-xg-v1",
+  "workflow_phase": "training",
+  "row_count": 131077
 }