Upload regression/resolution_predictor_latest_metrics.json

regression/resolution_predictor_latest_metrics.json

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+{
+  "train_mae": 0.033842620053364816,
+  "train_rmse": 0.05999643277249551,
+  "train_r2": 0.9951927468810121,
+  "test_mae": 0.5430835973130717,
+  "test_rmse": 0.6880942957660562,
+  "test_r2": 0.6453455680106529,
+  "n_samples": 922,
+  "n_features": 46,
+  "ensemble_size": 2,
+  "xgb_test_mae": 0.566264952927633,
+  "xgb_test_r2": 0.6102762646087907,
+  "gb_test_mae": 0.5288171023313786,
+  "gb_test_r2": 0.6628572876487608,
+  "feature_importance": {
+    "severity_score": 0.1671241420859575,
+    "high_keyword_count": 0.1444176069990971,
+    "avg_resolution_by_category": 0.11653373620312313,
+    "root_cause_length": 0.11094152817501839,
+    "avg_word_length": 0.08963105364350873,
+    "root_cause_quality": 0.052643122868102396,
+    "text_complexity": 0.03983591423329411,
+    "action_taken_length": 0.032864379382414655,
+    "report_length": 0.03119707754426197,
+    "action_completeness": 0.027086963461704062,
+    "airline_encoded": 0.024707909080662893,
+    "sin_day_of_year": 0.020134918705954352,
+    "area_encoded": 0.019310895026494093,
+    "cos_day_of_year": 0.016566357729739644,
+    "report_word_count": 0.014045223702935546,
+    "category_encoded": 0.008778259381936935,
+    "sin_day_of_week": 0.0075152240268111245,
+    "cos_week_of_year": 0.0074734459589682455,
+    "week_of_year": 0.006171846567811355,
+    "cos_day_of_week": 0.006031414248061081,
+    "category_frequency": 0.005586942151271651,
+    "day_of_week": 0.005331501382868226,
+    "critical_keyword_count": 0.004384893740564468,
+    "sin_week_of_year": 0.004252830291331567,
+    "cos_month": 0.003699887264847015,
+    "medium_keyword_count": 0.0036315271324902725,
+    "sin_month": 0.0035361841720745195,
+    "avg_resolution_by_branch": 0.0033466675310817235,
+    "urgency_score": 0.0031932755802702027,
+    "report_sentence_count": 0.002935498107578177,
+    "sentiment_score": 0.0024831089130153403,
+    "branch_encoded": 0.002294307750715803,
+    "is_month_end": 0.0021407055283771516,
+    "is_complaint": 0.001761079043962642,
+    "is_month_start": 0.001740106532435698,
+    "month": 0.0015980023960563516,
+    "hub_encoded": 0.0011051796828476985,
+    "branch_frequency": 0.0010475487843909187,
+    "avg_resolution_by_hub": 0.0008239955430343609,
+    "has_photos": 0.0006369706223107516,
+    "quarter": 0.0005996507561943928,
+    "is_weekend": 0.0005170355937784889,
+    "has_root_cause": 0.00020654541132933627,
+    "is_quarter_start": 0.00011072820811329823,
+    "is_quarter_end": 2.4473142712922823e-05,
+    "has_action_taken": 3.357104898116763e-07
+  },
+  "cv_mae_mean": 0.44626877951668076,
+  "cv_mae_std": 0.06977724750638589
+}