Upload run run_20260126T065735Z_4e6f3682

runs/run_20260126T065735Z_4e6f3682/metadata.json

@@ -0,0 +1,88 @@
+{
+  "artifact_version": 8,
+  "best_params": {
+    "clf__C": 0.054502936945582565,
+    "clf__class_weight": "balanced",
+    "clf__l1_ratio": 0.7851759613930136
+  },
+  "cfg": {
+    "artifact_version": 8,
+    "cv_splits": 5,
+    "direction": "maximize",
+    "holdout_size": 0.2,
+    "model_type": "lr",
+    "n_trials": 10,
+    "primary_metric": "average_precision",
+    "seed": 42,
+    "target_col": "churn",
+    "threshold": 0.8815757991162191
+  },
+  "created_at_utc": "2026-01-26T06:57:35.536555+00:00",
+  "feature_names": [
+    "num__tenure",
+    "num__monthly_charges",
+    "num__total_charges",
+    "num__charges_per_month",
+    "num__charges_ratio",
+    "num__addon_service_ratio",
+    "num__num_services",
+    "num__num_addon_services",
+    "cat__gender_id_0.0",
+    "cat__gender_id_1.0",
+    "cat__multiple_lines_id_0.0",
+    "cat__multiple_lines_id_1.0",
+    "cat__multiple_lines_id_2.0",
+    "cat__internet_service_id_0.0",
+    "cat__internet_service_id_1.0",
+    "cat__internet_service_id_2.0",
+    "cat__online_security_id_0.0",
+    "cat__online_security_id_1.0",
+    "cat__online_security_id_2.0",
+    "cat__online_backup_id_0.0",
+    "cat__online_backup_id_1.0",
+    "cat__online_backup_id_2.0",
+    "cat__device_protection_id_0.0",
+    "cat__device_protection_id_1.0",
+    "cat__device_protection_id_2.0",
+    "cat__tech_support_id_0.0",
+    "cat__tech_support_id_1.0",
+    "cat__tech_support_id_2.0",
+    "cat__streaming_tv_id_0.0",
+    "cat__streaming_tv_id_1.0",
+    "cat__streaming_tv_id_2.0",
+    "cat__streaming_movies_id_0.0",
+    "cat__streaming_movies_id_1.0",
+    "cat__streaming_movies_id_2.0",
+    "cat__payment_method_id_0.0",
+    "cat__payment_method_id_1.0",
+    "cat__payment_method_id_2.0",
+    "cat__payment_method_id_3.0",
+    "cat__tenure_bucket_id_0.0",
+    "cat__tenure_bucket_id_1.0",
+    "cat__tenure_bucket_id_2.0",
+    "cat__tenure_bucket_id_3.0",
+    "cat__tenure_bucket_id_4.0",
+    "cat__contract_term_months_1.0",
+    "cat__contract_term_months_12.0",
+    "cat__contract_term_months_24.0",
+    "bin__senior_citizen",
+    "bin__partner_id",
+    "bin__dependents_id",
+    "bin__phone_service_id",
+    "bin__paperless_billing_id",
+    "bin__short_tenure",
+    "bin__long_tenure",
+    "bin__is_month_to_month",
+    "bin__has_fiber",
+    "bin__no_internet",
+    "bin__high_monthly_charges",
+    "bin__security_bundle",
+    "bin__tech_bundle"
+  ],
+  "model_type": "lr",
+  "optuna_version": "4.7.0",
+  "platform": "Linux-6.6.99-08879-gd6e365e8de4e-x86_64-with-glibc2.36",
+  "python": "3.11.2",
+  "run_id": "run_20260126T065735Z_4e6f3682",
+  "sklearn_version": "1.8.0"
+}

runs/run_20260126T065735Z_4e6f3682/metrics.json

@@ -0,0 +1,96 @@
+{
+  "artifact_version": 8,
+  "cv": {
+    "best_params": {
+      "clf__C": 0.054502936945582565,
+      "clf__class_weight": "balanced",
+      "clf__l1_ratio": 0.7851759613930136
+    },
+    "best_trial_number": 6,
+    "best_value": 0.656225059619822,
+    "direction": "maximize",
+    "metrics": {
+      "average_precision": {
+        "mean": 0.656225059619822,
+        "per_fold": [
+          0.6567152874266651,
+          0.608349553599449,
+          0.661433968101077,
+          0.7020673910217817,
+          0.6525590979501374
+        ],
+        "std": 0.03329562940877588
+      },
+      "f1": {
+        "mean": 0.6267362828002175,
+        "per_fold": [
+          0.6458333333333334,
+          0.6233766233766234,
+          0.6301369863013698,
+          0.62,
+          0.6143344709897611
+        ],
+        "std": 0.01211127446799218
+      },
+      "neg_brier": {
+        "mean": -0.16223907860709896,
+        "per_fold": [
+          -0.1518120572874541,
+          -0.1665976344008636,
+          -0.1607108103025515,
+          -0.1629846397278517,
+          -0.16909025131677394
+        ],
+        "std": 0.006662390995373686
+      },
+      "precision": {
+        "mean": 0.5260293962760958,
+        "per_fold": [
+          0.5535714285714286,
+          0.5106382978723404,
+          0.5348837209302325,
+          0.5138121546961326,
+          0.5172413793103449
+        ],
+        "std": 0.01803010504770839
+      },
+      "recall": {
+        "mean": 0.7758963585434173,
+        "per_fold": [
+          0.775,
+          0.8,
+          0.7666666666666667,
+          0.7815126050420168,
+          0.7563025210084033
+        ],
+        "std": 0.0164502043781161
+      },
+      "roc_auc": {
+        "mean": 0.8475279265784865,
+        "per_fold": [
+          0.8551359516616315,
+          0.8400302114803626,
+          0.8520015105740181,
+          0.858666125060296,
+          0.8318058341161239
+        ],
+        "std": 0.011240044349765032
+      }
+    },
+    "n_trials": 10
+  },
+  "direction": "maximize",
+  "holdout": {
+    "average_precision": 0.6925952008614539,
+    "f1": 0.2905027932960894,
+    "neg_brier": -0.15959688173154424,
+    "precision": 0.896551724137931,
+    "recall": 0.17333333333333334,
+    "roc_auc": 0.85573268921095
+  },
+  "model_type": "lr",
+  "primary_metric": "average_precision",
+  "primary_value": 0.6925952008614539,
+  "run_id": "run_20260126T065735Z_4e6f3682",
+  "threshold": 0.8815757991162191
+}

runs/run_20260126T065735Z_4e6f3682/model.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:551db58ac068277778f0e105bfc3b340b14549ccecc004caac2e0b73fb43cae4
+size 10257