Hugging Face's logo

Carson-Shively
/
telco-churn

Joblib
Model card Files
xet
Community
Carson-Shively commited on
Commit
d046d44
·
verified ·
1 Parent(s): 15ae2c2

Upload run run_20260116T010554Z_d484b69a

Browse files
Files changed (3) hide show
  1. runs/run_20260116T010554Z_d484b69a/metadata.json +98 -0
  2. runs/run_20260116T010554Z_d484b69a/metrics.json +105 -0
  3. runs/run_20260116T010554Z_d484b69a/model.joblib +3 -0
runs/run_20260116T010554Z_d484b69a/metadata.json ADDED
@@ -0,0 +1,98 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifact_version": 6,
3
+ "best_params": {
4
+ "clf__colsample_bytree": 0.80088149124131,
5
+ "clf__gamma": 4.760779635005309,
6
+ "clf__grow_policy": "depthwise",
7
+ "clf__learning_rate": 0.051102976489904535,
8
+ "clf__max_depth": 5,
9
+ "clf__max_leaves": 39,
10
+ "clf__min_child_weight": 7.828894172345898,
11
+ "clf__n_estimators": 1085,
12
+ "clf__reg_alpha": 0.22955416363963513,
13
+ "clf__reg_lambda": 0.005403559626224969,
14
+ "clf__scale_pos_weight": 1.9851954019655174,
15
+ "clf__subsample": 0.8191306305043119
16
+ },
17
+ "cfg": {
18
+ "cv_splits": 5,
19
+ "direction": "maximize",
20
+ "holdout_size": 0.2,
21
+ "n_trials": 50,
22
+ "primary_metric": "average_precision",
23
+ "repo_id": "Carson-Shively/telco-churn",
24
+ "revision": "main",
25
+ "seed": 42,
26
+ "target_col": "churn",
27
+ "threshold": 0.8745682239532471,
28
+ "train_hf_path": "data/gold/train.parquet"
29
+ },
30
+ "created_at_utc": "2026-01-16T01:07:09.601630+00:00",
31
+ "feature_names": [
32
+ "num__tenure",
33
+ "num__monthly_charges",
34
+ "num__total_charges",
35
+ "num__charges_per_month",
36
+ "num__charges_ratio",
37
+ "num__addon_service_ratio",
38
+ "num__num_services",
39
+ "num__num_addon_services",
40
+ "cat__gender_id_0.0",
41
+ "cat__gender_id_1.0",
42
+ "cat__multiple_lines_id_0.0",
43
+ "cat__multiple_lines_id_1.0",
44
+ "cat__multiple_lines_id_2.0",
45
+ "cat__internet_service_id_0.0",
46
+ "cat__internet_service_id_1.0",
47
+ "cat__internet_service_id_2.0",
48
+ "cat__online_security_id_0.0",
49
+ "cat__online_security_id_1.0",
50
+ "cat__online_security_id_2.0",
51
+ "cat__online_backup_id_0.0",
52
+ "cat__online_backup_id_1.0",
53
+ "cat__online_backup_id_2.0",
54
+ "cat__device_protection_id_0.0",
55
+ "cat__device_protection_id_1.0",
56
+ "cat__device_protection_id_2.0",
57
+ "cat__tech_support_id_0.0",
58
+ "cat__tech_support_id_1.0",
59
+ "cat__tech_support_id_2.0",
60
+ "cat__streaming_tv_id_0.0",
61
+ "cat__streaming_tv_id_1.0",
62
+ "cat__streaming_tv_id_2.0",
63
+ "cat__streaming_movies_id_0.0",
64
+ "cat__streaming_movies_id_1.0",
65
+ "cat__streaming_movies_id_2.0",
66
+ "cat__payment_method_id_0.0",
67
+ "cat__payment_method_id_1.0",
68
+ "cat__payment_method_id_2.0",
69
+ "cat__payment_method_id_3.0",
70
+ "cat__tenure_bucket_id_0.0",
71
+ "cat__tenure_bucket_id_1.0",
72
+ "cat__tenure_bucket_id_2.0",
73
+ "cat__tenure_bucket_id_3.0",
74
+ "cat__tenure_bucket_id_4.0",
75
+ "cat__contract_term_months_1.0",
76
+ "cat__contract_term_months_12.0",
77
+ "cat__contract_term_months_24.0",
78
+ "bin__senior_citizen",
79
+ "bin__partner_id",
80
+ "bin__dependents_id",
81
+ "bin__phone_service_id",
82
+ "bin__paperless_billing_id",
83
+ "bin__short_tenure",
84
+ "bin__long_tenure",
85
+ "bin__is_month_to_month",
86
+ "bin__has_fiber",
87
+ "bin__no_internet",
88
+ "bin__high_monthly_charges",
89
+ "bin__security_bundle",
90
+ "bin__tech_bundle"
91
+ ],
92
+ "model_type": "xgb",
93
+ "optuna_version": "4.6.0",
94
+ "platform": "Linux-6.6.99-08879-gd6e365e8de4e-x86_64-with-glibc2.36",
95
+ "python": "3.11.2",
96
+ "run_id": "run_20260116T010554Z_d484b69a",
97
+ "sklearn_version": "1.8.0"
98
+ }
runs/run_20260116T010554Z_d484b69a/metrics.json ADDED
@@ -0,0 +1,105 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifact_version": 6,
3
+ "cv": {
4
+ "best_params": {
5
+ "clf__colsample_bytree": 0.80088149124131,
6
+ "clf__gamma": 4.760779635005309,
7
+ "clf__grow_policy": "depthwise",
8
+ "clf__learning_rate": 0.051102976489904535,
9
+ "clf__max_depth": 5,
10
+ "clf__max_leaves": 39,
11
+ "clf__min_child_weight": 7.828894172345898,
12
+ "clf__n_estimators": 1085,
13
+ "clf__reg_alpha": 0.22955416363963513,
14
+ "clf__reg_lambda": 0.005403559626224969,
15
+ "clf__scale_pos_weight": 1.9851954019655174,
16
+ "clf__subsample": 0.8191306305043119
17
+ },
18
+ "best_trial_number": 47,
19
+ "best_value": 0.698882827402417,
20
+ "direction": "maximize",
21
+ "metrics": {
22
+ "average_precision": {
23
+ "mean": 0.698882827402417,
24
+ "per_fold": [
25
+ 0.7442022309365601,
26
+ 0.7057565609546957,
27
+ 0.7151383767410278,
28
+ 0.6448454565768835,
29
+ 0.6844715118029181
30
+ ],
31
+ "std": 0.037057600087508406
32
+ },
33
+ "f1": {
34
+ "mean": 0.6465705459377158,
35
+ "per_fold": [
36
+ 0.7022900763358778,
37
+ 0.6403162055335968,
38
+ 0.6567164179104478,
39
+ 0.60431654676259,
40
+ 0.6292134831460674
41
+ ],
42
+ "std": 0.03651502990144649
43
+ },
44
+ "neg_brier": {
45
+ "mean": -0.14083886444568633,
46
+ "per_fold": [
47
+ -0.12356002628803253,
48
+ -0.13639827072620392,
49
+ -0.1365533322095871,
50
+ -0.16450081765651703,
51
+ -0.14318187534809113
52
+ ],
53
+ "std": 0.015016829201323379
54
+ },
55
+ "precision": {
56
+ "mean": 0.5894747858578508,
57
+ "per_fold": [
58
+ 0.647887323943662,
59
+ 0.6090225563909775,
60
+ 0.5945945945945946,
61
+ 0.5283018867924528,
62
+ 0.5675675675675675
63
+ ],
64
+ "std": 0.044839720597998955
65
+ },
66
+ "recall": {
67
+ "mean": 0.7173529411764707,
68
+ "per_fold": [
69
+ 0.7666666666666667,
70
+ 0.675,
71
+ 0.7333333333333333,
72
+ 0.7058823529411765,
73
+ 0.7058823529411765
74
+ ],
75
+ "std": 0.034438847506974034
76
+ },
77
+ "roc_auc": {
78
+ "mean": 0.8577413321824199,
79
+ "per_fold": [
80
+ 0.8913645518630413,
81
+ 0.8509189325276938,
82
+ 0.8668806646525681,
83
+ 0.8253065576683846,
84
+ 0.8542359542004113
85
+ ],
86
+ "std": 0.024108586174395964
87
+ }
88
+ },
89
+ "n_trials": 50
90
+ },
91
+ "direction": "maximize",
92
+ "holdout": {
93
+ "average_precision": 0.6877405649783416,
94
+ "f1": 0.2681564245810056,
95
+ "neg_brier": -0.14335742592811584,
96
+ "precision": 0.8275862068965517,
97
+ "recall": 0.16,
98
+ "roc_auc": 0.8540418679549114
99
+ },
100
+ "model_type": "xgb",
101
+ "primary_metric": "average_precision",
102
+ "primary_value": 0.6877405649783416,
103
+ "run_id": "run_20260116T010554Z_d484b69a",
104
+ "threshold": 0.8745682239532471
105
+ }
runs/run_20260116T010554Z_d484b69a/model.joblib ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3e79627ae2e153d27c1846bc8e81aba4950f900cfbd00cce81bf5b6afb83c070
3
+ size 827848