Hugging Face's logo

Carson-Shively
/
telco-churn

Joblib
Model card Files
xet
Community
Carson-Shively commited on
Commit
6df1d7e
·
verified ·
1 Parent(s): 0b72ed7

Upload run run_20260126T065534Z_c40e2af1

Browse files
Files changed (3) hide show
  1. runs/run_20260126T065534Z_c40e2af1/metadata.json +97 -0
  2. runs/run_20260126T065534Z_c40e2af1/metrics.json +105 -0
  3. runs/run_20260126T065534Z_c40e2af1/model.joblib +3 -0
runs/run_20260126T065534Z_c40e2af1/metadata.json ADDED
@@ -0,0 +1,97 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifact_version": 7,
3
+ "best_params": {
4
+ "clf__colsample_bytree": 0.7554709158757928,
5
+ "clf__gamma": 1.7837666334679465,
6
+ "clf__grow_policy": "lossguide",
7
+ "clf__learning_rate": 0.1459476894296684,
8
+ "clf__max_depth": 3,
9
+ "clf__max_leaves": 63,
10
+ "clf__min_child_weight": 1.1450964268326638,
11
+ "clf__n_estimators": 1898,
12
+ "clf__reg_alpha": 13.921548533046511,
13
+ "clf__reg_lambda": 0.022737628102536857,
14
+ "clf__scale_pos_weight": 1.409431399338736,
15
+ "clf__subsample": 0.7301321323053057
16
+ },
17
+ "cfg": {
18
+ "artifact_version": 7,
19
+ "cv_splits": 5,
20
+ "direction": "maximize",
21
+ "holdout_size": 0.2,
22
+ "model_type": "xgb",
23
+ "n_trials": 10,
24
+ "primary_metric": "average_precision",
25
+ "seed": 42,
26
+ "target_col": "churn",
27
+ "threshold": 0.819354772567749
28
+ },
29
+ "created_at_utc": "2026-01-26T06:55:34.065253+00:00",
30
+ "feature_names": [
31
+ "num__tenure",
32
+ "num__monthly_charges",
33
+ "num__total_charges",
34
+ "num__charges_per_month",
35
+ "num__charges_ratio",
36
+ "num__addon_service_ratio",
37
+ "num__num_services",
38
+ "num__num_addon_services",
39
+ "cat__gender_id_0.0",
40
+ "cat__gender_id_1.0",
41
+ "cat__multiple_lines_id_0.0",
42
+ "cat__multiple_lines_id_1.0",
43
+ "cat__multiple_lines_id_2.0",
44
+ "cat__internet_service_id_0.0",
45
+ "cat__internet_service_id_1.0",
46
+ "cat__internet_service_id_2.0",
47
+ "cat__online_security_id_0.0",
48
+ "cat__online_security_id_1.0",
49
+ "cat__online_security_id_2.0",
50
+ "cat__online_backup_id_0.0",
51
+ "cat__online_backup_id_1.0",
52
+ "cat__online_backup_id_2.0",
53
+ "cat__device_protection_id_0.0",
54
+ "cat__device_protection_id_1.0",
55
+ "cat__device_protection_id_2.0",
56
+ "cat__tech_support_id_0.0",
57
+ "cat__tech_support_id_1.0",
58
+ "cat__tech_support_id_2.0",
59
+ "cat__streaming_tv_id_0.0",
60
+ "cat__streaming_tv_id_1.0",
61
+ "cat__streaming_tv_id_2.0",
62
+ "cat__streaming_movies_id_0.0",
63
+ "cat__streaming_movies_id_1.0",
64
+ "cat__streaming_movies_id_2.0",
65
+ "cat__payment_method_id_0.0",
66
+ "cat__payment_method_id_1.0",
67
+ "cat__payment_method_id_2.0",
68
+ "cat__payment_method_id_3.0",
69
+ "cat__tenure_bucket_id_0.0",
70
+ "cat__tenure_bucket_id_1.0",
71
+ "cat__tenure_bucket_id_2.0",
72
+ "cat__tenure_bucket_id_3.0",
73
+ "cat__tenure_bucket_id_4.0",
74
+ "cat__contract_term_months_1.0",
75
+ "cat__contract_term_months_12.0",
76
+ "cat__contract_term_months_24.0",
77
+ "bin__senior_citizen",
78
+ "bin__partner_id",
79
+ "bin__dependents_id",
80
+ "bin__phone_service_id",
81
+ "bin__paperless_billing_id",
82
+ "bin__short_tenure",
83
+ "bin__long_tenure",
84
+ "bin__is_month_to_month",
85
+ "bin__has_fiber",
86
+ "bin__no_internet",
87
+ "bin__high_monthly_charges",
88
+ "bin__security_bundle",
89
+ "bin__tech_bundle"
90
+ ],
91
+ "model_type": "xgb",
92
+ "optuna_version": "4.7.0",
93
+ "platform": "Linux-6.6.99-08879-gd6e365e8de4e-x86_64-with-glibc2.36",
94
+ "python": "3.11.2",
95
+ "run_id": "run_20260126T065534Z_c40e2af1",
96
+ "sklearn_version": "1.8.0"
97
+ }
runs/run_20260126T065534Z_c40e2af1/metrics.json ADDED
@@ -0,0 +1,105 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifact_version": 7,
3
+ "cv": {
4
+ "best_params": {
5
+ "clf__colsample_bytree": 0.7554709158757928,
6
+ "clf__gamma": 1.7837666334679465,
7
+ "clf__grow_policy": "lossguide",
8
+ "clf__learning_rate": 0.1459476894296684,
9
+ "clf__max_depth": 3,
10
+ "clf__max_leaves": 63,
11
+ "clf__min_child_weight": 1.1450964268326638,
12
+ "clf__n_estimators": 1898,
13
+ "clf__reg_alpha": 13.921548533046511,
14
+ "clf__reg_lambda": 0.022737628102536857,
15
+ "clf__scale_pos_weight": 1.409431399338736,
16
+ "clf__subsample": 0.7301321323053057
17
+ },
18
+ "best_trial_number": 4,
19
+ "best_value": 0.6687239970980243,
20
+ "direction": "maximize",
21
+ "metrics": {
22
+ "average_precision": {
23
+ "mean": 0.6687239970980243,
24
+ "per_fold": [
25
+ 0.6811248106312399,
26
+ 0.6071006430851096,
27
+ 0.6845004205080025,
28
+ 0.6964767918287461,
29
+ 0.6744173194370235
30
+ ],
31
+ "std": 0.03536504279058217
32
+ },
33
+ "f1": {
34
+ "mean": 0.64164937696369,
35
+ "per_fold": [
36
+ 0.6864406779661016,
37
+ 0.6297872340425532,
38
+ 0.6386554621848739,
39
+ 0.6473029045643154,
40
+ 0.6060606060606061
41
+ ],
42
+ "std": 0.029387316969213765
43
+ },
44
+ "neg_brier": {
45
+ "mean": -0.13483186364173888,
46
+ "per_fold": [
47
+ -0.1259874552488327,
48
+ -0.14042171835899353,
49
+ -0.1293289214372635,
50
+ -0.13577623665332794,
51
+ -0.1426449865102768
52
+ ],
53
+ "std": 0.007100865049946515
54
+ },
55
+ "precision": {
56
+ "mean": 0.6500332363687564,
57
+ "per_fold": [
58
+ 0.6982758620689655,
59
+ 0.6434782608695652,
60
+ 0.6440677966101694,
61
+ 0.639344262295082,
62
+ 0.625
63
+ ],
64
+ "std": 0.028048271780987313
65
+ },
66
+ "recall": {
67
+ "mean": 0.6337394957983193,
68
+ "per_fold": [
69
+ 0.675,
70
+ 0.6166666666666667,
71
+ 0.6333333333333333,
72
+ 0.6554621848739496,
73
+ 0.5882352941176471
74
+ ],
75
+ "std": 0.03367708145295285
76
+ },
77
+ "roc_auc": {
78
+ "mean": 0.8507176072846058,
79
+ "per_fold": [
80
+ 0.863003524672709,
81
+ 0.8432527693856999,
82
+ 0.8675226586102719,
83
+ 0.8482444337251516,
84
+ 0.8315646500291961
85
+ ],
86
+ "std": 0.014680170980486266
87
+ }
88
+ },
89
+ "n_trials": 10
90
+ },
91
+ "direction": "maximize",
92
+ "holdout": {
93
+ "average_precision": 0.7093461520266531,
94
+ "f1": 0.32044198895027626,
95
+ "neg_brier": -0.13030627369880676,
96
+ "precision": 0.9354838709677419,
97
+ "recall": 0.19333333333333333,
98
+ "roc_auc": 0.860998389694042
99
+ },
100
+ "model_type": "xgb",
101
+ "primary_metric": "average_precision",
102
+ "primary_value": 0.7093461520266531,
103
+ "run_id": "run_20260126T065534Z_c40e2af1",
104
+ "threshold": 0.819354772567749
105
+ }
runs/run_20260126T065534Z_c40e2af1/model.joblib ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:64034e88296cc40f5c67017f0389c919613b237aa0ffb63c1e7d86e247d88620
3
+ size 1341144