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InternetSpeed
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4 values
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4 values
Contract
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3 values
MonthlyStreamingTime
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4 values
PremiumHDStreaming
stringclasses
2 values
prediction_id
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36
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stringclasses
2 values
prediction_score
float64
0
0.95
actual_score
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1
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shap/Tenure
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-0.3
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shap/PhoneService
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shap/MultipleLines
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shap/InternetSpeed
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shap/SupportEligibility
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shap/Contract
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shap/MonthlyStreamingTime
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shap/PremiumHDStreaming
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Gender
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2 values
Age
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20
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Education
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timestamp
int64
1.67B
1.67B
1
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
422e4bc7-cf91-4112-a677-a7f48aef4b95
churn
0.852622
1
churn
0.206704
-0.003067
0.027416
-0.009989
0.084275
0.175565
0.117985
0.132085
Female
22
No
No
Unemployed
Suburban
Bachelor
1,671,602,400
60
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
a7df2322-39d4-4a9c-95d5-0bd567377b5f
churn
0.496008
1
churn
-0.114806
-0.001284
0.017184
0.044024
0.099153
0.07156
0.137728
0.047415
Male
60
No
No
Employed
Suburban
College
1,671,602,400
8
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
8332491d-3145-492c-ba7d-ec58a459e4d4
no_churn
0.588909
0
no_churn
0.125456
-0.002464
-0.039468
0.031966
0.188212
0.128618
0.143264
0.125391
Female
73
No
Yes
Unemployed
Suburban
High School or Below
1,671,602,400
51
Yes
Yes
High Speed
Web_Chat_Support
One year
100hrs+
Active
cbfc20c9-fd3d-49b3-946f-9b50d4014020
no_churn
0.163
0
no_churn
-0.162426
-0.001815
0.005171
0.010206
0.037137
-0.13693
0.0408
0.052164
Male
68
No
Yes
Employed
Suburban
High School or Below
1,671,602,400
44
Yes
Yes
Low Speed
Web_Chat_Support
One year
<80hrs
Active
4434fe07-001e-490e-b5a7-bff3feebe568
no_churn
0.372446
0
no_churn
-0.11774
-0.005713
-0.024008
-0.038486
0.033421
-0.16182
0.028552
0.052768
Female
29
No
No
Employed
Suburban
Bachelor
1,671,602,400
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
16b93a58-6583-4bfd-8e3b-3706816485ee
churn
0.880348
1
churn
0.077516
-0.008502
-0.104126
-0.101147
-0.035216
0.090221
-0.099081
0.022632
Male
58
No
No
Employed
Suburban
Bachelor
1,671,602,400
22
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
07b168fa-9d87-4c92-94e0-fb976238cf19
churn
0.468017
1
churn
0.018546
-0.001677
0.089163
0.077867
0.103586
0.128423
0.129336
0.125728
Female
70
Yes
No
Employed
Rural
High School or Below
1,671,602,400
23
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
2c40d6dd-b68c-4300-88f4-85f390303bcb
no_churn
0.480769
0
no_churn
0.014716
-0.00043
0.005796
0.161916
0.073016
0.114889
0.209416
0.121656
Female
49
Yes
No
Employed
Urban
College
1,671,602,400
71
Yes
No
High Speed
Web_Chat_Support
Two year
<50hrs
Active
36038b8d-fd4c-4fdb-b0c4-5afc371501df
no_churn
0.043879
0
no_churn
-0.132473
-0.00246
-0.01454
-0.00652
0.027278
-0.190267
0.023763
0.046193
Male
52
No
Yes
Retired
Rural
High School or Below
1,671,602,400
3
Yes
No
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
e9a1c800-82de-4fbf-bb76-38ddea03324d
no_churn
0.578037
0
no_churn
-0.07451
-0.008221
-0.072062
-0.135331
-0.028461
0.049515
-0.004666
0.02471
Female
39
No
No
Unemployed
Urban
College
1,671,602,400
32
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
f755f769-20c9-419c-ae37-22420b4461de
churn
0.493791
1
churn
-0.019126
-0.001382
0.085038
0.076418
0.089549
0.124251
0.098983
0.113139
Male
33
Yes
Yes
Unemployed
Rural
Bachelor
1,671,602,400
5
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
70859f2b-9cd4-43ca-b227-df4aaebd47b1
churn
0.63055
1
churn
0.227355
-0.003593
-0.014877
0.042396
0.103671
0.140663
0.104865
0.09716
Male
36
No
No
Employed
Rural
Bachelor
1,671,602,400
50
Yes
Yes
Low Speed
Web_Chat_Support
One year
<50hrs
Active
b1adbb35-aa5e-4cf7-b134-10228aa186b3
no_churn
0.174113
0
no_churn
-0.123992
-0.002176
0.013111
-0.032974
0.006528
-0.136675
0.029439
0.047712
Male
61
No
No
Employed
Suburban
Master
1,671,602,400
2
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
fe8cfbf9-07fa-4cc8-a839-61f1b5a9b214
no_churn
0.85065
1
churn
0.262843
-0.004901
0.022256
-0.016562
0.0647
0.145844
0.132134
0.12466
Female
51
No
Yes
Employed
Rural
Bachelor
1,671,602,400
41
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
5263b38c-85f3-4d1f-a90f-72a55da036df
churn
0.599613
1
churn
-0.002161
-0.003245
0.048709
0.043887
0.039181
0.129435
0.092502
0.084308
Male
66
No
Yes
Employed
Rural
High School or Below
1,671,602,400
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
3a77e076-98fc-4562-9a54-bdfaab234ae3
churn
0.877752
1
churn
0.215139
-0.000397
0.026752
0.049706
0.12437
0.117223
0.043634
0.054548
Male
29
No
Yes
Employed
Suburban
College
1,671,602,400
7
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
d3a1b073-092d-45f1-824f-e0a090074586
no_churn
0.679418
0
no_churn
0.203347
-0.001352
-0.02627
0.045546
0.128501
0.164958
0.118621
0.078956
Female
21
No
No
Employed
Suburban
College
1,671,602,400
70
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
643a4c19-069e-46b8-a068-1a4f7c5aee4b
no_churn
0.187366
0
no_churn
-0.228564
-0.001924
-0.012208
-0.068396
0.019048
0.032152
-0.040061
0.064259
Female
75
No
No
Employed
Suburban
College
1,671,602,400
21
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
d9f61f99-b286-4f81-8ab9-013aea86a70a
no_churn
0.70248
0
no_churn
-0.020229
-0.004043
0.033956
0.068164
0.039204
0.057875
0.058323
0.063411
Male
75
Yes
Yes
Employed
Suburban
High School or Below
1,671,602,400
14
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
4b89c89d-08b9-4d9c-a218-927f803526c0
no_churn
0.720565
0
no_churn
-0.038876
-0.002786
0.054474
-0.029964
0.016743
0.096882
-0.060253
0.028469
Female
65
No
Yes
Employed
Suburban
College
1,671,602,400
64
Yes
No
Fiber optic
Web_Chat_Support
Two year
<50hrs
Active
5242aee6-d752-4943-8086-ab414ab5e7ee
no_churn
0.051999
0
no_churn
-0.114387
-0.002477
-0.017248
-0.016851
0.011396
-0.178781
0.031089
0.031567
Male
62
Yes
No
Employed
Suburban
Bachelor
1,671,602,400
18
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
a0a98b15-7bfa-40d0-87a4-b2ab67ef4a85
no_churn
0.286538
0
no_churn
-0.092249
-0.006495
-0.068431
-0.066848
0.056795
0.07619
0.001381
0.07892
Male
37
No
No
Medical Leave
Suburban
Bachelor
1,671,602,400
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
ce421220-d2b4-49db-becd-e0b78a38f649
churn
0.719332
1
churn
0.272153
-0.000102
-0.026664
0.104267
0.08758
0.136905
0.06191
0.073092
Female
44
No
Yes
Employed
Suburban
Bachelor
1,671,602,400
53
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
2a9c4d5f-0d2c-46e5-aa51-37ec7bb8bd58
churn
0.633966
1
churn
0.001591
-0.002137
0.138302
0.106722
0.102973
0.06155
0.081124
0.080848
Male
41
Yes
Yes
Unemployed
Suburban
College
1,671,602,400
66
Yes
Yes
Fiber optic
Web_Chat_Support
One year
<50hrs
Active
7a94885b-32ff-41b6-b9a9-e258111e1b99
no_churn
0.252833
0
no_churn
-0.089465
-0.001677
0.017232
-0.050881
-0.04129
-0.105865
0.034704
0.038216
Female
28
Yes
Yes
Employed
Suburban
College
1,671,602,400
69
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
100hrs+
Active
6255bb67-2796-455c-9dbb-7004bebc6093
no_churn
0.154904
0
no_churn
-0.156518
-0.002025
0.036476
0.015386
0.003881
-0.218916
0.017933
0.044757
Female
47
Yes
Yes
Employed
Suburban
College
1,671,602,400
67
Yes
Yes
Fiber optic
Web_Chat_Support
One year
<50hrs
Active
21c24f05-770b-40c6-b1fe-630613ffce38
no_churn
0.264118
0
no_churn
-0.114245
-0.001906
0.011655
-0.050194
-0.040708
-0.090504
0.004955
0.011921
Female
70
Yes
Yes
Employed
Suburban
Bachelor
1,671,602,400
61
Yes
Yes
Fiber optic
Web_Chat_Support
One year
<80hrs
Active
48497ed9-2ee2-4df4-a0b4-add8c3d15a0a
no_churn
0.184529
0
no_churn
-0.120929
-0.002241
-0.000224
-0.043134
-0.042148
-0.076412
-0.021335
0.037396
Female
46
No
Yes
Unemployed
Suburban
High School or Below
1,671,602,400
59
Yes
Yes
Fiber optic
Web_Chat_Support
One year
100hrs+
Active
2805d588-b316-4974-91e2-d29acd42f500
no_churn
0.21272
0
no_churn
-0.173011
-0.002112
0.029538
-0.068953
0.009754
-0.085934
0.027196
0.04783
Male
48
Yes
No
Unemployed
Rural
Bachelor
1,671,602,400
48
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
4a46dfcb-de8e-4be5-9db5-774f0d1a8aa5
churn
0.462937
1
churn
-0.156172
-0.002889
0.040921
0.046692
-0.041537
0.054605
-0.111749
-0.008896
Male
49
No
Yes
Unemployed
Suburban
Bachelor
1,671,602,400
38
Yes
No
Fiber optic
Web_Chat_Support
One year
<80hrs
Active
20097c13-eff0-42e0-bc8e-299b53d961a6
no_churn
0.194346
0
no_churn
0.004364
-0.00224
0.039068
0.08329
-0.028232
-0.009425
0.021591
-0.017442
Female
36
No
No
Employed
Suburban
Bachelor
1,671,602,400
40
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
cd46254f-c628-4b58-bc66-b74ac4108df2
churn
0.484463
1
churn
-0.071538
-0.006806
0.103171
0.059067
0.065939
0.103896
0.076924
0.093978
Male
26
No
No
Retired
Urban
College
1,671,602,400
2
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a7fadcfb-828e-43a0-ba6d-a8f783f88e02
churn
0.830066
1
churn
0.17067
-0.006838
0.03889
0.148428
-0.029646
0.13683
-0.00991
-0.038043
Male
32
No
Yes
Employed
Rural
Doctor
1,671,602,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
4b66657d-d30a-40a4-91fb-5533e868ab42
no_churn
0.756187
0
no_churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
66
Yes
No
Medical Leave
Suburban
High School or Below
1,671,602,400
47
Yes
No
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
752717ed-5838-4e02-a804-051e091985c3
no_churn
0.113607
0
no_churn
-0.041517
-0.007515
-0.017695
0.034781
-0.00191
-0.187589
-0.013856
-0.028726
Female
23
No
Yes
Employed
Suburban
Master
1,671,602,400
3
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
dd0e2312-f2b6-4339-b138-3e39421d945a
no_churn
0.548167
0
no_churn
0.115694
-0.007177
-0.084196
0.112574
-0.019021
0.113956
-0.021779
-0.03425
Female
76
No
No
Unemployed
Suburban
High School or Below
1,671,602,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
d535841c-dddc-409a-b0b9-8bdb5c815c73
no_churn
0.878255
0
no_churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
80
No
Yes
Disabled
Suburban
College
1,671,602,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
69dad24d-192c-4a18-8017-d25ec87030d4
churn
0.898389
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
27
No
Yes
Unemployed
Suburban
Bachelor
1,671,602,400
5
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
67c337eb-bf1d-457a-92be-b995c60f6956
churn
0.505573
1
churn
0.09493
-0.005606
-0.075238
0.061633
0.011272
0.112655
-0.015544
-0.03558
Male
23
No
Yes
Employed
Suburban
High School or Below
1,671,602,400
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
94903d36-790e-4fdd-a796-2ed226ef78f8
churn
0.824425
1
churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
76
No
No
Employed
Suburban
Bachelor
1,671,602,400
59
Yes
No
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
9157422e-1eec-42e9-8538-13a28d4fc466
no_churn
0.065821
0
no_churn
-0.106957
-0.003593
-0.010647
0.019042
-0.002194
-0.096592
-0.026133
-0.021952
Female
32
Yes
No
Employed
Rural
College
1,671,602,400
3
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
43470e44-d56f-4754-b304-2c61c2f03888
churn
0.817438
1
churn
0.212043
-0.004813
0.093168
0.134409
0.016871
0.155008
-0.019491
-0.02318
Male
33
No
Yes
Employed
Suburban
High School or Below
1,671,602,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ab94a88c-22a5-4ca5-9a2b-17f8e4144d24
no_churn
0.784075
0
no_churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
24
No
No
Employed
Suburban
Bachelor
1,671,602,400
16
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e13bc54c-be33-4e63-9812-50268e48256b
churn
0.663793
1
churn
0.025472
-0.002201
0.036609
0.006741
0.02662
0.121255
-0.038868
-0.041914
Female
35
No
No
Unemployed
Suburban
Bachelor
1,671,602,400
32
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
7d6e02ea-3961-4f52-b616-05f4d7f4a1f8
churn
0.450231
1
churn
-0.014631
-0.003368
0.02426
0.153154
0.064041
0.033094
-0.010592
-0.024224
Female
80
Yes
No
Unemployed
Suburban
Bachelor
1,671,602,400
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
b2fbc961-3e14-4667-9e80-5494cf31ab55
churn
0.762465
1
churn
0.168546
-0.003415
0.041361
0.150134
-0.023328
0.141803
-0.031479
-0.030816
Male
52
No
No
Employed
Suburban
Bachelor
1,671,602,400
62
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
830ec92d-f6aa-4864-a754-98dcfa7e2be3
no_churn
0.067436
0
no_churn
-0.27296
-0.004382
0.012778
0.00465
-0.011936
0.034484
-0.01326
-0.018399
Male
44
No
Yes
Employed
Rural
College
1,671,602,400
9
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
91e758d7-91a0-48cd-bbd5-2d155256038b
churn
0.660545
1
churn
0.008312
-0.006355
0.012914
0.120567
-0.011532
0.11827
-0.019765
-0.045725
Male
33
No
No
Employed
Suburban
College
1,671,602,400
7
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
32d73dc4-dbbb-434b-936c-6e8913be3dca
no_churn
0.54205
0
no_churn
0.103412
-0.001061
-0.044889
0.10416
0.014763
0.116637
-0.015948
-0.03727
Female
21
No
No
Employed
Urban
Bachelor
1,671,602,400
20
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5a50a077-3e42-42ab-819e-e50dc53e1e91
churn
0.48244
1
churn
0.020835
-0.002077
0.077119
0.163505
0.03512
0.120171
-0.019782
-0.015065
Male
40
No
Yes
Unemployed
Urban
Bachelor
1,671,602,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
1dda6c27-43c9-49ef-8cfb-e65cd3fbcf40
churn
0.783853
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
23
Yes
No
Disabled
Suburban
Bachelor
1,671,602,400
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
0fe9a9a8-0289-47f5-b080-8cb81e9cbbe1
churn
0.690397
1
churn
0.168599
-0.004507
-0.039601
0.161268
-0.002281
0.127523
-0.024741
-0.036143
Male
54
No
Yes
Unemployed
Suburban
High School or Below
1,671,602,400
25
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
72c63f92-79b0-4cff-ac7d-0b0083c6b007
no_churn
0.342086
0
no_churn
0.020776
-0.008391
-0.080092
0.136362
0.068699
0.098814
-0.024865
-0.00754
Female
65
No
No
Employed
Suburban
Bachelor
1,671,602,400
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e2390bda-f990-412f-8a8b-84de8c7da58d
churn
0.699827
1
churn
0.168546
-0.003415
0.041361
0.150134
-0.023328
0.141803
-0.031479
-0.030816
Male
26
Yes
No
Medical Leave
Rural
College
1,671,602,400
38
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8f2bf520-f8fd-40b1-afea-5c17161fc6b8
no_churn
0.266046
0
no_churn
-0.038384
-0.008392
-0.020685
0.110752
0.004618
0.101454
-0.011607
0.009397
Male
71
Yes
No
Disabled
Suburban
College
1,671,602,400
36
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8b6a31dd-69af-47e2-aea4-f557f1551aa8
churn
0.414286
1
churn
-0.006029
-0.006449
0.060404
0.125139
0.067891
0.120365
-0.024194
-0.013619
Male
33
No
No
Employed
Suburban
Bachelor
1,671,602,400
39
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9353b701-7922-4f76-bd5f-1aa2c97b4141
no_churn
0.339815
0
no_churn
-0.027846
-0.007955
-0.074744
0.115115
-0.000749
0.101188
0.008839
-0.0337
Male
72
No
Yes
Employed
Suburban
College
1,671,602,400
16
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
be5e0428-ffc7-4caf-9262-a34909d1de2f
no_churn
0.390059
0
no_churn
0.025472
-0.002201
0.036609
0.006741
0.02662
0.121255
-0.038868
-0.041914
Female
59
No
No
Employed
Suburban
Bachelor
1,671,602,400
8
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a8788704-c7c0-4c6c-a7df-4488aaa43bff
no_churn
0.649023
0
no_churn
0.05676
-0.007527
0.014819
0.154392
-0.000339
0.126103
-0.04086
-0.01995
Male
32
No
Yes
Unemployed
Suburban
Master
1,671,602,400
23
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
2241ca19-ab67-4a62-a343-7c254bf4e6db
no_churn
0.567513
0
no_churn
-0.00965
-0.006071
0.143848
0.113069
0.047618
0.123063
0.014389
0.013931
Female
47
No
No
Employed
Urban
Bachelor
1,671,602,400
15
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
deafd438-dfd1-4402-900e-5631a2cb82a1
no_churn
0.714289
0
no_churn
0.084784
-0.00214
0.032851
0.046777
0.015984
0.13707
-0.027881
-0.0102
Female
73
Yes
Yes
Unemployed
Suburban
High School or Below
1,671,602,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3acb918f-c189-42a9-bd3e-72c8bba18fa3
churn
0.876786
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
49
No
No
Unemployed
Rural
Bachelor
1,671,602,400
20
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
63f6fdbd-e39c-4873-9ca2-a15e5e79fda6
churn
0.497093
1
churn
-0.045128
-0.003714
-0.069859
0.095833
0.042611
0.083733
-0.026231
-0.046738
Male
25
No
No
Unemployed
Suburban
Bachelor
1,671,602,400
49
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f006aa73-0163-4233-88a2-ff0676c5c65e
no_churn
0.30434
0
no_churn
-0.180416
-0.00425
-0.087795
0.04087
0.00343
0.043163
-0.027313
-0.046716
Female
50
No
Yes
Employed
Urban
College
1,671,602,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
bc1bf6a4-97e0-4976-85da-1c498812f494
churn
0.820983
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
68
No
Yes
Employed
Suburban
Bachelor
1,671,602,400
12
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
52e0447e-ac47-4e30-8f60-a93325427ccc
churn
0.678434
1
churn
0.039429
-0.001228
0.07312
0.060426
0.008267
0.131609
-0.013412
-0.025854
Male
44
Yes
No
Unemployed
Urban
High School or Below
1,671,602,400
40
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5148ac95-f731-4448-bfdc-3057829cbe41
no_churn
0.364324
0
no_churn
-0.199264
-0.010665
-0.013268
0.022707
-0.050105
0.065111
-0.028817
-0.054726
Male
31
Yes
Yes
Employed
Suburban
Bachelor
1,671,602,400
18
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
<80hrs
Active
698c18e6-7415-4b60-8234-955749566f75
churn
0.506495
1
churn
-0.028705
-0.005182
-0.057081
-0.041867
-0.023981
0.064318
0.113145
0.076158
Female
23
No
No
Medical Leave
Suburban
High School or Below
1,671,602,400
2
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6677b5c3-f215-438f-a640-6cbe15707d92
churn
0.830066
1
churn
0.17067
-0.006838
0.03889
0.148428
-0.029646
0.13683
-0.00991
-0.038043
Male
76
No
Yes
Unemployed
Rural
High School or Below
1,671,602,400
16
Yes
Yes
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
d829736b-1c93-44a8-9cd5-d057f4d6f09b
no_churn
0.538731
0
no_churn
-0.028869
-0.00747
-0.020654
-0.078816
-0.154735
0.035183
0.010303
0.007044
Female
76
No
No
Retired
Suburban
Bachelor
1,671,602,400
4
Yes
No
High Speed
Phone_Support
Month-to-month
<50hrs
Active
bf95f733-e901-4ac6-ab89-6cd3a3a010f3
no_churn
0.501817
0
no_churn
0.109563
-0.003598
-0.066902
-0.030148
-0.003964
0.106678
0.135985
0.098835
Female
73
No
Yes
Employed
Suburban
High School or Below
1,671,602,400
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
c82719b0-eab8-470a-9bbc-342b34b6eb00
churn
0.699827
1
churn
0.168546
-0.003415
0.041361
0.150134
-0.023328
0.141803
-0.031479
-0.030816
Female
64
No
No
Employed
Suburban
College
1,671,602,400
53
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
f37febf9-bcbb-413f-b356-364479bec501
churn
0.633966
1
churn
0.001591
-0.002137
0.138302
0.106722
0.102973
0.06155
0.081124
0.080848
Male
51
Yes
Yes
Employed
Urban
High School or Below
1,671,602,400
4
Yes
No
High Speed
Phone_Support
Month-to-month
<50hrs
Active
9bf9da48-2cfa-468c-b8fb-c40a0da6172a
no_churn
0.501817
0
no_churn
0.109563
-0.003598
-0.066902
-0.030148
-0.003964
0.106678
0.135985
0.098835
Male
67
No
Yes
Employed
Suburban
High School or Below
1,671,602,400
3
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
f38b763c-a21c-4fc6-89ca-071d760c1e8b
no_churn
0.355815
0
no_churn
0.08727
-0.012275
-0.096188
-0.045743
0.015217
0.090362
-0.020635
-0.012085
Female
40
No
No
Employed
Urban
College
1,671,602,400
61
Yes
Yes
Fiber optic
Web_Chat_Support
One year
<80hrs
Active
8df37580-4090-4566-8040-65e2345faec5
no_churn
0.184529
0
no_churn
-0.120929
-0.002241
-0.000224
-0.043134
-0.042148
-0.076412
-0.021335
0.037396
Female
28
No
Yes
Unemployed
Urban
Bachelor
1,671,602,400
41
Yes
No
Fiber optic
In_Store_Support
One year
0hrs
Disabled
8877fb37-d0e6-407f-b850-910c034cd79d
no_churn
0.128325
0
no_churn
-0.023237
-0.003239
-0.060724
0.0496
-0.029824
-0.097547
-0.01977
-0.044285
Female
38
Yes
Yes
Employed
Suburban
College
1,671,602,400
56
Yes
No
Low Speed
In_Store_Support
Two year
0hrs
Disabled
df9eb490-dff5-46ee-8f89-b242f29b8d85
no_churn
0.01631
0
no_churn
-0.040377
-0.003703
-0.018312
-0.036749
-0.036002
-0.102866
-0.014577
-0.01644
Female
64
Yes
No
Unemployed
Urban
High School or Below
1,671,602,400
71
Yes
Yes
High Speed
Phone_Support
Two year
<80hrs
Active
51e9039d-ebd6-4d41-84b4-36b7ac01ebea
no_churn
0.004543
0
no_churn
-0.097947
-0.002963
0.024782
-0.033041
0.023367
-0.137178
0.057878
0.052816
Female
28
Yes
No
Employed
Rural
Bachelor
1,671,602,400
61
No
No phone service
Low Speed
Phone_Support
One year
0hrs
Disabled
135dd60c-7659-46d0-86d2-4cb4c650b044
no_churn
0.02784
0
no_churn
-0.11821
0.01798
0.003782
-0.040594
-0.006719
-0.053734
-0.034183
-0.027348
Female
67
Yes
Yes
Unemployed
Urban
High School or Below
1,671,602,400
10
Yes
No
High Speed
Web_Chat_Support
One year
0hrs
Disabled
77ca66c9-74d2-40b1-8629-5eb800a4f99e
no_churn
0.032713
0
no_churn
-0.020267
-0.006414
-0.022161
-0.043891
-0.00004
-0.098593
-0.038753
-0.038908
Male
61
No
Yes
Employed
Suburban
Bachelor
1,671,602,400
14
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
136cd347-58d3-4845-b046-2e697dbf4d53
no_churn
0.720565
0
no_churn
-0.038876
-0.002786
0.054474
-0.029964
0.016743
0.096882
-0.060253
0.028469
Female
36
No
No
Employed
Suburban
Master
1,671,602,400
23
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f013db81-d80a-4702-9409-5c30accaad85
no_churn
0.567513
0
no_churn
-0.00965
-0.006071
0.143848
0.113069
0.047618
0.123063
0.014389
0.013931
Male
31
No
Yes
Employed
Suburban
High School or Below
1,671,602,400
18
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
<80hrs
Active
6f037730-759f-438c-a42d-a31d744c017c
churn
0.506495
1
churn
-0.028705
-0.005182
-0.057081
-0.041867
-0.023981
0.064318
0.113145
0.076158
Male
32
No
Yes
Employed
Suburban
Bachelor
1,671,602,400
71
Yes
No
High Speed
Web_Chat_Support
Two year
<50hrs
Active
cc2b86dd-3129-40ed-9050-2c04d8be8a2a
no_churn
0.043879
0
no_churn
-0.132473
-0.00246
-0.01454
-0.00652
0.027278
-0.190267
0.023763
0.046193
Female
30
Yes
No
Employed
Suburban
Master
1,671,602,400
14
Yes
No
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
cd453be0-1ab5-480a-9647-f531a5b4cb19
no_churn
0.455176
0
no_churn
-0.012974
-0.005695
-0.049938
0.115868
-0.007404
0.089365
-0.02844
-0.024107
Male
64
No
No
Employed
Suburban
High School or Below
1,671,602,400
65
Yes
Yes
Fiber optic
Phone_Support
Two year
0hrs
Disabled
6d33d648-13d9-4d85-b5d5-70e4565bd628
no_churn
0.070233
0
no_churn
-0.09176
-0.002737
0.018329
0.035764
0.003913
-0.196767
-0.015309
-0.013794
Female
76
No
No
Unemployed
Rural
Bachelor
1,671,602,400
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
d75964ff-0cd2-497e-8a9b-133f03a9d30a
churn
0.877752
1
churn
0.215139
-0.000397
0.026752
0.049706
0.12437
0.117223
0.043634
0.054548
Female
46
No
Yes
Retired
Urban
Bachelor
1,671,602,400
14
Yes
No
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
28107f4e-3ebe-4cd7-bf1f-a359c385543b
no_churn
0.455176
0
no_churn
-0.012974
-0.005695
-0.049938
0.115868
-0.007404
0.089365
-0.02844
-0.024107
Female
68
Yes
No
Unemployed
Urban
Bachelor
1,671,602,400
3
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a52c60e1-b36b-4bca-8309-ab26de7144c4
no_churn
0.548167
0
no_churn
0.115694
-0.007177
-0.084196
0.112574
-0.019021
0.113956
-0.021779
-0.03425
Female
40
Yes
No
Unemployed
Suburban
Master
1,671,602,400
63
Yes
Yes
Low Speed
Phone_Support
One year
<80hrs
Active
d7f8302f-49d2-47fd-b32a-37b76778f7e1
no_churn
0.073911
0
no_churn
-0.027047
-0.003259
-0.00961
-0.036926
0.075448
-0.032326
-0.020976
0.079671
Male
51
No
Yes
Unemployed
Suburban
High School or Below
1,671,602,400
9
Yes
No
Fiber optic
In_Store_Support
Month-to-month
100hrs+
Active
9bb042c3-d71e-46d8-a38a-62608200e689
no_churn
0.436787
0
no_churn
0.081863
-0.00602
0.01242
0.156106
0.045504
0.090833
0.057543
0.092726
Male
69
No
Yes
Employed
Rural
High School or Below
1,671,602,400
37
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d7f84af9-64fa-4016-8479-3cbcb9c3f393
no_churn
0.158202
0
no_churn
-0.073498
-0.01161
0.001874
-0.065737
-0.084887
0.043354
-0.047338
-0.024685
Male
55
No
No
Employed
Rural
High School or Below
1,671,602,400
51
Yes
Yes
High Speed
Web_Chat_Support
One year
100hrs+
Active
a25216fb-e2aa-4cc4-88ca-820f8a187484
no_churn
0.163
0
no_churn
-0.162426
-0.001815
0.005171
0.010206
0.037137
-0.13693
0.0408
0.052164
Female
23
No
No
Employed
Suburban
College
1,671,602,400
15
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
b5c35d9f-3ff3-4784-9ba8-ff6b8b7d86b8
no_churn
0.244016
0
no_churn
0.166007
-0.010052
0.080176
-0.056205
0.082931
0.122025
-0.029709
-0.045743
Male
39
No
Yes
Employed
Suburban
Bachelor
1,671,602,400
20
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
589dfa99-1ce1-40f6-9562-c05b0a87063b
no_churn
0.068742
0
no_churn
-0.076156
-0.007335
-0.022373
-0.052653
-0.058295
0.033943
-0.040118
-0.024789
Male
68
No
No
Employed
Suburban
High School or Below
1,671,602,400
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
1689a1b5-6463-429d-b63a-5f8b42c308e4
churn
0.690397
1
churn
0.168599
-0.004507
-0.039601
0.161268
-0.002281
0.127523
-0.024741
-0.036143
Male
47
No
Yes
Employed
Suburban
Bachelor
1,671,602,400
64
Yes
No
Fiber optic
Web_Chat_Support
Two year
<50hrs
Active
1bb88f6e-158c-4ae9-8bd7-b0b55031d7e1
no_churn
0.051999
0
no_churn
-0.114387
-0.002477
-0.017248
-0.016851
0.011396
-0.178781
0.031089
0.031567
Male
34
No
No
Employed
Suburban
College
1,671,602,400
38
Yes
No
Fiber optic
Web_Chat_Support
One year
<80hrs
Active
855229b1-aec3-4cbc-8b96-6ba1673297d6
no_churn
0.194346
0
no_churn
0.004364
-0.00224
0.039068
0.08329
-0.028232
-0.009425
0.021591
-0.017442
Female
74
No
No
Employed
Suburban
Bachelor
1,671,602,400
37
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
a6659a60-4fec-4b2e-b713-b03a7f7466be
no_churn
0.158202
0
no_churn
-0.073498
-0.01161
0.001874
-0.065737
-0.084887
0.043354
-0.047338
-0.024685
Female
71
Yes
No
Unemployed
Suburban
College
1,671,602,400