Tenure
int64
0
72
PhoneService
stringclasses
2 values
MultipleLines
stringclasses
3 values
InternetSpeed
stringclasses
4 values
SupportEligibility
stringclasses
4 values
Contract
stringclasses
3 values
MonthlyStreamingTime
stringclasses
4 values
PremiumHDStreaming
stringclasses
2 values
prediction_id
stringlengths
36
36
prediction_label
stringclasses
2 values
prediction_score
float64
0
0.95
actual_score
int64
0
1
actual_label
stringclasses
2 values
shap/Tenure
float64
-0.3
0.39
shap/PhoneService
float64
-0.11
0.2
shap/MultipleLines
float64
-0.15
0.17
shap/InternetSpeed
float64
-0.22
0.25
shap/SupportEligibility
float64
-0.22
0.2
shap/Contract
float64
-0.28
0.19
shap/MonthlyStreamingTime
float64
-0.18
0.23
shap/PremiumHDStreaming
float64
-0.09
0.14
Gender
stringclasses
2 values
Age
int64
20
80
Dependents
stringclasses
2 values
Partner
stringclasses
2 values
EmploymentStatus
stringclasses
5 values
LocationCode
stringclasses
3 values
Education
stringclasses
5 values
timestamp
int64
1.67B
1.67B
37
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
825c0b50-5d1f-43a0-8a3f-39ab4ec6771e
churn
0.126323
1
churn
0.082205
0.200433
0.07504
0.066815
0.069387
0.1448
0.018859
0.013436
Female
53
No
Yes
Unemployed
Suburban
High School or Below
1,673,071,200
12
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
415b34e4-73b6-4696-8503-fb741e42cd53
no_churn
0.798991
1
churn
0.100112
-0.002369
0.109363
-0.00856
0.073997
0.108014
0.032204
0.062926
Male
55
Yes
No
Unemployed
Suburban
High School or Below
1,673,071,200
23
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
2618ac49-3e62-4af1-bdd0-15cc853f2927
no_churn
0.438003
0
no_churn
-0.214579
-0.00544
0.052916
-0.025932
0.016696
0.034307
-0.118173
0.011178
Male
33
Yes
No
Unemployed
Urban
Master
1,673,071,200
47
Yes
Yes
High Speed
Phone_Support
One year
0hrs
Disabled
89034400-0ec2-4dd9-a79a-b19273cac23f
no_churn
0.038914
0
no_churn
-0.024266
-0.010728
0.012376
-0.020353
0.024348
-0.157128
-0.035151
-0.058125
Male
61
No
No
Unemployed
Suburban
Bachelor
1,673,071,200
63
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
f6114c60-6b65-4f28-9ffe-1414bb82abe6
no_churn
0.004834
0
no_churn
-0.090869
-0.002439
0.047397
-0.013266
0.061205
0.079151
-0.016168
-0.02592
Female
70
Yes
No
Unemployed
Suburban
College
1,673,071,200
4
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
6ee16774-5dde-4f3d-bd18-bb606a61da9a
no_churn
0.207677
0
no_churn
0.176506
0.001391
0.00543
0.016737
0.007743
0.113006
-0.03144
-0.050617
Female
35
Yes
No
Medical Leave
Suburban
Bachelor
1,673,071,200
57
Yes
Yes
High Speed
Phone_Support
Month-to-month
100hrs+
Active
4374d182-852c-46b6-b6dc-35d2627f9d31
no_churn
0.248556
0
no_churn
-0.156618
-0.004104
-0.062597
0.000025
0.067855
0.040881
-0.023529
0.013505
Male
54
No
Yes
Employed
Suburban
College
1,673,071,200
41
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
292d3b8d-049a-4b36-86eb-325d14570fe2
churn
0.677116
1
churn
-0.000254
-0.001102
0.064593
-0.02656
0.100691
0.116298
0.089597
0.107711
Male
27
No
No
Employed
Suburban
College
1,673,071,200
6
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
67b05c0a-e2a3-4698-9105-4977460a9ff8
churn
0.700083
0
no_churn
0.079341
-0.002149
-0.022573
0.009457
0.096633
0.116261
0.135409
0.126428
Male
29
No
Yes
Employed
Rural
High School or Below
1,673,071,200
49
Yes
Yes
High Speed
Phone_Support
Month-to-month
<50hrs
Active
24d144ce-d695-4ff3-85cd-76669525fe1b
no_churn
0.088195
0
no_churn
-0.076812
-0.001174
0.055951
0.02363
0.040605
0.114176
0.017626
0.026469
Male
54
No
Yes
Unemployed
Suburban
High School or Below
1,673,071,200
69
Yes
Yes
Low Speed
Phone_Support
Two year
0hrs
Disabled
15ef18e7-bee9-48cf-83f5-4b54e114c49c
no_churn
0.008922
0
no_churn
-0.057619
-0.003452
0.003754
-0.031171
0.000221
-0.124991
-0.022259
-0.033511
Male
42
No
No
Employed
Urban
Bachelor
1,673,071,200
41
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ecd35eee-e581-405c-91f3-339da1c5d1ae
churn
0.301176
1
churn
0.114111
-0.006382
0.057952
0.182071
0.123696
0.120677
0.007126
0.021818
Male
36
No
No
Retired
Suburban
Bachelor
1,673,071,200
65
Yes
Yes
Medium Speed
Web_Chat_Support
Two year
0hrs
Disabled
f47990eb-6f13-488a-bac0-e7dd17ec863f
no_churn
0.008302
0
no_churn
-0.052108
-0.002927
0.000525
-0.036561
0.004981
-0.135436
-0.022747
-0.024753
Female
68
Yes
No
Employed
Urban
Bachelor
1,673,071,200
46
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
bea936f3-0941-43e2-8e9d-7ef1b72df665
no_churn
0.008753
0
no_churn
-0.13658
-0.006262
-0.030893
-0.043583
0.011979
0.028069
-0.047119
-0.044637
Female
48
No
Yes
Employed
Urban
High School or Below
1,673,071,200
30
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
97810b70-3262-4c52-a758-467db4bf2045
churn
0.665639
1
churn
-0.094354
-0.00278
0.05621
0.024152
0.009294
0.084501
0.01057
0.016548
Male
35
No
Yes
Employed
Suburban
College
1,673,071,200
71
Yes
Yes
Medium Speed
In_Store_Support
Two year
0hrs
Disabled
c85576e1-1cdd-40ea-a8c9-82124e5ef46f
no_churn
0.008215
0
no_churn
-0.058453
-0.00337
-0.013227
-0.031635
-0.012488
-0.125123
-0.010111
-0.014619
Female
46
No
Yes
Unemployed
Suburban
Bachelor
1,673,071,200
1
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
1d61d737-e1e3-408b-9ad7-1657bbf3c770
churn
0.337501
1
churn
0.214698
-0.004688
0.000731
-0.105151
0.00444
0.113129
-0.05345
-0.061319
Male
27
No
Yes
Medical Leave
Rural
College
1,673,071,200
4
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
53511146-1d76-42c9-9085-43995f45ebe1
no_churn
0.3196
0
no_churn
0.157525
0.066548
0.037229
-0.059335
-0.025146
0.112588
-0.028306
0.004601
Male
23
Yes
No
Retired
Suburban
Bachelor
1,673,071,200
3
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8cf99766-574f-4dbf-90f5-6f558d8a8b2f
no_churn
0.711785
0
no_churn
0.212043
-0.004813
0.093168
0.134409
0.016871
0.155008
-0.019491
-0.02318
Female
48
No
No
Unemployed
Rural
High School or Below
1,673,071,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
7c615c0c-619c-4fff-b59d-853517d172f3
churn
0.879552
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
31
No
Yes
Employed
Suburban
High School or Below
1,673,071,200
71
Yes
No
Fiber optic
In_Store_Support
Two year
0hrs
Disabled
23fb71a3-177a-4961-a1f0-aa1f1227a041
no_churn
0.013925
0
no_churn
-0.10852
-0.002999
-0.022617
0.02733
-0.01886
-0.1071
-0.008136
-0.011457
Female
54
Yes
No
Disabled
Suburban
Bachelor
1,673,071,200
9
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
21f4965b-76e3-4a9f-923a-459fa0fdfae6
no_churn
0.008382
0
no_churn
0.008197
-0.012486
-0.020049
-0.068917
-0.032546
0.071056
-0.045498
-0.032196
Female
37
No
No
Employed
Urban
College
1,673,071,200
56
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
16ccb1df-2178-487a-bf7f-5a2ece5b9a60
no_churn
0.184039
0
no_churn
-0.020909
-0.000872
0.023561
-0.024922
0.100522
0.030659
0.084123
0.07881
Male
32
No
Yes
Unemployed
Suburban
College
1,673,071,200
72
Yes
Yes
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
72ae8f7e-0c87-470a-9d95-33535238deb5
no_churn
0.005143
0
no_churn
-0.183022
-0.010726
-0.025211
-0.011968
-0.075997
0.032004
0.010591
0.036769
Male
67
No
Yes
Unemployed
Suburban
College
1,673,071,200
3
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a47ef9cd-fde9-4118-90fa-7de6fc3e66ea
churn
0.812514
1
churn
0.212043
-0.004813
0.093168
0.134409
0.016871
0.155008
-0.019491
-0.02318
Male
56
No
No
Retired
Urban
Bachelor
1,673,071,200
1
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
45b1ca91-fbc5-4152-9b25-83ca26817a0e
churn
0.778552
1
churn
0.24186
0.054012
0.027869
-0.04414
-0.112285
0.132537
-0.044866
-0.039967
Female
25
Yes
Yes
Employed
Rural
Bachelor
1,673,071,200
27
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
4ffce89e-97fd-419b-a454-660c5d506afb
no_churn
0.454163
0
no_churn
-0.024032
-0.002928
0.062378
0.151789
0.061167
0.113578
-0.03438
-0.021931
Male
25
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
71
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
b6efabee-fac3-488e-98f9-bac1cf9a51fe
no_churn
0.00509
0
no_churn
-0.079101
-0.001522
0.00116
-0.002684
-0.031098
0.057539
-0.022987
-0.040333
Male
20
No
No
Employed
Urban
High School or Below
1,673,071,200
1
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
0e7343ae-22fa-4870-aac8-52cc87311b64
no_churn
0.241472
0
no_churn
0.219737
-0.007025
-0.022192
-0.046504
-0.010735
0.11999
-0.019577
-0.000988
Male
46
No
No
Employed
Suburban
Bachelor
1,673,071,200
33
Yes
Yes
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
019e3230-0e19-4bf9-9c84-ab3f18393014
no_churn
0.077813
0
no_churn
-0.046111
-0.004811
-0.00368
-0.103317
0.041315
0.043948
-0.053808
-0.057562
Female
44
No
Yes
Employed
Urban
College
1,673,071,200
57
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
422b50f4-572d-44a8-8eb8-d3c3d3999043
no_churn
0.02179
0
no_churn
-0.068981
-0.005908
-0.006239
-0.117393
0.020685
0.036783
-0.045614
-0.042359
Female
78
Yes
No
Unemployed
Suburban
Bachelor
1,673,071,200
48
Yes
Yes
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
7f834b39-d0f8-4c73-9dfe-b0ee3cffbb27
no_churn
0.059916
0
no_churn
-0.090467
-0.004617
0.023901
-0.182551
0.018896
0.04044
-0.021121
-0.02669
Female
48
No
No
Unemployed
Urban
College
1,673,071,200
37
No
No phone service
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
8cb931f9-b2c0-41b5-b1d1-19ca36f5d484
no_churn
0.257933
0
no_churn
-0.060517
0.056992
0.02347
-0.166797
-0.04531
0.069978
-0.01217
-0.024674
Female
56
No
No
Unemployed
Suburban
College
1,673,071,200
71
Yes
No
High Speed
Phone_Support
Two year
0hrs
Disabled
4d71ec82-0a78-4efa-a4f6-4796f7c115ca
no_churn
0.002315
0
no_churn
-0.076247
-0.003737
-0.016402
-0.015735
0.003698
-0.119689
-0.016406
-0.024508
Female
73
No
No
Employed
Suburban
Bachelor
1,673,071,200
58
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
9bd40213-a54b-4fc1-9840-fc296260339c
no_churn
0.280318
0
no_churn
-0.19987
-0.005053
0.040603
-0.003833
0.040023
0.047758
-0.053528
0.068554
Female
33
No
Yes
Unemployed
Suburban
College
1,673,071,200
11
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
92c388ed-14b3-4109-bc62-fc1775a8eb17
churn
0.382413
1
churn
-0.063772
-0.096983
-0.063092
-0.037015
0.035124
0.055841
-0.048411
-0.040719
Male
50
Yes
Yes
Unemployed
Rural
College
1,673,071,200
33
Yes
Yes
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
c9d264cd-5474-4295-988a-60e8adb63b62
no_churn
0.077813
0
no_churn
-0.046111
-0.004811
-0.00368
-0.103317
0.041315
0.043948
-0.053808
-0.057562
Male
37
Yes
No
Employed
Suburban
High School or Below
1,673,071,200
70
No
No phone service
High Speed
Phone_Support
Month-to-month
100hrs+
Active
73ffbce2-149c-426c-845d-8d1eb568c35c
no_churn
0.015991
0
no_churn
-0.104555
-0.030644
-0.020943
0.037118
0.051053
0.109925
0.0665
0.075187
Male
56
No
No
Employed
Suburban
High School or Below
1,673,071,200
10
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
047a8966-96d9-462c-9b7a-7df492ae6f0b
no_churn
0.180373
0
no_churn
-0.033471
-0.014237
-0.015706
-0.113635
-0.005698
0.051802
-0.05913
-0.073952
Male
60
No
Yes
Employed
Urban
High School or Below
1,673,071,200
30
No
No phone service
High Speed
Phone_Support
One year
100hrs+
Active
21f8d02c-fb5f-4a1e-809d-60388b767306
no_churn
0.11376
0
no_churn
-0.039115
0.002454
-0.067737
-0.006562
0.052807
-0.153742
0.030214
0.037655
Female
29
No
Yes
Employed
Suburban
College
1,673,071,200
68
Yes
No
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
32eda4f8-18d5-425f-a565-a99520972338
no_churn
0.077343
0
no_churn
-0.190751
-0.003848
-0.039776
-0.055089
0.002143
0.04589
-0.011324
0.045062
Male
61
No
No
Employed
Rural
Doctor
1,673,071,200
65
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
<50hrs
Active
80a7b8ec-388e-4f75-aada-5be9a2045fe5
no_churn
0.112682
0
no_churn
-0.118036
-0.001467
0.026152
0.009501
0.009418
-0.150665
0.047793
0.038278
Male
56
Yes
Yes
Employed
Suburban
College
1,673,071,200
10
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
63909715-7610-4ddd-9cd7-35638ce493c0
no_churn
0.180373
0
no_churn
-0.033471
-0.014237
-0.015706
-0.113635
-0.005698
0.051802
-0.05913
-0.073952
Female
40
No
No
Employed
Suburban
Bachelor
1,673,071,200
72
Yes
Yes
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
5ad15b7e-b62e-43b9-98ac-1a4bc3f33e72
no_churn
0.005143
0
no_churn
-0.183022
-0.010726
-0.025211
-0.011968
-0.075997
0.032004
0.010591
0.036769
Male
37
No
Yes
Unemployed
Suburban
High School or Below
1,673,071,200
21
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
39b57215-ad7e-44b3-be7e-8f818d24a9c5
no_churn
0.55615
0
no_churn
-0.001164
-0.003352
-0.019597
0.003127
0.001841
0.108102
0.085132
0.067551
Female
59
No
Yes
Employed
Suburban
High School or Below
1,673,071,200
32
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
74313f8b-7f6a-453f-b793-60d145c7d4d7
no_churn
0.226309
0
no_churn
-0.009694
-0.014941
0.001785
-0.047764
0.001966
0.052346
-0.040169
-0.009222
Female
73
No
Yes
Unemployed
Rural
Bachelor
1,673,071,200
1
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
3b759d5e-4cac-46b9-a8dd-74680949e4c3
churn
0.664921
1
churn
0.160266
-0.012807
-0.009924
-0.069849
0.040472
0.123714
-0.046721
-0.058441
Female
45
Yes
Yes
Employed
Suburban
Bachelor
1,673,071,200
26
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
17fba5c9-cd83-40b8-a4d2-79148f339d34
churn
0.345919
1
churn
0.039074
-0.001977
0.0301
0.07966
0.12771
0.132925
0.187863
0.095619
Female
57
Yes
Yes
Unemployed
Urban
High School or Below
1,673,071,200
72
Yes
No
Medium Speed
Phone_Support
Month-to-month
100hrs+
Active
dc67b666-8fc2-4cfe-b160-cc69d2a76312
no_churn
0.004843
0
no_churn
-0.141157
-0.000835
-0.005474
-0.015791
0.088603
0.067741
0.057869
0.076018
Female
76
No
Yes
Employed
Suburban
High School or Below
1,673,071,200
43
Yes
No
High Speed
Phone_Support
Two year
<50hrs
Active
8855c230-7581-4841-a9c8-ce6802acd22d
no_churn
0.071046
0
no_churn
-0.056154
-0.001877
-0.014066
-0.019539
0.054613
-0.09645
0.010316
0.064131
Female
62
No
Yes
Employed
Suburban
Master
1,673,071,200
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
827028b9-ef87-460c-95ca-af80089cddb3
no_churn
0.498599
0
no_churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Male
28
Yes
Yes
Unemployed
Suburban
Bachelor
1,673,071,200
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
b6b7a0c0-8c55-4c9a-a52e-ab2dc5b411e3
no_churn
0.305437
0
no_churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Female
61
No
Yes
Employed
Rural
Master
1,673,071,200
33
Yes
Yes
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
5d38d78b-fb75-40e8-ae69-25bfae33865a
no_churn
0.077813
0
no_churn
-0.046111
-0.004811
-0.00368
-0.103317
0.041315
0.043948
-0.053808
-0.057562
Male
48
No
Yes
Unemployed
Suburban
Bachelor
1,673,071,200
7
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a429400c-86ee-487e-ac95-d63ed0175a38
churn
0.763978
1
churn
0.115651
-0.000912
0.048365
0.198538
0.018537
0.139979
-0.00761
-0.033888
Male
71
Yes
Yes
Unemployed
Suburban
College
1,673,071,200
24
Yes
No
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
2dfd5622-4bf0-4710-b156-2f08fd7d42a1
churn
0.525284
1
churn
-0.183725
-0.009494
-0.140876
-0.028711
0.059824
0.023415
0.029351
0.052856
Male
51
No
No
Employed
Suburban
College
1,673,071,200
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
67f91e6c-eda6-4237-846a-0b371abd3713
no_churn
0.498599
0
no_churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Male
45
No
Yes
Medical Leave
Suburban
College
1,673,071,200
30
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
ae16939c-d591-4a96-a651-83d43983f1da
no_churn
0.182429
0
no_churn
-0.115405
-0.005285
-0.041763
-0.061142
-0.010486
0.053599
-0.011571
0.004694
Female
58
No
Yes
Employed
Urban
Bachelor
1,673,071,200
1
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
6e4ea8f9-36e2-4eaf-b58b-3020787505c5
churn
0.296113
1
churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Female
45
No
No
Medical Leave
Suburban
College
1,673,071,200
12
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
313e81ac-52c3-4ff0-b524-d94539623c7b
no_churn
0.053113
0
no_churn
0.005094
-0.00411
-0.095397
-0.018486
0.003618
0.068773
-0.038072
-0.032909
Female
80
Yes
Yes
Employed
Suburban
College
1,673,071,200
18
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
e919ce52-77ca-46bb-a7a3-d9f56f9fc6d3
no_churn
0.495268
0
no_churn
-0.119614
-0.00632
0.066713
0.062724
-0.017455
0.084556
-0.036752
-0.040047
Female
79
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
8
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a7b6ae9e-0029-4b51-b98a-f07bd8c8c575
churn
0.66143
1
churn
0.05676
-0.007527
0.014819
0.154392
-0.000339
0.126103
-0.04086
-0.01995
Female
56
No
No
Disabled
Urban
Master
1,673,071,200
72
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
69473375-6ea6-4602-b224-3e28fda1353d
no_churn
0.005928
0
no_churn
-0.131118
-0.002279
0.030604
0.024775
0.052951
0.076604
-0.025505
-0.046058
Female
65
No
No
Employed
Suburban
College
1,673,071,200
29
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
f5b5c5b6-8365-444d-b00b-64b9da41fac1
no_churn
0.014356
0
no_churn
-0.091788
-0.017439
-0.027365
-0.115378
0.028091
0.042683
-0.031386
-0.046445
Female
37
Yes
No
Unemployed
Suburban
Bachelor
1,673,071,200
24
Yes
No
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
f5dd87b2-19b2-40b6-bb13-c8a35ae4f5af
churn
0.525284
1
churn
-0.183725
-0.009494
-0.140876
-0.028711
0.059824
0.023415
0.029351
0.052856
Female
80
Yes
No
Employed
Suburban
College
1,673,071,200
38
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ae33fdf5-df86-46fb-8274-a136d5a2fcde
churn
0.478298
1
churn
-0.038384
-0.008392
-0.020685
0.110752
0.004618
0.101454
-0.011607
0.009397
Female
47
No
No
Employed
Urban
High School or Below
1,673,071,200
4
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
39d87da5-5784-4e82-99d1-fbf805c71f22
churn
0.801339
1
churn
0.196571
0.000554
0.104573
-0.030501
0.108265
0.133146
0.08157
0.098463
Male
57
No
No
Unemployed
Suburban
High School or Below
1,673,071,200
37
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
bb25e349-927e-40f4-b808-c557efbe6317
no_churn
0.406203
0
no_churn
-0.196155
-0.005702
-0.057515
-0.044541
-0.013865
0.048023
0.019938
0.035792
Male
20
No
Yes
Unemployed
Suburban
Bachelor
1,673,071,200
1
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
854d7268-a444-44a2-9282-9bc9bc6f70b6
churn
0.778552
1
churn
0.24186
0.054012
0.027869
-0.04414
-0.112285
0.132537
-0.044866
-0.039967
Male
73
Yes
No
Employed
Urban
College
1,673,071,200
72
Yes
Yes
High Speed
Phone_Support
Two year
0hrs
Disabled
7d99e02e-e681-49aa-a627-21befac95db4
no_churn
0.002907
0
no_churn
-0.083724
-0.003493
0.00578
-0.008572
0.007134
-0.148799
-0.016743
-0.020611
Male
31
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
51
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
5a454043-332e-4c71-a6e9-b5bdf607764d
no_churn
0.098278
0
no_churn
0.071089
-0.003229
0.099909
0.111264
0.069614
-0.147477
0.005101
0.0078
Male
76
No
Yes
Medical Leave
Rural
Bachelor
1,673,071,200
63
Yes
Yes
High Speed
In_Store_Support
One year
0hrs
Disabled
78e62a2d-bb9f-489e-be46-3d9b46303236
no_churn
0.057858
0
no_churn
-0.074418
-0.004143
-0.005087
-0.03089
-0.032134
-0.087779
-0.016808
-0.017768
Female
21
No
Yes
Employed
Urban
Bachelor
1,673,071,200
47
Yes
Yes
High Speed
Phone_Support
One year
0hrs
Disabled
d0b3bf18-b0fd-4e3b-887d-62e6e8e3721a
no_churn
0.038914
0
no_churn
-0.024266
-0.010728
0.012376
-0.020353
0.024348
-0.157128
-0.035151
-0.058125
Female
72
No
Yes
Disabled
Suburban
Bachelor
1,673,071,200
70
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
<50hrs
Active
0c27d86a-86b7-4ca0-8a89-94153eee09d3
no_churn
0.033993
0
no_churn
-0.196099
-0.002422
-0.012651
0.002422
-0.048238
0.00537
0.004444
0.034815
Male
32
No
No
Employed
Suburban
College
1,673,071,200
7
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
b6be9527-4dc4-46af-a742-a6c0ea69a26c
churn
0.763978
1
churn
0.115651
-0.000912
0.048365
0.198538
0.018537
0.139979
-0.00761
-0.033888
Male
67
Yes
Yes
Unemployed
Urban
High School or Below
1,673,071,200
8
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
87455f00-595e-4d67-a2a7-7fbd46f80235
no_churn
0.674007
0
no_churn
0.05676
-0.007527
0.014819
0.154392
-0.000339
0.126103
-0.04086
-0.01995
Male
78
No
No
Unemployed
Urban
College
1,673,071,200
69
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
100hrs+
Active
22365069-c27f-4b5b-ba92-623944a36243
no_churn
0.114766
0
no_churn
-0.119359
-0.022801
-0.017136
-0.03123
-0.098993
0.05192
0.003497
0.005076
Male
46
No
Yes
Unemployed
Suburban
Bachelor
1,673,071,200
47
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
e46fc1ef-70c0-4fd1-bc37-92dff7dc7257
no_churn
0.038914
0
no_churn
-0.000102
0.000889
0.075949
-0.013475
0.094574
0.102064
-0.022622
-0.006437
Female
42
No
Yes
Employed
Urban
Bachelor
1,673,071,200
46
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
a1ce6af0-4895-480d-904e-04405400ed3a
no_churn
0.008753
0
no_churn
-0.13658
-0.006262
-0.030893
-0.043583
0.011979
0.028069
-0.047119
-0.044637
Female
21
Yes
Yes
Medical Leave
Urban
College
1,673,071,200
27
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f240c4d5-ef7f-484c-9ac7-aa6d6e63e437
no_churn
0.454163
0
no_churn
-0.024032
-0.002928
0.062378
0.151789
0.061167
0.113578
-0.03438
-0.021931
Male
26
Yes
Yes
Unemployed
Urban
Bachelor
1,673,071,200
9
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
b21c3b91-59e4-42a6-9520-c317df565c51
no_churn
0.521615
0
no_churn
-0.01129
-0.004443
-0.038354
0.01984
-0.173633
0.053916
-0.03688
-0.051682
Female
31
No
Yes
Unemployed
Suburban
Bachelor
1,673,071,200
8
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
384394d5-311d-4fe9-8b2f-7d1d564e73ad
no_churn
0.674007
0
no_churn
0.05676
-0.007527
0.014819
0.154392
-0.000339
0.126103
-0.04086
-0.01995
Male
49
Yes
Yes
Unemployed
Suburban
High School or Below
1,673,071,200
5
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
79895154-cccd-4f4f-875d-14cba7c9572f
no_churn
0.114973
0
no_churn
0.035163
-0.006829
-0.06307
-0.150573
0.015364
0.071643
-0.054515
-0.067708
Female
50
No
No
Employed
Suburban
High School or Below
1,673,071,200
56
Yes
Yes
Low Speed
In_Store_Support
One year
0hrs
Disabled
6371c04e-fa6f-4e84-9665-f7ccdb16ab34
no_churn
0.050582
0
no_churn
-0.034419
-0.006427
0.005806
-0.021168
-0.040669
-0.04826
-0.022188
-0.0217
Female
45
No
No
Disabled
Suburban
Bachelor
1,673,071,200
21
No
No phone service
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
94408c79-bab1-4a37-8435-03913ec34f23
no_churn
0.122581
0
no_churn
0.102732
0.125144
0.057155
0.119998
0.08525
0.117264
-0.007189
-0.022713
Male
32
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
11
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
1ca1c4db-f072-4f16-bce3-d27f419beddb
churn
0.477933
1
churn
0.063281
-0.001547
-0.039401
0.054692
0.008549
0.108293
-0.020649
-0.007416
Male
73
No
No
Unemployed
Suburban
Bachelor
1,673,071,200
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
647f7a45-8b3f-4232-8135-e1c60f33e621
no_churn
0.592976
0
no_churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Female
55
No
No
Unemployed
Suburban
Bachelor
1,673,071,200
56
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
29c81ebc-f0ee-4ea7-bcdc-cf0e493579f1
churn
0.117879
0
no_churn
-0.07317
-0.004423
-0.096753
-0.046098
0.034061
0.054295
-0.010816
-0.046123
Female
57
Yes
No
Medical Leave
Suburban
High School or Below
1,673,071,200
30
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
3da02771-d557-4dc4-844b-36509d910c36
no_churn
0.182429
0
no_churn
-0.115405
-0.005285
-0.041763
-0.061142
-0.010486
0.053599
-0.011571
0.004694
Male
30
No
No
Employed
Suburban
High School or Below
1,673,071,200
53
Yes
Yes
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
5c120321-acea-40f1-aa15-6aafd7e1a8ce
no_churn
0.045522
0
no_churn
-0.071674
-0.003334
0.041955
-0.128975
0.040669
0.054374
-0.036944
-0.055096
Female
44
Yes
No
Unemployed
Suburban
College
1,673,071,200
1
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
3e855fd4-b042-4566-8620-fc110dc4de36
churn
0.468816
1
churn
0.214698
-0.004688
0.000731
-0.105151
0.00444
0.113129
-0.05345
-0.061319
Female
38
No
No
Retired
Suburban
Doctor
1,673,071,200
43
Yes
No
Medium Speed
Web_Chat_Support
One year
0hrs
Disabled
3cb97acc-829d-406a-a32c-b270fedc0a16
no_churn
0.018113
0
no_churn
0.099751
0.003861
0.04791
0.123327
0.07173
-0.038659
-0.022084
-0.024863
Male
79
No
No
Employed
Urban
College
1,673,071,200
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
d6afc0b6-5f65-4128-ab53-bf2f2c33ac0e
no_churn
0.592976
0
no_churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
52
Yes
No
Employed
Suburban
College
1,673,071,200
53
Yes
Yes
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
43676a8b-8420-41f8-85fc-47331e3fae59
no_churn
0.045522
0
no_churn
-0.071674
-0.003334
0.041955
-0.128975
0.040669
0.054374
-0.036944
-0.055096
Female
79
Yes
Yes
Employed
Suburban
Master
1,673,071,200
34
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
c95d1494-6d90-4940-85e0-e3dedc97edc1
no_churn
0.260858
0
no_churn
-0.197263
-0.002986
-0.020517
0.004523
-0.02756
0.028572
-0.025538
-0.028257
Female
57
No
Yes
Medical Leave
Suburban
High School or Below
1,673,071,200
39
Yes
Yes
High Speed
In_Store_Support
One year
0hrs
Disabled
6ffca251-8f53-4e8a-962f-1d5aede2ee64
no_churn
0.02074
0
no_churn
-0.013595
-0.005853
-0.011856
-0.087356
-0.012463
-0.04985
-0.012802
-0.020253
Male
71
No
Yes
Medical Leave
Suburban
Bachelor
1,673,071,200
68
Yes
No
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
e9040b92-1ba5-4104-82f8-b24349c34fa1
no_churn
0.077343
0
no_churn
-0.190751
-0.003848
-0.039776
-0.055089
0.002143
0.04589
-0.011324
0.045062
Female
76
No
No
Employed
Suburban
College
1,673,071,200
49
Yes
Yes
High Speed
Phone_Support
Month-to-month
<50hrs
Active
13b355e2-0eaa-4219-8b3c-131cf207f4c5
no_churn
0.088195
0
no_churn
-0.076812
-0.001174
0.055951
0.02363
0.040605
0.114176
0.017626
0.026469
Female
39
No
Yes
Employed
Rural
High School or Below
1,673,071,200
67
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
ce7f66f3-f47c-48c2-940a-9f25300a71ab
churn
0.327862
1
churn
-0.170318
-0.001433
0.015916
-0.008197
0.05367
0.04496
0.004662
0.061713
Male
21
No
Yes
Employed
Suburban
College
1,673,071,200
5
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
bc9b5927-5964-4874-9b91-5f5a32bf80c5
no_churn
0.114973
0
no_churn
0.035163
-0.006829
-0.06307
-0.150573
0.015364
0.071643
-0.054515
-0.067708
Female
45
No
No
Employed
Urban
High School or Below
1,673,071,200
59
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8f31953a-bd07-44f6-9d5b-104357fa8aad
no_churn
0.185893
0
no_churn
-0.234705
-0.004425
0.010455
0.005393
-0.026825
0.04493
-0.04196
-0.02189
Male
76
No
Yes
Unemployed
Urban
College
1,673,071,200