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
36
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
1019498a-ce6f-4ef2-ba1e-be4112160bb7
no_churn
0.313261
0
no_churn
-0.013047
-0.003182
0.127216
0.08888
0.087087
0.130879
0.050886
0.033484
Female
45
No
Yes
Employed
Suburban
College
1,672,639,200
43
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
cd35f3b3-5343-41b1-bee7-a28587bb1cae
no_churn
0.377175
0
no_churn
-0.065922
-0.00292
-0.028301
0.078221
0.039286
0.070378
-0.022616
-0.01936
Male
30
Yes
No
Medical Leave
Suburban
College
1,672,639,200
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5a34182a-6504-4569-bf75-9ef99a3a8f4d
no_churn
0.407741
0
no_churn
0.168599
-0.004507
-0.039601
0.161268
-0.002281
0.127523
-0.024741
-0.036143
Female
33
No
Yes
Employed
Suburban
Bachelor
1,672,639,200
1
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f9c76dd7-6423-46fd-8b15-0c4a28cb653c
no_churn
0.857863
0
no_churn
0.279085
-0.006103
0.023676
0.165613
0.043398
0.157234
-0.021751
-0.028467
Female
65
No
No
Employed
Suburban
Bachelor
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e05772fa-f6b2-4770-82cf-18a5f22db733
churn
0.807605
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
23
No
Yes
Employed
Suburban
High School or Below
1,672,639,200
31
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
6fd5aafa-9ec9-4583-a824-7da82e002ae7
no_churn
0.103572
0
no_churn
-0.040086
-0.003384
0.017835
0.041787
-0.004256
-0.149966
-0.025853
-0.065102
Male
56
No
No
Retired
Urban
High School or Below
1,672,639,200
40
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
592efa41-d97e-4cf0-8d77-5326a7e99745
no_churn
0.177199
0
no_churn
-0.11725
-0.01186
-0.012269
0.058869
0.021325
0.062271
-0.007176
-0.009106
Male
40
No
Yes
Unemployed
Suburban
High School or Below
1,672,639,200
3
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3907e0d7-d7ea-4cfb-9ad1-cb3efd5a6699
churn
0.622269
1
churn
0.115694
-0.007177
-0.084196
0.112574
-0.019021
0.113956
-0.021779
-0.03425
Female
58
Yes
No
Employed
Suburban
Bachelor
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ac8b959d-9b96-4e28-aac7-e36cca96886c
churn
0.874798
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
68
No
Yes
Employed
Suburban
College
1,672,639,200
25
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
72440d7e-a703-4f0d-a824-73ccd3bff67e
no_churn
0.482304
0
no_churn
0.097429
-0.005818
0.077577
0.151973
0.084703
0.13934
-0.023893
-0.038598
Female
49
Yes
No
Employed
Rural
College
1,672,639,200
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9f6b6d5c-f3f0-45b2-9966-613853109cc7
churn
0.521041
1
churn
0.091899
-0.004987
-0.023741
0.164174
0.045899
0.119718
-0.038699
-0.005558
Female
32
No
No
Unemployed
Rural
Bachelor
1,672,639,200
32
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9dabd5fa-d87e-4635-8b7a-1fe571eba977
no_churn
0.403251
0
no_churn
-0.014631
-0.003368
0.02426
0.153154
0.064041
0.033094
-0.010592
-0.024224
Male
34
No
Yes
Employed
Suburban
Bachelor
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
c37a0f77-914d-4d24-a3ab-3b7e5cf9f54d
no_churn
0.821839
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
63
No
No
Employed
Rural
College
1,672,639,200
34
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3a26882b-4481-4de1-9862-ed9289cf70ef
churn
0.398204
1
churn
0.001427
-0.001635
-0.011011
0.130791
0.023286
0.044821
0.000826
0.014201
Male
33
No
No
Employed
Urban
Bachelor
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
785c0d60-b68c-4964-8619-5bc719d45790
churn
0.821839
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
55
No
Yes
Employed
Suburban
College
1,672,639,200
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e3b6154d-c63b-4582-ba24-701f23698f6e
no_churn
0.465384
0
no_churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Female
38
No
Yes
Medical Leave
Suburban
Master
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f02a8c2d-356a-48a5-b027-cd643c3b55db
churn
0.871061
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
22
No
Yes
Unemployed
Urban
High School or Below
1,672,639,200
16
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f28c36b0-afab-460e-be3d-0275b19a410e
no_churn
0.359837
0
no_churn
0.025901
-0.003413
-0.043977
0.06131
-0.000967
0.101233
-0.027175
-0.009027
Male
54
No
Yes
Disabled
Suburban
College
1,672,639,200
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
55c96688-3a5c-4022-8ae8-56ba19d6c4ff
churn
0.524446
1
churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Female
30
Yes
No
Employed
Suburban
High School or Below
1,672,639,200
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
0d5dab5b-bab7-4263-85f0-d0a29ac5eb52
no_churn
0.489971
0
no_churn
0.168599
-0.004507
-0.039601
0.161268
-0.002281
0.127523
-0.024741
-0.036143
Male
20
No
No
Employed
Suburban
Master
1,672,639,200
55
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e5729af2-99fe-40b9-8e87-25d108d7617a
no_churn
0.189944
0
no_churn
-0.152118
-0.003715
0.05945
0.024264
0.057761
0.071524
-0.030128
-0.045579
Female
79
Yes
Yes
Employed
Rural
Master
1,672,639,200
51
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3083653c-9d1f-4a77-a1e6-46afa9406665
churn
0.273196
1
churn
0.05785
-0.000419
0.171692
0.117668
0.143942
0.114674
-0.001814
0.015785
Male
44
No
Yes
Unemployed
Suburban
Bachelor
1,672,639,200
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
698cb75d-0560-455a-8eec-85969001aaa3
no_churn
0.795608
1
churn
0.168599
-0.004507
-0.039601
0.161268
-0.002281
0.127523
-0.024741
-0.036143
Male
39
No
No
Employed
Suburban
Master
1,672,639,200
10
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
b0241d8a-d118-4e6f-a9c7-79819bf7ea24
churn
0.55998
1
churn
0.045115
-0.004309
0.01049
0.152923
0.010003
0.129236
-0.046359
-0.044426
Male
49
No
Yes
Employed
Suburban
Bachelor
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
dbaf696d-0492-471e-a50f-6478651db211
churn
0.818874
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
25
Yes
No
Employed
Suburban
Bachelor
1,672,639,200
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3244ce06-04ba-4f9c-a025-ce16c3900b04
churn
0.562813
1
churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
60
No
No
Retired
Rural
High School or Below
1,672,639,200
37
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
cfe9c157-c601-4fdb-aceb-d027ba0904ee
churn
0.569588
1
churn
-0.052815
-0.008048
0.077571
0.104987
0.034365
0.113401
-0.02053
-0.015885
Female
54
Yes
Yes
Employed
Urban
High School or Below
1,672,639,200
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
7ed7fdee-deb3-4342-87d8-c5fdd8503143
churn
0.615696
1
churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Female
24
No
No
Disabled
Suburban
Bachelor
1,672,639,200
43
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8c626cd7-e1af-46d1-872c-e06bba34633d
no_churn
0.380517
0
no_churn
-0.104973
-0.002841
0.013663
0.0601
0.030121
0.085734
-0.045485
-0.054534
Male
58
No
No
Employed
Suburban
High School or Below
1,672,639,200
6
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a1eeffae-c513-4ac4-bebe-73a5227986e5
no_churn
0.759721
0
no_churn
0.030578
-0.003541
0.020737
0.154612
-0.022964
0.121836
-0.032772
-0.042072
Male
48
No
Yes
Employed
Suburban
Doctor
1,672,639,200
10
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e54533d8-4eb0-48a4-a4c4-0f6e39267558
churn
0.639987
1
churn
0.045115
-0.004309
0.01049
0.152923
0.010003
0.129236
-0.046359
-0.044426
Female
70
Yes
No
Employed
Suburban
High School or Below
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
78069968-2aa7-409c-8393-3bb6d6cc7c74
churn
0.874798
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
47
Yes
No
Employed
Rural
Doctor
1,672,639,200
54
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6a8d6247-c12f-45ae-8e2b-a2bb5908c87d
no_churn
0.273079
0
no_churn
-0.136845
-0.003162
0.073801
0.017493
0.061018
0.071424
-0.014447
-0.051718
Male
52
Yes
Yes
Unemployed
Suburban
College
1,672,639,200
1
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
05ac7a72-d52b-415b-ba7e-c381ec4e57d9
churn
0.922551
1
churn
0.279085
-0.006103
0.023676
0.165613
0.043398
0.157234
-0.021751
-0.028467
Female
58
No
No
Unemployed
Suburban
Master
1,672,639,200
1
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
015fa010-0d2c-4856-8111-1054883f7c97
no_churn
0.857863
0
no_churn
0.279085
-0.006103
0.023676
0.165613
0.043398
0.157234
-0.021751
-0.028467
Male
70
No
Yes
Unemployed
Suburban
College
1,672,639,200
66
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
c8b6e32a-4450-4983-a721-a8bfed1cc731
no_churn
0.034313
0
no_churn
-0.037446
-0.003404
-0.029885
-0.023358
-0.016104
-0.118114
-0.018598
-0.022117
Female
43
No
Yes
Employed
Suburban
College
1,672,639,200
4
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
953ac5bb-e379-4b5a-b81e-88c9763b7312
no_churn
0.114973
0
no_churn
0.138993
-0.002449
-0.004046
-0.019839
0.037303
0.101072
-0.028551
-0.058278
Female
24
Yes
Yes
Unemployed
Suburban
Bachelor
1,672,639,200
60
Yes
Yes
High Speed
Phone_Support
Month-to-month
<50hrs
Active
d4da279d-a378-4fca-8688-300b26500a96
no_churn
0.326257
0
no_churn
-0.114806
-0.001284
0.017184
0.044024
0.099153
0.07156
0.137728
0.047415
Female
68
No
No
Employed
Rural
Bachelor
1,672,639,200
53
Yes
No
Fiber optic
Phone_Support
Month-to-month
100hrs+
Active
3864e848-d5cb-4676-9b77-d22354a3ca5e
no_churn
0.135704
0
no_churn
-0.155883
-0.003962
-0.129602
-0.08745
0.044128
0.033023
0.013514
0.037206
Female
26
No
Yes
Employed
Suburban
Master
1,672,639,200
1
No
No phone service
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
6c924e72-5f73-4c82-b6f2-bed20aa06bcb
no_churn
0.521651
0
no_churn
0.190371
0.047002
0.011085
-0.179517
-0.028761
0.111959
-0.037818
-0.047144
Female
51
No
No
Unemployed
Suburban
Bachelor
1,672,639,200
28
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
4029909c-71af-4e92-9f11-db97871e2b3c
no_churn
0.106906
0
no_churn
-0.095387
-0.015326
-0.009993
-0.048936
-0.050514
0.034295
-0.033993
-0.039173
Male
36
No
Yes
Employed
Suburban
Bachelor
1,672,639,200
13
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
69cdf863-7905-4f9c-ada9-19306f57eda1
churn
0.310558
1
churn
-0.096441
0.033426
-0.001371
-0.091781
-0.055572
0.062798
-0.055032
-0.065052
Female
67
Yes
Yes
Unemployed
Suburban
Master
1,672,639,200
55
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
4b267dfa-7f31-4253-bf5e-4c85216af405
no_churn
0.189944
0
no_churn
-0.152118
-0.003715
0.05945
0.024264
0.057761
0.071524
-0.030128
-0.045579
Female
22
Yes
Yes
Employed
Suburban
College
1,672,639,200
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
7f041012-dc43-44be-8877-c54eb3e9d0fa
churn
0.524446
1
churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Female
23
No
No
Medical Leave
Suburban
College
1,672,639,200
1
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
96f8ddcd-914e-4a79-b26d-142855cb7c67
churn
0.917107
1
churn
0.290715
-0.001972
0.055719
-0.044387
0.069005
0.15692
0.094683
0.10029
Male
44
No
Yes
Unemployed
Suburban
Bachelor
1,672,639,200
4
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
5c4f63fb-0923-4ac8-9c41-4ecc18088e28
churn
0.571554
1
churn
0.268147
-0.002795
0.034496
0.238003
-0.022793
0.130744
-0.007273
0.016195
Male
42
No
Yes
Employed
Urban
Bachelor
1,672,639,200
3
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
20c60bb1-16ed-4585-80a0-b487f30bc218
no_churn
0.668267
0
no_churn
0.133638
0.105985
0.040152
-0.002117
0.032965
0.113468
-0.016079
-0.003595
Male
59
Yes
Yes
Unemployed
Suburban
Bachelor
1,672,639,200
1
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
4e58b0a6-38df-46f7-958b-5f12b2fa9027
no_churn
0.627014
0
no_churn
0.308048
0.118279
0.067553
0.029049
0.067418
0.180741
-0.015453
-0.024661
Male
52
No
No
Employed
Suburban
Master
1,672,639,200
45
Yes
No
Medium Speed
Phone_Support
Two year
100hrs+
Active
0f4593aa-ffe6-4f77-9fc8-5c244442d0af
no_churn
0.020372
0
no_churn
-0.053006
-0.00078
0.031737
0.030589
0.115777
-0.086344
0.05609
0.076912
Male
38
No
Yes
Employed
Suburban
Bachelor
1,672,639,200
31
Yes
Yes
Low Speed
Phone_Support
Month-to-month
100hrs+
Active
9f3d08de-3852-495f-84ff-f9efa0ae0954
churn
0.0192
0
no_churn
-0.022932
-0.004902
0.036176
0.039432
0.138476
0.121794
0.102829
0.11041
Male
54
No
No
Unemployed
Rural
Master
1,672,639,200
13
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
302a1aa4-9dec-4251-b71f-86296b8350a8
churn
0.494712
1
churn
-0.06557
0.08773
0.034745
-0.080569
-0.052408
0.072874
-0.013258
-0.032649
Female
27
No
Yes
Employed
Rural
College
1,672,639,200
70
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
78d62c79-6e03-497e-b34d-be32f948775c
churn
0.027666
1
churn
-0.085222
-0.006115
-0.03351
-0.031381
-0.059744
0.022692
-0.019778
-0.033429
Male
63
No
Yes
Employed
Suburban
Bachelor
1,672,639,200
1
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
1b79203b-c3c0-4365-9005-1743b80a1dc7
no_churn
0.857863
0
no_churn
0.279085
-0.006103
0.023676
0.165613
0.043398
0.157234
-0.021751
-0.028467
Male
22
No
No
Unemployed
Rural
College
1,672,639,200
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
80fee129-a658-4eec-a2cb-8e8b31d7da51
churn
0.6718
1
churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Male
77
No
Yes
Employed
Suburban
High School or Below
1,672,639,200
21
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
46e5546d-f197-4a02-8f0a-c9dd5c97441b
churn
0.633134
1
churn
0.067639
-0.003121
0.017558
0.039617
0.084392
0.130504
0.221305
0.124747
Male
69
No
No
Employed
Urban
College
1,672,639,200
40
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
639137c8-8388-44b0-9911-81ae05a92716
no_churn
0.177199
0
no_churn
-0.11725
-0.01186
-0.012269
0.058869
0.021325
0.062271
-0.007176
-0.009106
Female
70
Yes
No
Unemployed
Suburban
High School or Below
1,672,639,200
10
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
4fca5edf-bab4-4265-a542-6a78ca24aca1
churn
0.639987
1
churn
0.045115
-0.004309
0.01049
0.152923
0.010003
0.129236
-0.046359
-0.044426
Female
66
Yes
No
Employed
Suburban
College
1,672,639,200
34
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
29335c6e-5261-4526-a235-fa9abb4611d3
no_churn
0.032878
0
no_churn
-0.102314
-0.005923
-0.041145
-0.102844
0.020749
0.032249
-0.026364
-0.043434
Male
68
Yes
No
Unemployed
Urban
Bachelor
1,672,639,200
69
Yes
Yes
Fiber optic
Phone_Support
Two year
<80hrs
Active
eb1b2048-e1da-4039-b725-340cdaad7c6b
no_churn
0.093715
0
no_churn
-0.130182
-0.001813
0.026018
0.016967
0.007307
-0.199683
-0.005941
0.036681
Female
41
Yes
No
Retired
Urban
College
1,672,639,200
31
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
cb7ceef9-b858-45dd-b8e7-54de626f9794
no_churn
0.585079
0
no_churn
0.021271
-0.001405
0.090477
0.087262
0.042682
0.122975
0.084848
0.066029
Male
79
Yes
Yes
Employed
Suburban
Bachelor
1,672,639,200
68
Yes
Yes
Fiber optic
In_Store_Support
One year
0hrs
Disabled
b0f8818c-e49f-412b-80b3-f9720bad438f
no_churn
0.064302
0
no_churn
-0.105971
-0.003088
0.016699
0.041304
-0.040797
-0.079743
-0.017555
-0.063876
Male
55
Yes
Yes
Employed
Suburban
Bachelor
1,672,639,200
2
Yes
No
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
031190bb-0784-4a07-b0c4-cd7af54df006
no_churn
0.412444
0
no_churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
55
No
No
Medical Leave
Suburban
Bachelor
1,672,639,200
68
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
66fe0541-2b60-4210-9486-d22f9e2f9b39
no_churn
0.064302
0
no_churn
-0.158824
-0.004308
0.010858
0.055532
-0.021429
0.043227
-0.006064
-0.033019
Male
21
Yes
Yes
Disabled
Suburban
College
1,672,639,200
9
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
f0eabba0-ec36-4d34-9d7b-9ed9266fa136
no_churn
0.779949
0
no_churn
0.102924
-0.003019
0.049508
0.064618
0.095283
0.1471
0.128889
0.127338
Female
73
No
Yes
Employed
Suburban
High School or Below
1,672,639,200
13
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
5298d3db-afaa-410f-b619-3b55dd006ef3
churn
0.310558
1
churn
-0.096441
0.033426
-0.001371
-0.091781
-0.055572
0.062798
-0.055032
-0.065052
Female
60
No
Yes
Employed
Suburban
College
1,672,639,200
56
No
No phone service
Low Speed
Phone_Support
Two year
0hrs
Disabled
ec3f8c8c-01dc-4b12-bb93-d321a5002b5d
no_churn
0.019998
0
no_churn
-0.057391
0.014127
0.003442
-0.043064
0.015529
-0.118661
-0.029729
-0.033279
Male
45
Yes
No
Employed
Urban
College
1,672,639,200
58
Yes
No
Fiber optic
Web_Chat_Support
One year
<80hrs
Active
83b1c0fa-7801-4d85-b765-77d9a3a1e6d7
no_churn
0.320894
1
churn
-0.108442
-0.003708
-0.009133
-0.027877
-0.040348
-0.076431
0.023954
0.046958
Female
74
No
No
Medical Leave
Suburban
Bachelor
1,672,639,200
17
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
6e28d1bb-f23e-469e-b8e8-aec28ef07cfd
no_churn
0.156101
0
no_churn
0.151876
-0.00571
-0.092533
-0.028662
-0.040545
0.106603
-0.037295
-0.013524
Female
66
No
No
Unemployed
Suburban
Master
1,672,639,200
57
No
No phone service
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
b7312f22-b035-4847-916c-4e68f0184982
churn
0.338067
1
churn
-0.116052
0.006042
0.019067
-0.115019
-0.032358
0.040132
-0.033241
-0.037597
Male
28
Yes
No
Disabled
Urban
College
1,672,639,200
51
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
0cebcb57-982e-4ba3-a829-24f2c0938def
no_churn
0.013932
0
no_churn
-0.157121
0.017394
-0.007953
-0.032798
-0.059387
0.040353
-0.036017
-0.023499
Female
68
No
No
Medical Leave
Rural
College
1,672,639,200
53
Yes
No
Fiber optic
Phone_Support
Month-to-month
100hrs+
Active
26e2494b-eb94-4f13-a82a-c9b61cc1d90b
no_churn
0.135704
0
no_churn
-0.155883
-0.003962
-0.129602
-0.08745
0.044128
0.033023
0.013514
0.037206
Female
38
No
Yes
Employed
Suburban
Bachelor
1,672,639,200
10
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
d562c69a-03e2-4421-aa24-43df5afd5551
churn
0.639987
1
churn
0.045115
-0.004309
0.01049
0.152923
0.010003
0.129236
-0.046359
-0.044426
Male
63
No
No
Employed
Suburban
High School or Below
1,672,639,200
15
Yes
No
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
ca6bf85e-86bc-4d19-b499-b2b5fdabc79b
no_churn
0.097237
0
no_churn
-0.037359
-0.009558
-0.011984
-0.078164
-0.072579
0.050141
-0.034257
-0.037489
Female
70
No
No
Disabled
Suburban
High School or Below
1,672,639,200
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f46a711a-da36-446d-a7de-79f554590e1d
churn
0.524446
1
churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Male
33
No
Yes
Disabled
Suburban
Bachelor
1,672,639,200
34
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
72e4af7f-0185-49d8-9107-5cf923efbc5b
no_churn
0.032878
0
no_churn
-0.102314
-0.005923
-0.041145
-0.102844
0.020749
0.032249
-0.026364
-0.043434
Male
21
No
Yes
Employed
Urban
Bachelor
1,672,639,200
24
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
d05c0bf3-58a3-4a87-b04a-7946ab9ef889
churn
0.710238
1
churn
0.019749
-0.004452
0.157674
0.01257
0.094625
0.073811
0.059014
0.064056
Male
51
Yes
No
Employed
Urban
High School or Below
1,672,639,200
4
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
f8921fd4-d9e1-405f-831a-40b38b081e52
churn
0.132841
1
churn
0.176506
0.001391
0.00543
0.016737
0.007743
0.113006
-0.03144
-0.050617
Male
21
No
Yes
Employed
Suburban
College
1,672,639,200
50
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
d316e3e3-c6d3-460c-bf2f-af1c47dc05f5
no_churn
0.234037
0
no_churn
-0.009001
-0.001647
0.114027
0.027692
0.041914
0.117734
0.058483
0.002083
Female
70
No
Yes
Employed
Suburban
Master
1,672,639,200
49
Yes
Yes
High Speed
Phone_Support
Month-to-month
100hrs+
Active
fe1f7dd6-7e79-4e87-9ef0-d0ef30d1b93c
no_churn
0.245116
0
no_churn
-0.012237
-0.000765
0.032811
0.044356
0.122783
0.071768
0.04513
0.029794
Female
46
No
No
Employed
Suburban
Doctor
1,672,639,200
34
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
2afd6821-e536-450b-8646-4f2668b24268
no_churn
0.032878
0
no_churn
-0.102314
-0.005923
-0.041145
-0.102844
0.020749
0.032249
-0.026364
-0.043434
Male
59
No
No
Employed
Suburban
High School or Below
1,672,639,200
14
Yes
No
Fiber optic
Phone_Support
Month-to-month
100hrs+
Active
9f85b7e4-3c20-47c3-8b09-290202ebd65d
churn
0.523415
1
churn
0.018079
-0.005515
-0.078736
-0.058772
-0.021977
0.054085
0.019399
0.041911
Male
72
No
Yes
Employed
Suburban
College
1,672,639,200
25
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6336cffe-e981-419a-b217-23d4f63dacef
no_churn
0.482304
0
no_churn
0.097429
-0.005818
0.077577
0.151973
0.084703
0.13934
-0.023893
-0.038598
Male
41
Yes
Yes
Employed
Suburban
High School or Below
1,672,639,200
54
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ac276092-5397-4ca9-9382-e2ce62bf5c0d
no_churn
0.273079
0
no_churn
-0.136845
-0.003162
0.073801
0.017493
0.061018
0.071424
-0.014447
-0.051718
Female
49
Yes
Yes
Medical Leave
Suburban
High School or Below
1,672,639,200
60
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
abdf082c-705a-44cd-9078-bcf79df8cc14
no_churn
0.496008
0
no_churn
-0.25604
-0.003106
-0.027269
-0.064897
0.02065
0.036685
0.04365
0.021301
Male
78
No
Yes
Employed
Suburban
College
1,672,639,200
13
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
c8d80c6a-df3b-4073-9862-170d0acb9068
churn
0.494712
1
churn
-0.06557
0.08773
0.034745
-0.080569
-0.052408
0.072874
-0.013258
-0.032649
Male
26
Yes
Yes
Employed
Urban
Bachelor
1,672,639,200
72
Yes
Yes
Medium Speed
Phone_Support
Month-to-month
<80hrs
Active
71044538-6a66-4be5-a74a-d236ce4fe23c
no_churn
0.009253
0
no_churn
-0.206349
-0.001829
0.011517
-0.022532
0.050899
0.058072
-0.003576
0.064771
Male
25
No
No
Employed
Rural
Bachelor
1,672,639,200
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
668b4f66-a9dd-460b-a31b-a916b8f93678
no_churn
0.105431
0
no_churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Male
53
No
Yes
Unemployed
Suburban
Doctor
1,672,639,200
21
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
52112700-506a-4211-9468-0d6ca490fcf5
churn
0.633134
1
churn
0.067639
-0.003121
0.017558
0.039617
0.084392
0.130504
0.221305
0.124747
Female
70
No
No
Employed
Rural
College
1,672,639,200
7
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
80a84fcf-3c78-4fa2-b41b-974897d85de8
no_churn
0.32229
0
no_churn
-0.012513
-0.003998
-0.02205
-0.141657
-0.001598
0.054324
-0.053039
-0.0703
Male
40
Yes
Yes
Unemployed
Suburban
College
1,672,639,200
38
No
No phone service
High Speed
Phone_Support
Month-to-month
100hrs+
Active
374ea940-fee9-4ff9-a552-05a2f7f1bb47
no_churn
0.017395
0
no_churn
-0.106814
0.085841
0.035249
0.008523
0.017487
0.074913
-0.031333
-0.034035
Female
58
No
No
Employed
Suburban
Bachelor
1,672,639,200
4
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
e0d23c12-dca2-40fc-b3d0-f053c0f4e015
churn
0.132841
1
churn
0.176506
0.001391
0.00543
0.016737
0.007743
0.113006
-0.03144
-0.050617
Female
47
No
No
Employed
Suburban
High School or Below
1,672,639,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
92f02a4f-621d-4f08-af55-13ae8b91efd4
churn
0.818874
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
61
No
Yes
Employed
Suburban
High School or Below
1,672,639,200
49
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
860a05d2-8d21-4d14-bcbe-68809eddd8b3
no_churn
0.362002
0
no_churn
-0.161497
-0.00302
0.007657
-0.191601
0.050061
0.023639
0.043624
0.055445
Female
72
No
No
Employed
Suburban
Bachelor
1,672,639,200
13
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
3dc4b779-fb2a-4ef1-8a68-be414f7bd4db
churn
0.310558
1
churn
-0.096441
0.033426
-0.001371
-0.091781
-0.055572
0.062798
-0.055032
-0.065052
Male
54
No
No
Employed
Urban
High School or Below
1,672,639,200
13
Yes
Yes
High Speed
Phone_Support
One year
<50hrs
Active
66c454dd-8924-453b-9cad-dea6d99150e8
churn
0.27439
1
churn
0.096571
-0.001402
0.037879
0.022975
-0.020744
-0.155594
0.080558
0.102231
Male
41
No
No
Unemployed
Suburban
High School or Below
1,672,639,200
72
No
No phone service
Medium Speed
Phone_Support
Two year
<80hrs
Active
ef861869-8520-4a16-b911-f156aaa6ecb0
no_churn
0.011049
0
no_churn
-0.122927
-0.00075
0.004273
-0.000096
0.034228
-0.121657
0.027836
0.040067
Female
31
No
No
Unemployed
Suburban
High School or Below
1,672,639,200
31
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
b97af6cd-ac46-44ed-942f-08fd7b307ed4
no_churn
0.169274
0
no_churn
-0.082752
-0.005115
0.041376
0.089668
0.007607
0.082758
-0.039369
-0.030718
Male
75
No
No
Employed
Urban
Bachelor
1,672,639,200
13
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
24c014e6-a1fc-4c53-b366-468c5c348aa4
churn
0.310558
1
churn
-0.096441
0.033426
-0.001371
-0.091781
-0.055572
0.062798
-0.055032
-0.065052
Female
74
Yes
No
Employed
Suburban
Bachelor
1,672,639,200
66
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
f82dca3e-4915-4982-a8b3-52f159559493
no_churn
0.090407
0
no_churn
-0.074221
-0.003858
0.03905
0.066419
-0.112151
0.057007
0.001935
-0.007492
Male
38
No
Yes
Employed
Suburban
Master
1,672,639,200
3
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
0d856f4f-73c1-413a-8573-6d9725ba2c10
no_churn
0.668267
0
no_churn
0.133638
0.105985
0.040152
-0.002117
0.032965
0.113468
-0.016079
-0.003595
Male
40
No
No
Employed
Suburban
Bachelor
1,672,639,200