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
64
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
<80hrs
Active
f5a4ad43-8c45-4ac4-b084-7efb54e467aa
no_churn
0.076539
0
no_churn
-0.174489
-0.00229
0.010109
0.005727
0.015796
-0.14363
0.014062
0.02569
Male
72
No
Yes
Employed
Suburban
Bachelor
1,672,293,600
14
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
4082a6ca-74a7-4407-8a67-371232ef14d1
no_churn
0.562725
0
no_churn
-0.045161
-0.003934
-0.047116
-0.008467
-0.045895
0.064421
-0.039582
0.026708
Male
51
Yes
No
Disabled
Urban
Bachelor
1,672,293,600
32
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
64ad5205-3e68-4de5-af54-f7db9dcc96bd
churn
0.442437
1
churn
-0.044227
-0.002001
-0.053478
0.049999
0.038015
0.044725
0.041093
0.014658
Male
50
No
No
Unemployed
Urban
Doctor
1,672,293,600
5
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
c0bf19cc-ef75-45c7-9fdf-24c9c41bae69
churn
0.505573
1
churn
0.09493
-0.005606
-0.075238
0.061633
0.011272
0.112655
-0.015544
-0.03558
Female
49
Yes
Yes
Employed
Rural
Bachelor
1,672,293,600
13
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
7b4eda13-ca04-4753-9eb6-bd6768043b2c
churn
0.555974
1
churn
0.052194
-0.005021
-0.0668
0.148805
-0.008346
0.108179
-0.039669
-0.027313
Male
40
No
Yes
Employed
Rural
Bachelor
1,672,293,600
8
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
97981586-65d0-4223-9566-2506eb924d73
no_churn
0.557666
0
no_churn
0.093786
-0.007915
-0.02917
0.094142
0.022293
0.114676
-0.038575
-0.011364
Female
73
No
Yes
Unemployed
Suburban
High School or Below
1,672,293,600
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
42f9e33f-7276-4850-bed6-319d803fd1e2
churn
0.824705
1
churn
0.168546
-0.003415
0.041361
0.150134
-0.023328
0.141803
-0.031479
-0.030816
Male
80
Yes
Yes
Disabled
Suburban
Bachelor
1,672,293,600
3
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ce55b241-cc36-493f-aaea-e4fc0a796e89
churn
0.697126
1
churn
0.212043
-0.004813
0.093168
0.134409
0.016871
0.155008
-0.019491
-0.02318
Female
40
Yes
No
Employed
Urban
College
1,672,293,600
14
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
17a6119b-91a4-4cf1-b4f1-588379dfda04
no_churn
0.427485
0
no_churn
-0.012974
-0.005695
-0.049938
0.115868
-0.007404
0.089365
-0.02844
-0.024107
Female
65
Yes
No
Employed
Rural
Bachelor
1,672,293,600
32
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9876f58d-c6a9-4c9a-b108-086c0fe3c795
churn
0.249171
1
churn
0.003688
-0.003332
-0.038435
0.124405
0.014193
0.037841
0.00146
0.001235
Female
53
No
No
Unemployed
Suburban
College
1,672,293,600
1
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ef535742-5937-4071-93c5-71c2ee75a9fc
churn
0.877013
1
churn
0.279085
-0.006103
0.023676
0.165613
0.043398
0.157234
-0.021751
-0.028467
Female
70
No
Yes
Employed
Suburban
Bachelor
1,672,293,600
31
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
40d50fa2-5dc2-44e0-ac1e-5238c6121d99
no_churn
0.285729
0
no_churn
-0.082752
-0.005115
0.041376
0.089668
0.007607
0.082758
-0.039369
-0.030718
Male
20
No
Yes
Employed
Urban
Master
1,672,293,600
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e16e97ab-ef6b-4b42-8bd6-c29970d19bea
churn
0.50671
1
churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Male
63
No
No
Employed
Suburban
College
1,672,293,600
8
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
09f9a181-63e2-49aa-92c4-d60a37e48350
no_churn
0.609914
0
no_churn
0.05676
-0.007527
0.014819
0.154392
-0.000339
0.126103
-0.04086
-0.01995
Female
72
No
Yes
Medical Leave
Suburban
College
1,672,293,600
22
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a857bb14-723e-400d-a2a1-e9c25d5aa3b6
no_churn
0.400828
0
no_churn
-0.088734
-0.002508
0.040564
0.065374
-0.054627
0.091821
-0.003613
-0.030724
Male
32
No
No
Employed
Suburban
College
1,672,293,600
1
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a27b165b-0e32-4eee-bc66-687a28e3fd0c
no_churn
0.78617
0
no_churn
0.279085
-0.006103
0.023676
0.165613
0.043398
0.157234
-0.021751
-0.028467
Male
32
No
Yes
Employed
Suburban
College
1,672,293,600
5
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ddb4a860-ae78-44d0-bc98-7b32edef0eb3
no_churn
0.512724
0
no_churn
0.09493
-0.005606
-0.075238
0.061633
0.011272
0.112655
-0.015544
-0.03558
Female
26
No
No
Employed
Suburban
Bachelor
1,672,293,600
60
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
003c7634-c65d-4016-b689-e5a1deb52101
churn
0.505079
1
churn
-0.198403
-0.004043
0.030745
0.024506
-0.011828
0.053071
-0.006837
-0.005395
Female
43
Yes
No
Retired
Suburban
High School or Below
1,672,293,600
2
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
406eae9a-4f39-4891-91fc-8ef9c8242f9d
no_churn
0.486649
0
no_churn
0.17067
-0.006838
0.03889
0.148428
-0.029646
0.13683
-0.00991
-0.038043
Male
58
Yes
Yes
Unemployed
Suburban
High School or Below
1,672,293,600
72
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
0hrs
Disabled
31565bbf-113e-481d-92d7-c4b61830f6b2
no_churn
0.014684
0
no_churn
-0.13182
-0.003114
0.00609
0.028328
-0.004514
-0.125093
-0.017985
-0.020918
Male
41
Yes
Yes
Medical Leave
Suburban
Bachelor
1,672,293,600
16
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3dad26d4-0a74-4ecf-a2ea-d7fc33fcb606
churn
0.452949
1
churn
0.025901
-0.003413
-0.043977
0.06131
-0.000967
0.101233
-0.027175
-0.009027
Female
49
Yes
Yes
Employed
Suburban
College
1,672,293,600
50
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6ccc890f-e0e1-447a-a2b5-7d7a3c5a4ce2
churn
0.460449
1
churn
-0.006659
-0.000813
-0.071874
0.112656
0.083913
0.09474
-0.006641
0.003151
Female
77
No
Yes
Unemployed
Suburban
High School or Below
1,672,293,600
2
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ee44f189-d983-4fd2-aeaa-1b6d3a0d18ba
churn
0.835604
1
churn
0.17067
-0.006838
0.03889
0.148428
-0.029646
0.13683
-0.00991
-0.038043
Female
61
No
No
Employed
Urban
High School or Below
1,672,293,600
25
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
509e415e-d8dc-46a7-8f1d-0b3fe1d33c5e
no_churn
0.248416
0
no_churn
0.020776
-0.008391
-0.080092
0.136362
0.068699
0.098814
-0.024865
-0.00754
Male
63
No
Yes
Unemployed
Urban
Bachelor
1,672,293,600
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
dd43e6ef-2175-4a4b-88be-c4e75661112b
no_churn
0.567303
0
no_churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Female
49
No
No
Unemployed
Urban
Bachelor
1,672,293,600
71
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
0hrs
Disabled
7ccf854a-e804-46c2-81bb-7ceb41c32d6b
no_churn
0.015196
0
no_churn
-0.118857
-0.002976
0.008801
0.035966
-0.004559
-0.116831
-0.024793
-0.045778
Male
47
No
Yes
Employed
Suburban
Bachelor
1,672,293,600
54
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
89d50bf5-f673-459d-b808-74fec0ed36ee
no_churn
0.143236
0
no_churn
-0.058933
-0.004711
0.006416
0.01295
0.015197
-0.126054
-0.048419
-0.065472
Male
61
Yes
Yes
Employed
Suburban
College
1,672,293,600
70
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
0hrs
Disabled
ad64bc18-05b2-487f-a930-01640e97475c
no_churn
0.072422
0
no_churn
-0.099256
-0.002655
0.01554
0.041088
-0.056391
-0.111002
-0.022895
-0.028454
Male
67
Yes
Yes
Employed
Suburban
Bachelor
1,672,293,600
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
7f79738c-8fdd-4675-8610-f527d714e10e
churn
0.879064
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
62
No
No
Employed
Suburban
College
1,672,293,600
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8cae8b3e-f92d-48f5-ba55-71437bade400
churn
0.544138
1
churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Female
60
No
No
Disabled
Suburban
College
1,672,293,600
20
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
dca6c492-3417-4e93-bbb1-a75219d7e706
no_churn
0.623614
0
no_churn
0.020835
-0.002077
0.077119
0.163505
0.03512
0.120171
-0.019782
-0.015065
Male
48
No
Yes
Employed
Suburban
Bachelor
1,672,293,600
5
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
d1c0d02e-508a-42c0-aa93-25d3a4cb028d
churn
0.751358
1
churn
0.185782
-0.003329
0.096629
0.101907
0.050355
0.151435
-0.007437
0.019444
Male
69
No
No
Employed
Urban
Master
1,672,293,600
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
2b05b7e7-40fd-4260-ad6f-769dab5ab39a
no_churn
0.413691
1
churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Male
79
No
No
Employed
Suburban
High School or Below
1,672,293,600
18
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
fbd6352f-fdcb-4227-8716-ae001c65214d
no_churn
0.386682
0
no_churn
-0.172568
-0.007962
-0.067256
0.032385
-0.002002
0.049254
-0.034661
-0.066216
Female
26
No
Yes
Unemployed
Suburban
College
1,672,293,600
12
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9e183a69-5b19-4dea-8e9a-18a392b09346
no_churn
0.61483
0
no_churn
0.039429
-0.001228
0.07312
0.060426
0.008267
0.131609
-0.013412
-0.025854
Female
45
No
No
Unemployed
Suburban
Master
1,672,293,600
42
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5ac72542-8be4-4120-a22f-88800fc42d69
churn
0.371071
1
churn
0.002064
-0.002232
-0.062988
0.103895
0.025581
0.110937
-0.035344
-0.015785
Male
42
No
Yes
Unemployed
Suburban
Bachelor
1,672,293,600
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
2ee672ca-d10a-4c60-bdfa-88a801d31c31
churn
0.758468
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
31
Yes
Yes
Employed
Suburban
College
1,672,293,600
71
Yes
Yes
Fiber optic
Phone_Support
Two year
<80hrs
Active
ea4f438f-a8ae-4cf5-a789-7bdf4b6d69af
no_churn
0.01718
0
no_churn
-0.023867
-0.001683
0.078264
0.092355
0.086899
-0.018963
0.07666
0.083998
Female
74
Yes
Yes
Unemployed
Rural
College
1,672,293,600
53
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
645dbd74-10ac-424d-a533-7dbd1ff7e9fe
no_churn
0.04727
0
no_churn
-0.041599
-0.003285
-0.016755
-0.008789
-0.094988
-0.041773
-0.023188
-0.038648
Male
29
Yes
No
Medical Leave
Urban
Master
1,672,293,600
1
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
6cb4a8bc-0682-4684-92b4-4eef6fc4032a
no_churn
0.577903
0
no_churn
0.219737
-0.007025
-0.022192
-0.046504
-0.010735
0.11999
-0.019577
-0.000988
Female
79
No
No
Employed
Suburban
College
1,672,293,600
43
Yes
No
High Speed
In_Store_Support
Two year
<80hrs
Active
f1ac91cc-a534-4504-9127-7807e106373a
no_churn
0.017502
0
no_churn
-0.022182
-0.001882
-0.022287
-0.030387
-0.037214
-0.191566
0.030777
0.030714
Female
55
Yes
Yes
Employed
Urban
Master
1,672,293,600
5
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
7463161d-cf6e-419f-9119-2280bc63abf0
no_churn
0.137915
0
no_churn
0.049937
-0.013795
-0.045202
-0.00365
-0.092594
0.06246
-0.035469
-0.029173
Male
55
Yes
No
Disabled
Urban
Bachelor
1,672,293,600
11
Yes
No
High Speed
In_Store_Support
Month-to-month
<50hrs
Active
4e153b04-d9be-4e25-8742-546f22f657a3
no_churn
0.171663
0
no_churn
-0.059816
-0.013419
-0.09206
-0.062457
-0.14208
0.054974
0.04248
0.003353
Male
76
No
Yes
Employed
Suburban
College
1,672,293,600
21
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
03607632-d60e-4be2-90b5-74587cad5e85
churn
0.258164
0
no_churn
-0.051624
-0.090824
-0.03052
-0.041492
-0.00963
0.062514
-0.038022
-0.059428
Female
60
No
Yes
Employed
Suburban
College
1,672,293,600
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
7d0331c9-2008-4d18-8fc8-62faa03dc5d2
no_churn
0.593046
0
no_churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Male
56
No
No
Employed
Suburban
Master
1,672,293,600
12
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
08ef59c4-36ca-492c-8825-b1ff45c1e68d
no_churn
0.127689
0
no_churn
0.022361
-0.004476
-0.061592
-0.014264
-0.035641
0.037441
-0.011759
-0.009565
Female
42
No
Yes
Employed
Suburban
College
1,672,293,600
53
Yes
No
High Speed
Phone_Support
Two year
0hrs
Disabled
3579b4b4-3340-4c11-880b-245ff4d62f23
no_churn
0.034089
0
no_churn
0.033168
-0.001362
0.008264
0.019929
0.062222
-0.105034
-0.013515
-0.042436
Female
20
Yes
No
Employed
Rural
High School or Below
1,672,293,600
5
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
72a00474-6016-48a9-844b-46d2146c4d77
no_churn
0.137915
0
no_churn
0.049937
-0.013795
-0.045202
-0.00365
-0.092594
0.06246
-0.035469
-0.029173
Female
72
No
No
Employed
Suburban
College
1,672,293,600
10
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
8973cade-87b4-4cb4-bc97-d1ac7635e249
churn
0.848225
1
churn
-0.025409
-0.006929
-0.061581
-0.120254
0.028094
0.065783
0.022955
0.08185
Male
50
No
No
Employed
Suburban
College
1,672,293,600
51
Yes
No
High Speed
In_Store_Support
Two year
0hrs
Disabled
5d91691a-18c6-499a-9cb5-9af3422e26b1
no_churn
0.00757
0
no_churn
-0.06604
-0.003405
-0.019553
-0.025088
-0.033413
-0.093139
-0.013742
-0.014646
Male
65
No
No
Employed
Suburban
High School or Below
1,672,293,600
71
Yes
No
High Speed
In_Store_Support
Two year
0hrs
Disabled
de132f19-3704-4a4e-b9b7-111300d29d03
no_churn
0.002098
0
no_churn
-0.061977
-0.003512
-0.012638
-0.020423
-0.015405
-0.130857
-0.010778
-0.013436
Male
68
No
No
Employed
Suburban
High School or Below
1,672,293,600
38
Yes
Yes
Fiber optic
Phone_Support
One year
<80hrs
Active
2a6ba07d-00dd-437c-bd3f-dd6e8dca96ca
no_churn
0.275668
0
no_churn
-0.105743
-0.002749
-0.052669
0.024918
-0.015922
-0.11721
-0.012326
0.012674
Male
35
No
Yes
Employed
Suburban
Doctor
1,672,293,600
36
No
No phone service
High Speed
Phone_Support
One year
0hrs
Disabled
6fa9e655-8f2e-4d29-99ed-90f47d4ea225
churn
0.034811
0
no_churn
-0.024511
0.053716
0.030802
-0.059149
0.045944
-0.183599
-0.001305
-0.020925
Female
69
No
No
Employed
Suburban
High School or Below
1,672,293,600
69
Yes
No
Fiber optic
Phone_Support
One year
<50hrs
Active
12fb8576-b7b2-46ea-a4fd-19668fd71fa8
no_churn
0.157647
0
no_churn
-0.032962
-0.002196
-0.058204
0.034788
0.016258
-0.095504
0.096854
0.056606
Male
40
No
Yes
Employed
Suburban
High School or Below
1,672,293,600
51
Yes
No
High Speed
In_Store_Support
Two year
0hrs
Disabled
911bd4ba-2193-4c76-8d7f-c10eab52f3c2
no_churn
0.00757
0
no_churn
-0.06604
-0.003405
-0.019553
-0.025088
-0.033413
-0.093139
-0.013742
-0.014646
Female
37
No
Yes
Employed
Suburban
Bachelor
1,672,293,600
69
Yes
Yes
High Speed
In_Store_Support
Two year
0hrs
Disabled
5f03e9ab-74f6-4c44-a92a-ab5aefa02872
no_churn
0.028621
0
no_churn
-0.049903
-0.003517
-0.002951
-0.028942
-0.033956
-0.113721
-0.016055
-0.01798
Female
40
No
Yes
Employed
Suburban
College
1,672,293,600
67
No
No phone service
Medium Speed
Phone_Support
Two year
0hrs
Disabled
ed3c6f96-a9ae-46c0-8049-667948dbb3e0
no_churn
0.011786
0
no_churn
-0.078162
0.004797
-0.000651
-0.026896
0.00142
-0.118686
-0.024942
-0.025906
Male
55
No
Yes
Unemployed
Urban
College
1,672,293,600
5
Yes
No
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
88a5df44-b41e-4d07-906e-a5471e5986b4
no_churn
0.299607
0
no_churn
-0.000893
-0.020225
-0.090986
-0.060594
-0.060785
0.047495
-0.042813
-0.036378
Male
38
No
Yes
Employed
Suburban
Bachelor
1,672,293,600
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
cd305b88-c977-4ffc-9c09-c627e2280497
churn
0.640385
1
churn
0.213749
-0.003526
-0.032711
0.141969
0.066223
0.141772
0.150105
0.053393
Female
73
No
Yes
Employed
Rural
High School or Below
1,672,293,600
72
Yes
No
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
e686f7cc-154d-4a87-8b5e-a73e3cfddd41
no_churn
0.002747
0
no_churn
-0.077724
-0.00368
-0.015199
-0.014857
0.00305
-0.120785
-0.016394
-0.023437
Male
57
No
Yes
Employed
Suburban
Master
1,672,293,600
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ea1d40ab-b4ae-4041-afe2-4182684fd02e
no_churn
0.413691
1
churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Male
47
No
Yes
Employed
Suburban
College
1,672,293,600
56
Yes
Yes
Low Speed
In_Store_Support
One year
<80hrs
Active
293eeadb-5f5b-47c0-afeb-65ce1a2b93d5
no_churn
0.092881
0
no_churn
-0.063942
-0.012457
0.00004
-0.047875
-0.090113
-0.088405
0.007956
0.03577
Male
77
No
No
Medical Leave
Suburban
College
1,672,293,600
6
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
c9cae693-3e7b-4b1f-a817-bec0cf46b036
no_churn
0.106636
0
no_churn
-0.017305
-0.009564
-0.01666
-0.132313
-0.016353
0.058111
-0.066538
-0.068404
Female
80
No
Yes
Unemployed
Suburban
High School or Below
1,672,293,600
31
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
661b74fb-63c3-4be9-9647-30b4806582e8
no_churn
0.441549
0
no_churn
-0.156113
-0.003476
-0.040973
-0.038776
-0.034748
0.047165
0.006033
0.051123
Male
48
No
Yes
Employed
Urban
High School or Below
1,672,293,600
54
Yes
No
Low Speed
Web_Chat_Support
Two year
0hrs
Disabled
d759db44-a53d-4a88-9da2-5a02aa1aa4f7
no_churn
0.020221
0
no_churn
-0.056601
-0.004044
-0.015744
-0.029451
0.013966
-0.098439
-0.032804
-0.045911
Male
56
No
No
Unemployed
Suburban
College
1,672,293,600
48
No
No phone service
High Speed
Web_Chat_Support
One year
0hrs
Disabled
4168640f-74cf-4c95-8f8e-7eef52225813
no_churn
0.064277
0
no_churn
0.072659
0.126621
0.042728
0.032928
0.102594
0.02175
-0.002422
-0.005883
Female
70
No
Yes
Unemployed
Suburban
High School or Below
1,672,293,600
50
Yes
No
High Speed
In_Store_Support
Two year
0hrs
Disabled
1bcc00d6-7891-4dc8-b748-4bef77d01656
no_churn
0.009335
0
no_churn
-0.050355
-0.003298
-0.018026
-0.030362
-0.037993
-0.1009
-0.013846
-0.014245
Male
21
No
No
Unemployed
Suburban
Bachelor
1,672,293,600
23
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
100hrs+
Active
ecf9f387-1b58-4e25-a552-ff976392be50
churn
0.473047
1
churn
-0.170431
-0.004973
0.084282
-0.079176
0.004166
0.011862
0.006861
-0.01995
Male
34
No
No
Employed
Suburban
High School or Below
1,672,293,600
72
Yes
Yes
Fiber optic
In_Store_Support
Two year
<50hrs
Active
9d4c50ca-52c1-47c2-9574-8a8923ddf261
no_churn
0.050133
0
no_churn
-0.154691
-0.002689
0.002851
0.027915
-0.030858
-0.15072
0.015808
0.023357
Male
50
No
Yes
Unemployed
Suburban
Bachelor
1,672,293,600
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
0b69f8dd-3fc9-45f2-97fd-3e38f3cef981
churn
0.640385
1
churn
0.213749
-0.003526
-0.032711
0.141969
0.066223
0.141772
0.150105
0.053393
Male
44
Yes
Yes
Disabled
Urban
College
1,672,293,600
33
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
97cd5c9b-9266-4661-b507-acd48a04aafc
no_churn
0.040784
0
no_churn
-0.044565
-0.003513
-0.019389
-0.048467
-0.031428
-0.06684
-0.023792
-0.031033
Male
52
Yes
Yes
Unemployed
Suburban
High School or Below
1,672,293,600
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
64e341e3-c2e9-4b85-aa53-70a9ff4f7027
churn
0.863529
1
churn
0.33268
-0.004458
-0.016117
-0.015244
0.06118
0.16609
0.11792
0.088923
Female
38
No
No
Unemployed
Rural
Bachelor
1,672,293,600
14
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
165fb253-4a0e-45cf-a9c7-6f5d78099724
no_churn
0.427485
0
no_churn
-0.012974
-0.005695
-0.049938
0.115868
-0.007404
0.089365
-0.02844
-0.024107
Female
41
Yes
Yes
Unemployed
Rural
High School or Below
1,672,293,600
53
Yes
Yes
High Speed
Phone_Support
Month-to-month
<50hrs
Active
d659352c-0595-4a0e-9e99-db68f26b9d1e
no_churn
0.128519
0
no_churn
-0.198965
-0.004016
-0.013242
0.000594
0.043085
0.072443
-0.062761
-0.006163
Male
60
No
Yes
Employed
Urban
Bachelor
1,672,293,600
23
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
100hrs+
Active
447c392e-b889-4f70-a847-9864b7bebabd
no_churn
0.473047
1
churn
-0.170431
-0.004973
0.084282
-0.079176
0.004166
0.011862
0.006861
-0.01995
Male
43
No
Yes
Employed
Suburban
High School or Below
1,672,293,600
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
6c59bbc3-e89b-441d-b86e-85335b9e31e2
churn
0.775859
1
churn
-0.005428
-0.006306
-0.12216
-0.086355
-0.013546
0.062716
-0.07333
-0.007949
Male
48
No
Yes
Employed
Urban
Doctor
1,672,293,600
36
No
No phone service
High Speed
Phone_Support
One year
0hrs
Disabled
b5227569-ae4a-4b3c-9999-a98dad2f8c10
churn
0.034811
0
no_churn
-0.024511
0.053716
0.030802
-0.059149
0.045944
-0.183599
-0.001305
-0.020925
Female
55
Yes
Yes
Employed
Suburban
High School or Below
1,672,293,600
21
Yes
Yes
High Speed
Phone_Support
One year
100hrs+
Active
6d102325-342e-4b42-997e-12ebf74999e1
no_churn
0.105015
0
no_churn
0.00152
-0.00168
0.067446
0.014208
0.096402
0.033682
0.116334
0.087061
Female
39
Yes
Yes
Unemployed
Urban
High School or Below
1,672,293,600
17
Yes
No
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
97a930b5-8a5e-4d93-83a0-d9351e23f807
no_churn
0.014049
0
no_churn
0.0512
-0.003983
-0.03423
-0.020465
0.002677
-0.199584
-0.033256
-0.031386
Female
55
Yes
No
Employed
Suburban
Bachelor
1,672,293,600
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
f41f5c2d-a5c3-4441-9640-e49093bee56f
no_churn
0.347486
0
no_churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Male
48
Yes
Yes
Unemployed
Rural
College
1,672,293,600
61
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
3c86e52f-6a5f-416d-999c-262aadd21635
no_churn
0.099104
0
no_churn
-0.255561
-0.004322
0.009495
0.017824
-0.009595
0.028311
-0.013958
-0.018499
Female
52
No
Yes
Unemployed
Urban
Bachelor
1,672,293,600
17
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
7ca95b3b-1d63-488d-8e4e-8a355857e561
churn
0.143513
1
churn
0.290019
0.005947
0.073573
0.071738
0.041073
0.149681
-0.003619
0.024627
Male
67
No
No
Medical Leave
Urban
High School or Below
1,672,293,600
17
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
b7ceffbd-4c70-46ea-b65b-1f77b7e2927f
no_churn
0.403328
0
no_churn
0.083975
-0.002869
-0.012624
0.031522
0.05483
0.129538
-0.011127
-0.026977
Female
24
No
No
Unemployed
Suburban
Bachelor
1,672,293,600
8
Yes
No
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
3a834e2c-21a9-41ff-8a30-89cdf09badfd
no_churn
0.157787
0
no_churn
-0.020989
-0.016975
-0.038892
-0.055839
-0.105274
0.024341
-0.033806
-0.021592
Female
76
No
Yes
Unemployed
Suburban
Bachelor
1,672,293,600
71
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
0hrs
Disabled
e37da42d-df63-4ab5-8872-88113294a1fc
no_churn
0.015196
0
no_churn
-0.118857
-0.002976
0.008801
0.035966
-0.004559
-0.116831
-0.024793
-0.045778
Female
50
No
No
Unemployed
Suburban
Doctor
1,672,293,600
47
Yes
No
Low Speed
In_Store_Support
One year
0hrs
Disabled
fab63b25-4062-4202-afd5-2e75a0a69e40
no_churn
0.027372
0
no_churn
0.080046
-0.002704
0.037844
0.075327
0.057121
0.035289
-0.003372
0.001424
Male
57
No
No
Employed
Suburban
College
1,672,293,600
12
Yes
No
High Speed
In_Store_Support
One year
100hrs+
Active
fc6b0258-02d7-4195-adea-ed315b680c15
no_churn
0.148899
0
no_churn
0.036908
-0.002106
-0.035036
-0.049956
-0.073185
0.003447
0.020227
0.020676
Male
80
Yes
Yes
Employed
Rural
College
1,672,293,600
54
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
e0a3177f-0022-4baf-8fac-ceb2108765ae
no_churn
0.143236
0
no_churn
-0.058933
-0.004711
0.006416
0.01295
0.015197
-0.126054
-0.048419
-0.065472
Male
69
No
No
Employed
Suburban
College
1,672,293,600
5
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
78822ff7-8f90-4ba9-8cbe-dde577179bb9
no_churn
0.274975
0
no_churn
0.049937
-0.013795
-0.045202
-0.00365
-0.092594
0.06246
-0.035469
-0.029173
Male
46
Yes
No
Employed
Suburban
Bachelor
1,672,293,600
38
Yes
Yes
Low Speed
In_Store_Support
One year
100hrs+
Active
2db30ac0-0051-423d-b015-d971e1eef6c0
churn
0.108721
0
no_churn
0.102341
0.004807
-0.000795
0.110056
0.05266
0.046179
0.136217
0.10951
Male
33
No
No
Unemployed
Urban
High School or Below
1,672,293,600
21
Yes
No
Medium Speed
Phone_Support
One year
0hrs
Disabled
8206ef3c-73e2-4287-ab2c-58b8c2d0810d
no_churn
0.022195
0
no_churn
-0.062874
-0.00396
-0.015622
-0.040551
0.003694
-0.07144
-0.028967
-0.049307
Female
72
Yes
No
Employed
Rural
Master
1,672,293,600
56
Yes
No
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
8de2dcff-d859-4b85-95a7-4846d3ada3d6
no_churn
0.267006
0
no_churn
-0.07317
-0.004423
-0.096753
-0.046098
0.034061
0.054295
-0.010816
-0.046123
Male
60
Yes
No
Employed
Suburban
High School or Below
1,672,293,600
34
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
a2af3e5d-f977-4d63-89e1-25b1019b9a97
churn
0.594703
1
churn
-0.076865
-0.003138
0.065095
0.07857
0.107886
0.11426
0.084981
0.104923
Male
70
Yes
No
Employed
Suburban
Bachelor
1,672,293,600
26
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
2e16f144-49a7-44f7-922e-d22fe14d8ea8
churn
0.51078
1
churn
-0.00032
-0.002425
0.026892
-0.014786
0.115267
0.106008
0.103186
0.070556
Female
26
No
Yes
Employed
Suburban
College
1,672,293,600
53
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
763284ad-91e6-4e5d-b323-5c9b9bafcd01
no_churn
0.04727
0
no_churn
-0.041599
-0.003285
-0.016755
-0.008789
-0.094988
-0.041773
-0.023188
-0.038648
Female
79
No
Yes
Unemployed
Suburban
High School or Below
1,672,293,600
5
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
4c22d96d-6de1-485f-82a3-cb1f35de52a2
churn
0.699867
1
churn
0.132289
-0.004388
-0.018957
-0.010918
0.060913
0.128542
0.044425
0.069103
Female
69
Yes
Yes
Employed
Suburban
Bachelor
1,672,293,600
72
Yes
No
Fiber optic
Phone_Support
Two year
100hrs+
Active
a83d972e-df92-4624-a7f7-ea3ccdc64b4d
no_churn
0.024343
0
no_churn
-0.148856
-0.002786
-0.028828
-0.008939
0.011204
-0.14174
0.017892
0.033026
Female
55
No
No
Employed
Urban
High School or Below
1,672,293,600
10
Yes
No
Medium Speed
Phone_Support
One year
0hrs
Disabled
7371f674-bb8d-495a-83d6-35b3bcd30c65
no_churn
0.024982
0
no_churn
-0.039302
-0.008194
-0.012491
-0.042135
-0.000877
-0.083547
-0.03321
-0.049269
Female
61
No
No
Unemployed
Rural
Bachelor
1,672,293,600
72
Yes
Yes
Medium Speed
In_Store_Support
Two year
<80hrs
Active
296fac3d-2593-4a70-b9b7-596e1d0cc2af
no_churn
0.006389
0
no_churn
-0.099812
-0.003089
-0.002321
-0.030191
-0.037028
-0.135272
0.016468
0.022218
Male
56
Yes
Yes
Employed
Suburban
Bachelor
1,672,293,600
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
966b11a0-4734-43f6-908f-58cee920eacf
no_churn
0.593046
0
no_churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Female
66
No
Yes
Employed
Rural
High School or Below
1,672,293,600