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shap/PhoneService
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shap/SupportEligibility
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shap/Contract
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Yes
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High Speed
Phone_Support
Month-to-month
0hrs
Disabled
4a822f7e-13e0-49f2-8c54-2fbc7d5ef3c4
no_churn
0.110912
0
no_churn
0.092419
-0.013118
0.010424
-0.037118
0.069426
0.091397
-0.041665
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Male
56
Yes
No
Employed
Suburban
Bachelor
1,672,380,000
23
Yes
No
High Speed
Phone_Support
One year
<80hrs
Active
18e1fdaf-7d9c-4496-8ed7-324b2a4a7408
no_churn
0.141079
0
no_churn
-0.080215
-0.006051
-0.038257
-0.00913
0.040705
-0.056141
0.003089
0.049473
Male
35
Yes
Yes
Employed
Urban
Bachelor
1,672,380,000
29
No
No phone service
High Speed
Phone_Support
Month-to-month
<80hrs
Active
70ae0c0a-69f8-4426-9613-e71b42526a69
no_churn
0.387271
0
no_churn
-0.115858
0.033879
0.011948
-0.037262
0.0646
0.073551
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-0.011668
Female
51
No
No
Employed
Suburban
High School or Below
1,672,380,000
36
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
4efc78b9-bb39-4315-b7f5-e8ad49fb4a05
churn
0.538539
1
churn
-0.063067
-0.003794
0.095198
0.079637
0.079323
0.093877
-0.006878
0.018361
Female
26
No
No
Employed
Suburban
Bachelor
1,672,380,000
4
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
25f8580c-5dff-4397-9d71-79e3dc7c12ef
no_churn
0.345946
0
no_churn
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Female
46
Yes
No
Employed
Suburban
College
1,672,380,000
17
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
872c3ca1-678e-467c-bff1-e89fa704ca3c
no_churn
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0
no_churn
0.083975
-0.002869
-0.012624
0.031522
0.05483
0.129538
-0.011127
-0.026977
Male
27
No
Yes
Employed
Urban
Master
1,672,380,000
39
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
e5cbeba3-a3cc-4241-bdf8-44d561002198
no_churn
0.100704
0
no_churn
0.017214
-0.004631
-0.005258
-0.045737
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-0.016204
-0.047303
Female
34
No
Yes
Employed
Suburban
High School or Below
1,672,380,000
15
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
22e10052-53f4-4ae6-aba7-55a35ae94ac7
churn
0.690807
1
churn
0.137244
-0.002896
0.089826
0.012146
0.128625
0.156251
0.116062
0.093715
Female
61
No
Yes
Employed
Suburban
Bachelor
1,672,380,000
8
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
6dc521dc-bfcf-415c-9c7d-8229fa775e47
no_churn
0.110912
0
no_churn
0.092419
-0.013118
0.010424
-0.037118
0.069426
0.091397
-0.041665
-0.057559
Female
27
No
No
Employed
Suburban
Bachelor
1,672,380,000
1
Yes
No
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
9bdbce67-eb9c-4d6f-a22e-11cfd1646bbe
no_churn
0.387437
0
no_churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
67
Yes
Yes
Employed
Suburban
High School or Below
1,672,380,000
28
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
42db362b-0200-4edd-8b02-1606e0e9ef9a
no_churn
0.027353
0
no_churn
-0.116287
-0.015059
-0.015402
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-0.032407
0.034605
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-0.026154
Female
64
No
No
Employed
Suburban
College
1,672,380,000
5
No
No phone service
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
77d3fed0-e0aa-4b28-b564-e5205e3164fc
churn
0.515088
1
churn
0.074426
0.01502
-0.006653
-0.116094
0.022404
0.082721
-0.036242
-0.045359
Female
32
No
No
Employed
Suburban
College
1,672,380,000
24
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
efbf2fc3-e5ac-4c3c-b906-74de29d0912e
no_churn
0.557771
0
no_churn
-0.028298
-0.005068
0.023263
0.040818
0.109464
0.085267
0.013212
0.102317
Male
40
Yes
Yes
Employed
Rural
College
1,672,380,000
19
Yes
No
Medium Speed
Web_Chat_Support
One year
0hrs
Disabled
87c459f1-5519-4da4-88e9-f500e645c701
no_churn
0.028159
0
no_churn
-0.029041
-0.004317
-0.011924
-0.036575
-0.005498
-0.096087
-0.028543
-0.05304
Female
59
No
Yes
Unemployed
Rural
College
1,672,380,000
70
Yes
Yes
Fiber optic
Web_Chat_Support
One year
100hrs+
Active
b5aba063-b799-4972-a63d-48f557830db1
no_churn
0.200559
0
no_churn
-0.159136
-0.001618
0.041724
-0.026942
-0.061364
-0.17442
0.057427
0.065304
Female
69
No
No
Employed
Suburban
High School or Below
1,672,380,000
65
Yes
Yes
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
82b7b168-1fd7-42a9-9bdb-25b743d8f75c
no_churn
0.006172
0
no_churn
-0.058348
-0.002922
0.008997
-0.01582
0.007424
-0.167728
-0.019657
-0.020972
Male
70
No
Yes
Employed
Suburban
High School or Below
1,672,380,000
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
9cbf32f3-e8e0-4c14-b9f9-d0a7d3c757ab
no_churn
0.320274
0
no_churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Male
68
No
No
Employed
Suburban
High School or Below
1,672,380,000
3
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
8ddb0e14-d08d-4337-b98d-8e477ad4e7f9
no_churn
0.694509
0
no_churn
0.038246
-0.006578
-0.00435
-0.037091
-0.006927
0.088499
0.110351
0.054419
Female
46
Yes
No
Unemployed
Suburban
Bachelor
1,672,380,000
71
Yes
Yes
Medium Speed
Phone_Support
Two year
<80hrs
Active
56152744-4f7b-4fd3-a70d-68675551a388
no_churn
0.006746
0
no_churn
-0.145338
-0.002691
-0.000592
-0.065172
0.039835
-0.124077
0.046059
0.050116
Female
40
Yes
No
Unemployed
Suburban
Bachelor
1,672,380,000
12
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
ee2d8de4-cd6e-4972-bf0a-ba91bc6277b5
churn
0.825132
1
churn
0.097513
-0.0014
0.133859
0.03784
0.143208
0.138575
0.050081
0.058297
Male
71
No
No
Employed
Rural
Bachelor
1,672,380,000
5
No
No phone service
High Speed
Phone_Support
Month-to-month
100hrs+
Active
25b592a0-a73c-465c-bd77-6069b301da91
churn
0.596993
1
churn
0.149547
-0.025649
-0.012906
0.000608
0.132527
0.136241
0.032806
0.041216
Male
68
Yes
No
Employed
Suburban
High School or Below
1,672,380,000
3
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
da762347-cbe8-43f4-9df2-8a8117bf2985
churn
0.185209
1
churn
0.08727
-0.012275
-0.096188
-0.045743
0.015217
0.090362
-0.020635
-0.012085
Female
21
No
Yes
Disabled
Suburban
College
1,672,380,000
11
No
No phone service
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
c793b629-0c3d-4286-9fdf-4b324520a674
no_churn
0.200638
0
no_churn
-0.051659
0.028928
-0.007555
-0.010635
-0.10407
0.035229
-0.031254
-0.028011
Male
30
Yes
No
Medical Leave
Suburban
College
1,672,380,000
38
Yes
No
High Speed
Phone_Support
One year
0hrs
Disabled
e2064a51-1e6f-4ad3-8803-2cbe3dd2c499
churn
0.139719
1
churn
-0.010035
-0.007209
-0.010985
-0.089292
-0.039983
-0.071165
-0.011489
-0.028867
Female
70
No
No
Employed
Urban
College
1,672,380,000
52
Yes
Yes
Low Speed
In_Store_Support
Two year
<80hrs
Active
c295c853-dc4b-4370-b3be-71b8a1bb8bb0
no_churn
0.011663
0
no_churn
-0.069731
-0.005751
0.010677
-0.026351
-0.086174
-0.154423
0.035352
0.037374
Male
20
No
No
Employed
Suburban
College
1,672,380,000
24
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
95d0bae5-3659-404d-b638-8d53adfc3f6b
no_churn
0.557771
0
no_churn
-0.028298
-0.005068
0.023263
0.040818
0.109464
0.085267
0.013212
0.102317
Male
49
No
Yes
Unemployed
Suburban
College
1,672,380,000
3
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
4105b906-05c7-45ee-af7d-f216916de7bb
no_churn
0.355815
0
no_churn
0.100651
-0.007702
-0.005903
-0.103438
-0.027927
0.080176
-0.026896
-0.034595
Male
58
Yes
No
Employed
Urban
College
1,672,380,000
4
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
4d1fcff0-ccdb-4ffa-8ffe-4f0475402153
no_churn
0.421202
0
no_churn
0.127048
0.134373
0.056039
0.004812
0.057893
0.137151
-0.02149
-0.005642
Male
69
Yes
Yes
Employed
Urban
Bachelor
1,672,380,000
20
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
3d873d41-6a3b-4821-bca7-ec96e15f792d
churn
0.147471
1
churn
-0.067979
-0.009782
-0.041635
-0.07852
0.004013
0.042364
-0.045368
-0.07212
Female
27
No
Yes
Employed
Suburban
Bachelor
1,672,380,000
17
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
b6a4ee31-64ef-40e0-85fb-6bd6838ef345
no_churn
0.023294
0
no_churn
0.056315
-0.003073
-0.018215
-0.01132
-0.017292
-0.229775
-0.022279
-0.023387
Female
59
No
Yes
Unemployed
Suburban
College
1,672,380,000
1
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
dd84df3f-77f3-4b32-a755-104c593a7433
no_churn
0.200335
0
no_churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Female
51
No
Yes
Retired
Rural
Bachelor
1,672,380,000
11
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
f003595c-e0de-468d-bb63-9ac12f6237aa
no_churn
0.480351
0
no_churn
0.017432
-0.00376
-0.103402
0.031337
0.102166
0.090311
-0.086422
0.008324
Female
20
Yes
Yes
Medical Leave
Suburban
College
1,672,380,000
44
Yes
No
Low Speed
In_Store_Support
Two year
0hrs
Disabled
7638079c-0acf-4a79-9f3e-ecd68e655436
no_churn
0.007541
0
no_churn
-0.067563
-0.005057
-0.013961
-0.035566
-0.01638
-0.098572
-0.015096
-0.016831
Male
53
No
No
Employed
Urban
College
1,672,380,000
3
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
af107749-182c-43e2-93f9-634635f2e2b8
no_churn
0.355815
0
no_churn
0.100651
-0.007702
-0.005903
-0.103438
-0.027927
0.080176
-0.026896
-0.034595
Female
68
Yes
Yes
Employed
Suburban
Bachelor
1,672,380,000
70
Yes
Yes
High Speed
In_Store_Support
One year
0hrs
Disabled
930d2246-e896-4f41-8ac8-3d42e6fa7b35
no_churn
0.065066
0
no_churn
-0.059437
-0.003287
-0.002595
-0.023241
-0.01559
-0.083214
-0.033054
-0.042819
Male
20
No
Yes
Employed
Suburban
Bachelor
1,672,380,000
11
Yes
No
Low Speed
In_Store_Support
One year
0hrs
Disabled
9b3f6db0-e414-4301-8665-ada4441b88c7
no_churn
0.029459
0
no_churn
-0.009558
-0.011768
-0.018901
-0.026231
-0.043607
-0.078424
-0.027839
-0.032698
Female
23
No
No
Employed
Suburban
Master
1,672,380,000
31
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
cd0f4925-01a4-4791-9f23-052dab0299d3
churn
0.336213
1
churn
0.216375
-0.005591
0.030074
0.158873
0.143866
0.149098
0.008396
0.00474
Female
66
No
No
Unemployed
Suburban
Bachelor
1,672,380,000
8
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
ad0f836e-09d6-4655-afd1-3342dc11c4ef
no_churn
0.110912
0
no_churn
0.092419
-0.013118
0.010424
-0.037118
0.069426
0.091397
-0.041665
-0.057559
Female
63
No
No
Employed
Suburban
College
1,672,380,000
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9c7ff053-4185-4e98-a25b-ef3e46e2c816
no_churn
0.417388
0
no_churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Female
47
No
Yes
Employed
Suburban
College
1,672,380,000
43
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
d85524d3-68a2-4fb7-b14b-326c6b6d489a
churn
0.328026
1
churn
-0.065922
-0.00292
-0.028301
0.078221
0.039286
0.070378
-0.022616
-0.01936
Female
45
No
No
Disabled
Suburban
High School or Below
1,672,380,000
4
Yes
No
Low Speed
In_Store_Support
Month-to-month
<80hrs
Active
0cf12245-68af-4e13-9bf0-c471ac1489b9
churn
0.375964
1
churn
0.106171
-0.007826
-0.062426
-0.061481
-0.022765
0.08663
0.048213
0.064458
Female
80
Yes
No
Unemployed
Rural
Bachelor
1,672,380,000
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
294d39ad-ec8a-411b-81b2-04409fe193c7
churn
0.880348
1
churn
0.220842
-0.005909
-0.061361
0.083931
0.036071
0.142791
0.000402
0.013149
Female
28
Yes
No
Employed
Rural
College
1,672,380,000
55
Yes
Yes
High Speed
Phone_Support
Two year
<50hrs
Active
9ee13dba-31f7-4950-9b91-ff8d6576060c
no_churn
0.128955
0
no_churn
-0.057631
-0.002232
-0.012632
-0.021842
0.045886
-0.185784
0.026116
0.049094
Female
45
No
No
Employed
Suburban
College
1,672,380,000
43
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3e343dc4-add9-4710-86ae-935eab9f1b9f
churn
0.328026
1
churn
-0.065922
-0.00292
-0.028301
0.078221
0.039286
0.070378
-0.022616
-0.01936
Male
69
Yes
Yes
Employed
Rural
Bachelor
1,672,380,000
10
Yes
No
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
c8c2dd73-9741-470e-8b83-132fdcc7efc3
churn
0.581123
1
churn
0.091899
-0.004987
-0.023741
0.164174
0.045899
0.119718
-0.038699
-0.005558
Male
45
No
Yes
Employed
Suburban
Bachelor
1,672,380,000
72
Yes
No
Low Speed
In_Store_Support
Two year
0hrs
Disabled
e81e44cd-4ecd-42e9-b5a1-52504c8dc122
no_churn
0.001585
0
no_churn
-0.059993
-0.003276
-0.008105
-0.017223
-0.011626
-0.143358
-0.011162
-0.014282
Female
29
No
No
Employed
Rural
Bachelor
1,672,380,000
6
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
aa5607db-583f-49f5-a99b-7f72d22f25a7
no_churn
0.49315
0
no_churn
0.065413
-0.003302
-0.025443
0.102843
-0.006661
0.114229
-0.037738
-0.044144
Female
66
Yes
Yes
Employed
Urban
High School or Below
1,672,380,000
69
Yes
Yes
High Speed
Phone_Support
Two year
<80hrs
Active
a82fb3fe-e05c-40d8-8575-07c4e4e96153
no_churn
0.119632
0
no_churn
-0.106295
-0.001918
0.016794
-0.010462
0.033303
-0.201105
0.018027
0.045191
Male
30
No
Yes
Employed
Rural
High School or Below
1,672,380,000
36
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
4cae6368-bd08-4a2e-b73d-8f91ce3d2e00
no_churn
0.516612
0
no_churn
-0.207364
-0.006587
0.021947
-0.1263
0.049085
0.013655
-0.016824
0.003363
Female
39
No
Yes
Employed
Suburban
College
1,672,380,000
8
No
No phone service
Low Speed
Phone_Support
Month-to-month
<50hrs
Active
11e338ea-e197-4495-bcb2-4fd6ece03dce
no_churn
0.42174
0
no_churn
0.139081
-0.006459
-0.031017
-0.04656
0.09579
0.130505
0.096493
0.075808
Female
63
Yes
No
Disabled
Urban
College
1,672,380,000
27
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
c3a07db4-3e90-4f5c-adfc-33210da334d2
no_churn
0.119412
0
no_churn
-0.090206
-0.005141
-0.016777
-0.073459
0.024835
0.038814
-0.064072
-0.073019
Female
68
Yes
Yes
Unemployed
Urban
High School or Below
1,672,380,000
29
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
3031b758-bea1-49db-81ae-14e338350438
no_churn
0.075167
0
no_churn
-0.082204
-0.008167
-0.001441
-0.063686
-0.034345
0.038715
-0.040747
-0.027151
Female
38
No
Yes
Employed
Suburban
College
1,672,380,000
1
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ff5706c0-74cc-4b8c-9af1-e9f9ba757bee
churn
0.863913
1
churn
0.279085
-0.006103
0.023676
0.165613
0.043398
0.157234
-0.021751
-0.028467
Male
63
Yes
Yes
Employed
Suburban
Bachelor
1,672,380,000
15
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
eda12bbb-a5b4-4846-9c96-b88ad1045ce4
no_churn
0.26068
0
no_churn
-0.034239
-0.073202
-0.063032
-0.057883
-0.032076
0.083755
-0.04154
-0.040809
Male
23
Yes
Yes
Employed
Urban
High School or Below
1,672,380,000
69
Yes
Yes
Fiber optic
In_Store_Support
Two year
<50hrs
Active
b9374989-b9b0-47ef-891e-999b9b33c980
no_churn
0.077174
0
no_churn
0.084264
0.000684
0.099325
0.144016
0.050756
-0.006862
0.176277
0.082513
Female
30
No
No
Employed
Rural
Master
1,672,380,000
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d570dede-febe-4841-a012-4133d8980963
no_churn
0.320274
0
no_churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Female
56
Yes
No
Employed
Rural
College
1,672,380,000
49
No
No phone service
High Speed
In_Store_Support
Month-to-month
<50hrs
Active
b929c59b-f39a-4eb9-8630-4fdd59709118
no_churn
0.194025
0
no_churn
-0.168297
-0.019704
-0.022483
-0.032375
-0.128428
0.047128
0.034616
0.040517
Male
40
No
No
Employed
Suburban
Bachelor
1,672,380,000
4
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
60581b20-71e9-473b-aa5b-127e0edf7eca
no_churn
0.345946
0
no_churn
0.011936
-0.01301
-0.086743
-0.125288
-0.022233
0.064519
-0.049692
-0.048516
Male
79
Yes
No
Employed
Suburban
Bachelor
1,672,380,000
8
No
No phone service
Low Speed
Phone_Support
Month-to-month
<50hrs
Active
f885fa32-3ab1-416f-9501-382844a35c34
no_churn
0.42174
0
no_churn
0.139081
-0.006459
-0.031017
-0.04656
0.09579
0.130505
0.096493
0.075808
Male
62
No
No
Employed
Suburban
College
1,672,380,000
15
Yes
No
Medium Speed
Phone_Support
One year
0hrs
Disabled
3d31c2b5-11e8-4f05-80a4-1da8a98ef6a2
no_churn
0.048293
0
no_churn
-0.020335
-0.004684
-0.01635
-0.042939
0.014929
-0.126646
-0.028123
-0.044879
Female
26
Yes
Yes
Employed
Suburban
High School or Below
1,672,380,000
39
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
a093842f-a95a-4c61-8f50-dac7a7d14be0
no_churn
0.100704
0
no_churn
0.017214
-0.004631
-0.005258
-0.045737
-0.006973
-0.03535
-0.016204
-0.047303
Male
32
No
No
Employed
Suburban
High School or Below
1,672,380,000
7
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
546fe8a6-8adb-40e9-9030-51a8126dfa4b
no_churn
0.324627
0
no_churn
-0.089431
0.026451
0.015172
-0.094989
0.033558
0.069854
-0.043586
-0.056056
Female
53
No
Yes
Unemployed
Suburban
College
1,672,380,000
71
No
No phone service
High Speed
Phone_Support
Two year
0hrs
Disabled
9dd23d64-ef4b-4c35-aba9-3c5911837c2e
no_churn
0.015711
0
no_churn
-0.106356
0.010276
0.000347
-0.01231
0.003621
-0.128475
-0.014832
-0.021297
Female
39
Yes
Yes
Employed
Suburban
College
1,672,380,000
4
Yes
No
Fiber optic
Phone_Support
One year
<80hrs
Active
38322ded-2423-43fe-abc6-bd3fdbcd21b6
churn
0.449235
1
churn
0.127392
-0.001043
-0.010516
0.071392
-0.065
-0.167396
0.051015
0.067987
Female
47
Yes
Yes
Unemployed
Rural
High School or Below
1,672,380,000
3
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
f61463ae-30b3-4584-b86c-84a75056fe1c
churn
0.817477
1
churn
0.203034
-0.004277
0.104425
0.140981
0.07174
0.146985
0.027337
0.04075
Male
24
No
No
Unemployed
Suburban
High School or Below
1,672,380,000
72
Yes
Yes
High Speed
Phone_Support
Two year
100hrs+
Active
9ad21d1d-8d11-401d-8a7d-32da9140a567
no_churn
0.013696
0
no_churn
-0.131928
-0.002706
-0.003185
-0.009854
0.030912
-0.232194
0.03476
0.045168
Male
52
Yes
No
Unemployed
Suburban
High School or Below
1,672,380,000
31
Yes
Yes
High Speed
Phone_Support
Month-to-month
100hrs+
Active
deb21b5a-db98-4a2a-9baa-305488de9a74
no_churn
0.167476
0
no_churn
0.059251
-0.003259
0.091337
0.029913
0.164485
0.088271
0.152111
0.111531
Male
69
Yes
Yes
Unemployed
Rural
Bachelor
1,672,380,000
64
Yes
No
High Speed
Phone_Support
One year
100hrs+
Active
b435a1f8-c3c1-4e5b-adde-be85a5d65ba6
no_churn
0.139558
0
no_churn
-0.111174
-0.002446
-0.089524
0.002937
0.028062
-0.151774
0.030722
0.049172
Female
34
No
Yes
Employed
Rural
High School or Below
1,672,380,000
12
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
d0d4e0e4-541e-47a3-8330-504c6a86f68a
churn
0.825132
1
churn
0.097513
-0.0014
0.133859
0.03784
0.143208
0.138575
0.050081
0.058297
Female
79
No
Yes
Unemployed
Urban
High School or Below
1,672,380,000
72
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
<50hrs
Active
3300b818-4265-4898-8494-534d6102cc7b
no_churn
0.079431
0
no_churn
-0.184139
-0.00229
0.007484
0.013985
0.007704
-0.146909
-0.001771
0.03691
Female
79
No
No
Unemployed
Suburban
College
1,672,380,000
1
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
1ab6b838-44f4-4828-9dd5-7f4050870a1b
churn
0.67615
0
no_churn
0.160266
-0.012807
-0.009924
-0.069849
0.040472
0.123714
-0.046721
-0.058441
Male
43
Yes
Yes
Employed
Suburban
College
1,672,380,000
28
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
814c6fe5-0582-47d4-8a28-6fe0eb246614
no_churn
0.027353
0
no_churn
-0.116287
-0.015059
-0.015402
-0.071608
-0.032407
0.034605
-0.026714
-0.026154
Female
51
No
Yes
Employed
Rural
High School or Below
1,672,380,000
69
No
No phone service
High Speed
Phone_Support
Two year
<80hrs
Active
56515a79-6dbb-42f5-be56-01ee5c11a68a
no_churn
0.032037
0
no_churn
-0.107241
-0.00033
-0.01081
-0.011429
0.02186
-0.190593
0.013764
0.036181
Male
31
No
No
Employed
Suburban
High School or Below
1,672,380,000
19
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
181aa732-e3a5-4458-a6ea-746734ee9b18
no_churn
0.17037
0
no_churn
-0.03472
-0.014749
-0.035674
-0.114471
0.007913
0.043286
-0.050327
-0.070284
Female
51
Yes
No
Disabled
Urban
Bachelor
1,672,380,000
55
Yes
Yes
Low Speed
Web_Chat_Support
One year
<50hrs
Active
f5f61309-8c80-4487-8b7a-2213bb3367b5
churn
0.352014
1
churn
0.069535
0.001
0.081805
0.066881
0.089983
0.046254
0.156019
0.099497
Female
55
No
Yes
Employed
Suburban
Bachelor
1,672,380,000
31
Yes
No
High Speed
In_Store_Support
Month-to-month
100hrs+
Active
3c6d4c3f-2900-48e1-a24c-a958e9dc241b
no_churn
0.094228
0
no_churn
-0.031845
-0.009813
-0.02785
-0.079306
-0.068575
0.044606
-0.017357
-0.008887
Female
32
Yes
No
Employed
Suburban
High School or Below
1,672,380,000
17
Yes
No
High Speed
In_Store_Support
One year
<50hrs
Active
2f037dac-1ab8-479e-9337-d9031d5ecfc3
churn
0.543731
1
churn
0.027621
-0.005635
-0.052567
-0.061111
-0.066848
-0.121912
0.05131
0.030116
Female
65
No
Yes
Employed
Suburban
High School or Below
1,672,380,000
18
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
90ea23d3-bd7d-4ad4-b2da-b9c4562fb0ca
no_churn
0.484151
0
no_churn
-0.119614
-0.00632
0.066713
0.062724
-0.017455
0.084556
-0.036752
-0.040047
Male
37
No
Yes
Unemployed
Suburban
College
1,672,380,000
38
Yes
No
High Speed
Phone_Support
One year
0hrs
Disabled
3bbb1869-3fe9-442e-b940-16afa5e3eac2
churn
0.139719
1
churn
-0.010035
-0.007209
-0.010985
-0.089292
-0.039983
-0.071165
-0.011489
-0.028867
Male
46
No
No
Employed
Urban
Master
1,672,380,000
15
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
7baa80a7-b16d-4460-8f0c-86ff1ede6c49
no_churn
0.762852
0
no_churn
0.178383
-0.004332
0.050106
0.024066
0.164106
0.148662
0.108561
0.054088
Male
67
No
No
Unemployed
Suburban
High School or Below
1,672,380,000
36
Yes
No
High Speed
Phone_Support
One year
0hrs
Disabled
7f26fb77-f143-4950-82ca-2b53f37b6759
no_churn
0.022063
0
no_churn
-0.040159
-0.006634
-0.015928
-0.114091
0.015486
-0.064179
-0.012427
-0.031094
Male
76
Yes
No
Unemployed
Suburban
Bachelor
1,672,380,000
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
817be6c1-16a1-4d27-a1fd-feeb10c3a952
churn
0.781034
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
39
No
No
Unemployed
Suburban
High School or Below
1,672,380,000
5
No
No phone service
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
10feb4b3-81b9-4b91-80f6-b78e3bba413d
churn
0.515088
1
churn
0.074426
0.01502
-0.006653
-0.116094
0.022404
0.082721
-0.036242
-0.045359
Male
68
No
Yes
Employed
Suburban
Master
1,672,380,000
48
No
No phone service
Medium Speed
Phone_Support
One year
100hrs+
Active
a41a4d7d-22fe-4831-bc60-826277b3026a
no_churn
0.064507
0
no_churn
-0.037365
-0.023372
0.020312
0.022221
0.096066
-0.020301
0.056913
0.0765
Female
76
Yes
Yes
Employed
Suburban
Bachelor
1,672,380,000
30
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
6a431c04-fe94-451a-954a-12310a26da4a
no_churn
0.121913
0
no_churn
-0.065545
-0.018197
-0.031334
-0.089231
-0.020716
0.052977
-0.036571
-0.050409
Male
69
No
No
Employed
Urban
Bachelor
1,672,380,000
21
Yes
No
Fiber optic
In_Store_Support
One year
0hrs
Disabled
8386a25f-f479-4d16-a1fd-1e35af56ab7c
no_churn
0.10352
0
no_churn
-0.050293
-0.003563
-0.042519
0.014045
-0.034794
-0.09278
-0.023973
-0.031816
Male
69
Yes
No
Unemployed
Rural
High School or Below
1,672,380,000
48
Yes
Yes
Fiber optic
Web_Chat_Support
One year
100hrs+
Active
faccc22e-aaa2-4cfc-9dbb-4324e3178f8c
churn
0.218246
1
churn
0.077211
-0.001064
0.108742
0.0685
0.111377
-0.049879
0.142144
0.113944
Male
46
No
Yes
Unemployed
Suburban
High School or Below
1,672,380,000
35
Yes
No
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
36e7076b-ba2e-4395-8971-27e1afedebf5
no_churn
0.018431
0
no_churn
-0.052039
-0.004151
-0.011382
-0.060805
0.016323
-0.097216
-0.02202
-0.037738
Male
32
Yes
No
Employed
Suburban
Bachelor
1,672,380,000
71
Yes
No
High Speed
Phone_Support
Two year
<50hrs
Active
15c8f652-dc2d-4a97-b767-53625545ee32
no_churn
0.009597
0
no_churn
-0.132473
-0.00246
-0.01454
-0.00652
0.027278
-0.190267
0.023763
0.046193
Female
24
Yes
No
Employed
Urban
College
1,672,380,000
70
Yes
No
High Speed
In_Store_Support
Two year
<50hrs
Active
b35900f0-c2c5-4ca2-9897-6a3156cdd511
no_churn
0.016743
0
no_churn
-0.059218
-0.002812
-0.026708
-0.022194
-0.031675
-0.178941
0.028051
0.024471
Female
58
No
No
Unemployed
Suburban
Bachelor
1,672,380,000
51
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
97cb2720-4764-47c0-908a-2dc69f13cbcf
no_churn
0.171148
0
no_churn
-0.175485
-0.004022
-0.142657
0.03573
0.020713
0.043757
-0.026086
-0.020977
Male
63
No
No
Employed
Suburban
Bachelor
1,672,380,000
66
Yes
No
Low Speed
Phone_Support
Two year
0hrs
Disabled
7df3111f-bee7-4e00-8939-2486a9d98949
no_churn
0.010142
0
no_churn
-0.037148
-0.003481
-0.021716
-0.02625
-0.000383
-0.121646
-0.02774
-0.030661
Female
30
Yes
Yes
Disabled
Urban
College
1,672,380,000
32
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
2930bd04-d969-4d17-97a1-a89b71e71bee
no_churn
0.060177
0
no_churn
0.079558
-0.002333
0.022823
0.048773
0.074682
0.085454
-0.022721
-0.035261
Male
30
No
No
Employed
Suburban
High School or Below
1,672,380,000
8
Yes
No
Medium Speed
Phone_Support
Two year
0hrs
Disabled
c12cccf7-7c96-4754-b903-0a77638de247
no_churn
0.011188
0
no_churn
0.032914
-0.006524
-0.002051
-0.029004
0.021123
-0.204432
-0.030527
-0.040525
Female
26
No
Yes
Employed
Suburban
Bachelor
1,672,380,000
46
Yes
Yes
High Speed
In_Store_Support
Two year
<80hrs
Active
68b337c7-1536-479a-a3c1-33dfbece76ab
no_churn
0.213169
0
no_churn
-0.074997
-0.002838
-0.005177
-0.017936
-0.046299
-0.183922
0.037724
0.024418
Female
31
No
No
Employed
Suburban
Bachelor
1,672,380,000
67
Yes
Yes
Fiber optic
In_Store_Support
One year
<80hrs
Active
8963485b-bc1b-4462-ae33-eb12768ce778
no_churn
0.213677
0
no_churn
-0.155459
-0.002459
-0.019825
0.040896
-0.017324
-0.109396
0.031274
0.033266
Female
66
No
No
Employed
Suburban
Bachelor
1,672,380,000
41
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
59e5cdb3-9daa-4084-aa52-4af1a79e913c
no_churn
0.265812
0
no_churn
-0.124319
-0.007775
-0.099464
0.051821
0.039005
0.072534
-0.030871
-0.051361
Female
72
Yes
Yes
Employed
Rural
High School or Below
1,672,380,000
36
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
bdd03dba-d526-4bdb-a1b0-71adf0bb4a0e
no_churn
0.516612
0
no_churn
-0.207364
-0.006587
0.021947
-0.1263
0.049085
0.013655
-0.016824
0.003363
Male
23
No
Yes
Employed
Suburban
Bachelor
1,672,380,000
22
Yes
No
High Speed
Phone_Support
One year
0hrs
Disabled
98ec34de-3bc2-44e9-adad-7d327f02940a
churn
0.143878
1
churn
-0.01549
-0.003724
-0.028496
-0.018141
-0.057264
-0.072754
-0.035724
-0.037433
Male
73
No
Yes
Employed
Urban
Master
1,672,380,000
20
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
1216d187-f5bd-4716-9a11-fc4a8474e10e
churn
0.670292
1
churn
0.099656
-0.003851
0.035037
0.00943
0.109265
0.136634
0.214237
0.130566
Male
21
No
Yes
Employed
Urban
High School or Below
1,672,380,000