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prediction_id
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float64
0
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0
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shap/Tenure
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shap/PhoneService
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shap/InternetSpeed
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shap/SupportEligibility
float64
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shap/Contract
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shap/MonthlyStreamingTime
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shap/PremiumHDStreaming
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20
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timestamp
int64
1.67B
1.67B
54
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
c68f5684-eb61-4cb6-8c2e-b4e0e9e9024d
no_churn
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0
no_churn
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-0.012314
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0.006416
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0.036439
-0.037323
-0.044467
Female
77
Yes
Yes
Unemployed
Suburban
Bachelor
1,672,466,400
8
Yes
No
High Speed
Web_Chat_Support
One year
0hrs
Disabled
31937804-34ae-4651-af1c-85cc6ecb7bda
no_churn
0.094953
0
no_churn
0.020413
-0.006177
-0.01304
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0.014696
-0.153462
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-0.037537
Male
30
No
Yes
Employed
Suburban
High School or Below
1,672,466,400
6
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
547cf346-2fdd-4b21-919a-1ea010c03f67
no_churn
0.351934
0
no_churn
-0.019614
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-0.029274
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0.012223
0.048289
-0.051672
-0.067054
Female
73
No
Yes
Employed
Suburban
Bachelor
1,672,466,400
3
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
f807e2d1-2979-42f6-986b-2bbce8d9cc30
no_churn
0.159217
0
no_churn
0.024645
-0.012123
-0.072248
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-0.040601
0.063067
-0.040894
-0.054958
Male
31
No
No
Employed
Suburban
High School or Below
1,672,466,400
6
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
7fd996a6-8ec0-4841-8c6e-f86133d5cbdc
no_churn
0.106636
0
no_churn
0.083741
-0.003429
0.017994
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0.026333
0.094736
-0.043364
-0.025263
Male
27
No
Yes
Unemployed
Suburban
High School or Below
1,672,466,400
72
Yes
No
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
52e189a9-7758-4735-bd9a-06bed929df9b
no_churn
0.005243
0
no_churn
-0.077724
-0.00368
-0.015199
-0.014857
0.00305
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-0.016394
-0.023437
Male
78
Yes
No
Unemployed
Rural
Bachelor
1,672,466,400
43
Yes
No
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
0d62f65d-c043-4b98-9305-7d063ff51c66
no_churn
0.013238
0
no_churn
-0.039536
-0.003866
-0.017516
-0.03875
0.011861
-0.112609
-0.023961
-0.044649
Male
31
Yes
Yes
Medical Leave
Urban
High School or Below
1,672,466,400
67
Yes
No
Medium Speed
Web_Chat_Support
Two year
0hrs
Disabled
9be8001e-2b3e-4d6f-a6bf-75029db1a388
no_churn
0.006909
0
no_churn
-0.047596
-0.002845
-0.009841
-0.02084
0.001964
-0.132109
-0.027436
-0.030324
Male
20
Yes
Yes
Employed
Suburban
College
1,672,466,400
3
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
1e6484e9-2a8c-4ceb-9094-fbdfdf4c71dc
churn
0.523693
1
churn
0.161613
0.100334
0.035027
0.010374
0.067211
0.145554
-0.007111
0.004512
Female
75
No
Yes
Unemployed
Suburban
High School or Below
1,672,466,400
59
Yes
Yes
High Speed
Web_Chat_Support
Two year
<50hrs
Active
768c6d9d-5a3d-488b-b262-f225ac89bcd3
no_churn
0.060409
0
no_churn
0.040402
-0.00104
0.023606
0.026374
0.106311
-0.201721
0.153774
0.075362
Male
41
Yes
Yes
Employed
Suburban
Bachelor
1,672,466,400
47
Yes
Yes
High Speed
Web_Chat_Support
One year
<80hrs
Active
0ff62eec-d8b8-4108-abc7-c5c1c622cda8
no_churn
0.318926
0
no_churn
0.094376
-0.00127
0.032574
0.067051
0.12716
-0.057829
0.113771
0.105142
Male
59
Yes
No
Employed
Suburban
Bachelor
1,672,466,400
51
Yes
Yes
High Speed
Web_Chat_Support
One year
<80hrs
Active
31accf64-1a58-44aa-ad7a-a0ed15d27bd7
no_churn
0.193342
0
no_churn
0.035092
-0.004781
0.066227
0.049048
0.103686
-0.084932
0.129512
0.077122
Male
75
No
Yes
Unemployed
Rural
High School or Below
1,672,466,400
60
Yes
No
Low Speed
Web_Chat_Support
One year
<80hrs
Active
ad7f6c81-5667-4743-b30f-8b48f6d3c0c3
churn
0.251474
1
churn
0.002434
-0.002881
-0.017141
0.051669
0.101458
-0.073335
0.108607
0.07683
Female
45
No
No
Retired
Suburban
College
1,672,466,400
46
Yes
No
High Speed
Web_Chat_Support
One year
100hrs+
Active
3dd6477e-151b-4bd7-85ab-fdf11f686609
churn
0.217434
1
churn
-0.026154
-0.002318
-0.049246
0.036734
0.075249
-0.089241
0.060663
0.076786
Female
24
No
No
Employed
Suburban
College
1,672,466,400
59
Yes
Yes
High Speed
Web_Chat_Support
One year
100hrs+
Active
17c3648d-5556-4c11-82c2-aa6985724258
no_churn
0.261267
1
churn
-0.02139
0.000736
0.086235
0.096594
0.138246
0.075344
0.103384
0.099826
Male
24
No
No
Employed
Suburban
High School or Below
1,672,466,400
15
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
82f4da0d-3f0d-42d0-9f4c-12da77911849
no_churn
0.801324
1
churn
0.094708
-0.002877
0.034491
0.098354
0.108855
0.157812
0.098939
0.09186
Male
56
No
No
Unemployed
Suburban
High School or Below
1,672,466,400
56
Yes
Yes
High Speed
Web_Chat_Support
One year
<80hrs
Active
bd1a7d41-d23f-4407-adb7-8729ff417a0a
no_churn
0.178136
0
no_churn
0.100952
-0.003084
0.070772
0.049425
0.129258
-0.086659
0.038294
0.034826
Male
75
No
Yes
Retired
Rural
College
1,672,466,400
2
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
749f8636-8da1-4829-be8b-342508461a04
churn
0.848365
1
churn
0.262843
-0.004901
0.022256
-0.016562
0.0647
0.145844
0.132134
0.12466
Female
27
No
No
Employed
Rural
College
1,672,466,400
33
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
d86f4587-8fab-41de-9a9d-fa8e85818bc0
no_churn
0.467796
0
no_churn
-0.033196
-0.00102
0.096269
0.093233
0.094426
0.113115
0.106185
0.103482
Female
38
Yes
Yes
Employed
Suburban
Master
1,672,466,400
2
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
aea5d9be-9571-415b-bb57-cc157d072945
churn
0.704403
1
churn
0.17226
-0.007192
-0.050385
0.047243
0.048837
0.126232
0.053153
0.099158
Male
31
No
No
Employed
Urban
Bachelor
1,672,466,400
48
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
64098d81-c4fc-4894-882c-8f10f41d40d9
no_churn
0.515012
0
no_churn
-0.165476
-0.002007
0.005585
-0.175726
0.048716
0.054415
0.086817
0.068649
Female
43
No
Yes
Unemployed
Urban
College
1,672,466,400
60
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
ab93080a-b4fb-4df8-9797-b40d791e2766
no_churn
0.208094
0
no_churn
-0.237565
-0.006146
-0.03972
-0.035896
0.033364
0.041969
-0.001627
0.006594
Female
77
Yes
Yes
Unemployed
Suburban
College
1,672,466,400
25
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
9dc31731-4e33-4481-9d21-fcc0d89afc9d
churn
0.53495
1
churn
0.093098
-0.001108
0.023999
0.027602
0.146631
0.102242
0.092789
0.12572
Male
54
No
No
Employed
Suburban
College
1,672,466,400
10
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
e3f65e77-1866-4b54-99e0-3cab54e52b94
churn
0.749194
1
churn
0.193452
-0.003678
0.042168
0.067627
0.075888
0.161454
0.113885
0.080177
Female
36
No
Yes
Unemployed
Suburban
College
1,672,466,400
14
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
5532926d-f42c-4fb5-83c4-136e206c14a7
churn
0.795483
1
churn
-0.038876
-0.002786
0.054474
-0.029964
0.016743
0.096882
-0.060253
0.028469
Male
57
No
Yes
Employed
Suburban
Bachelor
1,672,466,400
24
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
e1bebd17-3613-49f6-ba69-905a0e1c7d4b
no_churn
0.486568
0
no_churn
-0.163295
-0.007112
-0.1358
-0.01381
0.028851
0.043013
-0.01566
0.034787
Male
55
Yes
Yes
Employed
Urban
High School or Below
1,672,466,400
62
Yes
Yes
Fiber optic
Web_Chat_Support
One year
100hrs+
Active
8bf33367-fbd3-49f2-a60c-ee5d0e68b274
no_churn
0.230416
0
no_churn
-0.200157
-0.001953
0.02321
-0.075506
0.012873
-0.060122
0.038437
0.046191
Female
53
Yes
No
Unemployed
Urban
Bachelor
1,672,466,400
56
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
f91ab0d9-4b24-4cc4-b838-4df54b9cd61d
churn
0.461613
1
churn
-0.208797
-0.003802
-0.000421
0.006338
0.040726
0.017149
-0.015152
0.024931
Female
70
No
No
Employed
Suburban
High School or Below
1,672,466,400
33
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
258cce64-9e8f-47fe-b92d-f1391fdf0c50
no_churn
0.392402
0
no_churn
-0.060058
-0.001537
-0.03409
0.046875
0.011653
0.026108
0.077966
0.020367
Female
67
No
Yes
Unemployed
Urban
Master
1,672,466,400
63
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
<80hrs
Active
ec616bb7-e3b7-41b2-bdd7-de3ce2267f43
no_churn
0.13504
0
no_churn
-0.164245
-0.002315
0.014074
0.007394
0.010505
-0.16106
0.006113
0.020508
Female
23
No
No
Employed
Urban
High School or Below
1,672,466,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
dadbf29f-3eba-4792-a872-9ed9a60c893a
churn
0.870003
1
churn
0.363996
-0.003773
-0.023682
0.050704
0.044275
0.157237
0.098271
0.043945
Male
62
No
No
Employed
Suburban
High School or Below
1,672,466,400
7
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
9f01ff4d-7634-4988-8989-f6e56db4ea4b
no_churn
0.747763
0
no_churn
0.196632
-0.00092
0.035647
0.050591
0.112334
0.156604
0.11141
0.068675
Female
28
Yes
Yes
Disabled
Suburban
Bachelor
1,672,466,400
19
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
f567571d-0a27-45f6-b502-013de3e28f5b
churn
0.583555
1
churn
-0.009112
-0.004619
-0.034079
-0.00625
0.027506
0.047347
-0.005447
0.027803
Male
67
Yes
Yes
Employed
Urban
Master
1,672,466,400
26
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
1e34b0f5-2dfc-4873-805c-231c8ae61cbc
churn
0.605312
1
churn
-0.139934
-0.002264
-0.017416
0.01675
-0.025458
0.068113
-0.064328
0.035512
Female
67
No
Yes
Employed
Suburban
High School or Below
1,672,466,400
63
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
2e751944-533a-453e-8a70-53bb78f6cf67
no_churn
0.162327
0
no_churn
-0.270389
-0.003691
0.033851
-0.071571
0.013133
0.043695
-0.001183
-0.012872
Male
69
Yes
No
Employed
Rural
Bachelor
1,672,466,400
72
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
<50hrs
Active
dc157245-3508-4f5e-b63e-5692c7c65c03
no_churn
0.064635
0
no_churn
-0.184139
-0.00229
0.007484
0.013985
0.007704
-0.146909
-0.001771
0.03691
Male
36
Yes
No
Unemployed
Suburban
High School or Below
1,672,466,400
15
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
28266af4-8083-418f-9f86-ebc31de48ffa
no_churn
0.448244
0
no_churn
0.084784
-0.00214
0.032851
0.046777
0.015984
0.13707
-0.027881
-0.0102
Female
64
No
No
Unemployed
Rural
College
1,672,466,400
6
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
14b25f0d-00d9-4726-ae12-df48fe2ab646
churn
0.533358
1
churn
0.030578
-0.003541
0.020737
0.154612
-0.022964
0.121836
-0.032772
-0.042072
Female
64
No
Yes
Employed
Rural
College
1,672,466,400
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
0aa85446-bdb7-4fec-9335-663bd41d418b
churn
0.453136
1
churn
0.091899
-0.004987
-0.023741
0.164174
0.045899
0.119718
-0.038699
-0.005558
Male
76
Yes
No
Employed
Urban
Doctor
1,672,466,400
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
941568d2-0f69-46b4-956d-5f2352b0c7bd
no_churn
0.463677
0
no_churn
0.168599
-0.004507
-0.039601
0.161268
-0.002281
0.127523
-0.024741
-0.036143
Male
71
No
Yes
Employed
Suburban
Master
1,672,466,400
23
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
833ad06b-cad5-48cc-9778-b46b1f00c3ff
churn
0.578508
1
churn
-0.00965
-0.006071
0.143848
0.113069
0.047618
0.123063
0.014389
0.013931
Female
40
Yes
Yes
Medical Leave
Suburban
Bachelor
1,672,466,400
47
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
0f8a0ad4-7a2f-4470-9da7-1e02ab31707a
churn
0.370906
1
churn
0.030882
-0.001331
0.04395
0.134151
0.043117
0.12672
-0.00966
-0.017157
Female
72
No
Yes
Unemployed
Suburban
Doctor
1,672,466,400
15
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
47ee07cf-860d-4d6f-ac84-4d3ebec1bc8f
no_churn
0.386183
0
no_churn
0.084784
-0.00214
0.032851
0.046777
0.015984
0.13707
-0.027881
-0.0102
Female
35
No
Yes
Unemployed
Suburban
High School or Below
1,672,466,400
71
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
77cce049-2983-4eaa-93be-495238026b47
no_churn
0.017277
0
no_churn
-0.1374
-0.003482
0.006671
0.024209
-0.007661
-0.106321
-0.013805
-0.031236
Male
60
Yes
Yes
Unemployed
Urban
High School or Below
1,672,466,400
7
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
58532a91-bbaa-4761-9010-bb8c1785859b
churn
0.464897
1
churn
0.103412
-0.001061
-0.044889
0.10416
0.014763
0.116637
-0.015948
-0.03727
Female
66
No
Yes
Employed
Suburban
College
1,672,466,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
052be542-bedc-4d00-b26f-47cdf4b2088a
churn
0.820828
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
47
Yes
Yes
Employed
Urban
College
1,672,466,400
25
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
148d5e0b-2dee-4278-ae61-df73f0076fca
no_churn
0.4986
0
no_churn
0.020776
-0.008391
-0.080092
0.136362
0.068699
0.098814
-0.024865
-0.00754
Male
61
Yes
Yes
Unemployed
Rural
High School or Below
1,672,466,400
34
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
4dd07c31-a78e-4c8b-9207-85aff4b61623
no_churn
0.380139
0
no_churn
0.001427
-0.001635
-0.011011
0.130791
0.023286
0.044821
0.000826
0.014201
Male
51
Yes
Yes
Employed
Suburban
Bachelor
1,672,466,400
41
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
07cdb7d9-7636-4a77-8fdc-4fac60f6d213
no_churn
0.31364
0
no_churn
-0.124319
-0.007775
-0.099464
0.051821
0.039005
0.072534
-0.030871
-0.051361
Female
38
No
Yes
Employed
Suburban
High School or Below
1,672,466,400
68
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
16876817-e0ff-471f-9f3f-98927f6511fc
churn
0.165816
1
churn
-0.039964
-0.002493
0.043354
0.06123
0.024708
-0.042753
-0.021657
-0.024605
Male
78
No
No
Employed
Suburban
Bachelor
1,672,466,400
16
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
33bb1f99-c0a9-46f5-b04b-7b62e51ba66f
churn
0.470016
1
churn
0.025472
-0.002201
0.036609
0.006741
0.02662
0.121255
-0.038868
-0.041914
Female
56
No
Yes
Unemployed
Suburban
Bachelor
1,672,466,400
24
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
10c10e99-bae3-497a-a04c-3cdbbdbd14da
no_churn
0.619787
0
no_churn
-0.046886
-0.006945
0.110449
0.080193
0.082063
0.110481
-0.023446
-0.040074
Female
44
No
No
Medical Leave
Suburban
High School or Below
1,672,466,400
12
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
b075ed5a-1d10-4a2c-8d61-7ce025fa7db8
no_churn
0.535636
0
no_churn
0.039429
-0.001228
0.07312
0.060426
0.008267
0.131609
-0.013412
-0.025854
Female
44
No
No
Employed
Suburban
Bachelor
1,672,466,400
8
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
0ae01b93-019c-4659-aaa2-1a764073cea6
churn
0.719089
1
churn
0.05676
-0.007527
0.014819
0.154392
-0.000339
0.126103
-0.04086
-0.01995
Female
43
No
No
Medical Leave
Suburban
Bachelor
1,672,466,400
44
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9374fc46-13c0-47ef-9f56-5647e2b7b463
no_churn
0.279844
0
no_churn
-0.217903
-0.005114
-0.072678
0.033546
0.002636
0.034308
-0.019418
-0.024403
Female
23
No
Yes
Employed
Suburban
High School or Below
1,672,466,400
18
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6173c046-2103-41e4-b74f-d40679ea2bb7
churn
0.576482
1
churn
-0.119614
-0.00632
0.066713
0.062724
-0.017455
0.084556
-0.036752
-0.040047
Male
70
No
No
Employed
Suburban
College
1,672,466,400
65
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
0hrs
Disabled
439960c0-fd8d-47c9-a977-45545ffedf83
no_churn
0.091476
0
no_churn
-0.09176
-0.002737
0.018329
0.035764
0.003913
-0.196767
-0.015309
-0.013794
Male
57
No
Yes
Employed
Suburban
College
1,672,466,400
46
Yes
No
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
5a574487-8996-4d30-9730-fae9818f776b
no_churn
0.100775
0
no_churn
-0.116202
-0.007627
-0.011206
-0.001051
-0.005752
-0.083503
-0.022014
-0.021671
Female
28
Yes
No
Employed
Urban
Bachelor
1,672,466,400
7
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
aad6a41f-7496-4c55-84ce-09d38081cdfc
churn
0.42331
1
churn
0.103412
-0.001061
-0.044889
0.10416
0.014763
0.116637
-0.015948
-0.03727
Male
36
No
No
Unemployed
Suburban
Master
1,672,466,400
17
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
13ba6aba-906a-4e9f-a2da-bf27dbc841b3
churn
0.491852
1
churn
0.083975
-0.002869
-0.012624
0.031522
0.05483
0.129538
-0.011127
-0.026977
Male
67
No
Yes
Employed
Suburban
College
1,672,466,400
36
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e0e885e7-166a-4292-a4a0-7aa0f1055fdf
churn
0.409051
1
churn
-0.006029
-0.006449
0.060404
0.125139
0.067891
0.120365
-0.024194
-0.013619
Male
47
No
No
Unemployed
Suburban
College
1,672,466,400
18
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
b8814ba2-18f2-44f4-902f-9f20df193f65
no_churn
0.520377
0
no_churn
-0.172568
-0.007962
-0.067256
0.032385
-0.002002
0.049254
-0.034661
-0.066216
Male
46
No
Yes
Employed
Suburban
College
1,672,466,400
56
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
cd1af4e4-3899-4ca3-b9f4-f5dc683f8978
churn
0.279157
1
churn
0.096652
-0.000499
0.078578
0.158687
0.141402
0.111559
-0.000391
0.024985
Female
21
Yes
Yes
Employed
Suburban
High School or Below
1,672,466,400
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
dfa31074-a536-4bdd-bada-86ee9f14d495
churn
0.453136
1
churn
0.091899
-0.004987
-0.023741
0.164174
0.045899
0.119718
-0.038699
-0.005558
Male
50
No
Yes
Employed
Suburban
Bachelor
1,672,466,400
62
Yes
Yes
Fiber optic
Web_Chat_Support
One year
100hrs+
Active
70b6ba45-ae84-47f4-af46-527732dc8f71
no_churn
0.230416
0
no_churn
-0.200157
-0.001953
0.02321
-0.075506
0.012873
-0.060122
0.038437
0.046191
Male
64
No
Yes
Employed
Rural
Bachelor
1,672,466,400
47
Yes
Yes
High Speed
Phone_Support
Two year
0hrs
Disabled
02e5fc94-42de-462a-9051-b4bb7ff85c02
no_churn
0.006915
0
no_churn
-0.027083
-0.004937
0.012331
-0.024823
0.017727
-0.197714
-0.017563
-0.026963
Female
36
Yes
No
Employed
Suburban
Bachelor
1,672,466,400
28
Yes
Yes
High Speed
Phone_Support
Month-to-month
100hrs+
Active
d2d8171a-7af1-4224-bd44-451799c8bff5
no_churn
0.112551
0
no_churn
0.008875
-0.004434
0.090311
-0.049018
0.152209
0.077481
0.111348
0.121917
Male
62
Yes
Yes
Employed
Urban
High School or Below
1,672,466,400
50
Yes
Yes
Fiber optic
In_Store_Support
One year
<80hrs
Active
8c95992d-5892-4919-b4e5-1784944c4220
no_churn
0.210642
0
no_churn
0.034293
-0.005483
0.092563
0.138776
0.083315
-0.028418
0.150322
0.085606
Female
24
No
No
Unemployed
Suburban
Bachelor
1,672,466,400
3
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
fa5b8c91-d302-4433-b517-09d1fad29e4d
no_churn
0.191934
0
no_churn
0.115722
-0.007106
-0.035426
-0.038901
-0.02605
0.09312
-0.030117
-0.046174
Female
41
Yes
No
Unemployed
Suburban
Bachelor
1,672,466,400
43
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
1c8308f7-69a1-48c9-a2b8-b0c71a11a446
no_churn
0.102257
0
no_churn
-0.043972
-0.004782
-0.016435
-0.038438
-0.012868
-0.087304
-0.023911
-0.041315
Female
47
No
No
Unemployed
Suburban
Bachelor
1,672,466,400
46
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
efa244d8-01dc-4d68-bbc1-3765b6af7f81
no_churn
0.142065
0
no_churn
-0.191238
0.016025
0.002173
-0.001797
0.03436
0.020544
-0.033693
-0.0454
Male
20
No
No
Employed
Suburban
College
1,672,466,400
25
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
979b27d2-3544-4acf-84e2-f6f00c00f676
churn
0.53495
1
churn
0.093098
-0.001108
0.023999
0.027602
0.146631
0.102242
0.092789
0.12572
Female
71
No
No
Employed
Suburban
Doctor
1,672,466,400
45
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
<50hrs
Active
c282ff5f-bd93-4b1f-9cb3-9479a1236f0e
no_churn
0.241151
0
no_churn
-0.16041
-0.008611
0.021105
-0.059803
-0.138261
0.058765
0.013753
0.054436
Female
76
No
Yes
Medical Leave
Urban
High School or Below
1,672,466,400
35
Yes
No
High Speed
Web_Chat_Support
One year
0hrs
Disabled
ca349dd0-5319-450e-b3c5-3363f366cd27
no_churn
0.027145
0
no_churn
-0.042166
-0.0054
-0.014485
-0.116817
0.012765
-0.054686
-0.014619
-0.033617
Male
71
No
Yes
Employed
Suburban
Bachelor
1,672,466,400
24
No
No phone service
High Speed
Phone_Support
One year
<50hrs
Active
56297d18-5eaa-4a4f-8470-a2b28120b657
no_churn
0.150309
0
no_churn
0.007239
-0.004407
-0.002408
0.024468
0.080074
-0.102114
0.08726
0.056194
Male
30
No
Yes
Employed
Rural
Bachelor
1,672,466,400
46
Yes
No
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
cce07373-5023-4887-bc10-8cdd5caf7c6e
no_churn
0.100775
0
no_churn
-0.116202
-0.007627
-0.011206
-0.001051
-0.005752
-0.083503
-0.022014
-0.021671
Male
38
Yes
No
Unemployed
Suburban
College
1,672,466,400
46
Yes
No
High Speed
In_Store_Support
Two year
0hrs
Disabled
ee34fba0-5a14-4c6c-a381-a23d5296e4e5
no_churn
0.006817
0
no_churn
-0.005213
-0.00047
0.013358
-0.006298
0.018406
-0.042394
-0.008124
-0.004261
Female
76
Yes
No
Employed
Suburban
Bachelor
1,672,466,400
30
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
a4fa05cc-3ae8-4a9f-98c9-e4ff4e32c2dc
no_churn
0.078435
0
no_churn
-0.018793
-0.006333
-0.020871
-0.03929
-0.001791
-0.14601
-0.01631
-0.019628
Male
62
No
No
Medical Leave
Suburban
Bachelor
1,672,466,400
72
Yes
Yes
Low Speed
In_Store_Support
Two year
<50hrs
Active
531704ba-f9af-481a-8e34-ebbf9bd06033
no_churn
0.004429
0
no_churn
-0.107999
-0.00264
0.002656
-0.01522
-0.040442
-0.156611
0.021508
0.029722
Female
32
No
Yes
Employed
Suburban
High School or Below
1,672,466,400
6
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
82c10270-20cd-4687-b851-fc0ba34e3538
no_churn
0.100623
0
no_churn
-0.017305
-0.009564
-0.01666
-0.132313
-0.016353
0.058111
-0.066538
-0.068404
Female
30
Yes
Yes
Employed
Rural
College
1,672,466,400
51
Yes
Yes
High Speed
Phone_Support
Two year
100hrs+
Active
7df6cbb0-c47e-4497-9637-2870286f66b0
no_churn
0.023517
0
no_churn
-0.064918
-0.001325
-0.044377
-0.041849
0.055301
-0.19938
0.043212
0.047643
Male
58
No
No
Unemployed
Rural
High School or Below
1,672,466,400
6
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
fa7dc37c-de1b-4b8c-a5e2-b0a4e291c697
churn
0.533358
1
churn
0.030578
-0.003541
0.020737
0.154612
-0.022964
0.121836
-0.032772
-0.042072
Female
41
No
No
Employed
Suburban
Bachelor
1,672,466,400
5
Yes
No
High Speed
Phone_Support
Month-to-month
<50hrs
Active
5c6e0307-86ee-4d35-ad66-32c301a99293
churn
0.690267
1
churn
0.227355
-0.003593
-0.014877
0.042396
0.103671
0.140663
0.104865
0.09716
Female
39
No
No
Employed
Suburban
Bachelor
1,672,466,400
47
Yes
Yes
High Speed
Web_Chat_Support
One year
<80hrs
Active
8f1cf903-56cd-4090-89bb-af1123e3d440
no_churn
0.318926
0
no_churn
0.094376
-0.00127
0.032574
0.067051
0.12716
-0.057829
0.113771
0.105142
Male
27
Yes
Yes
Employed
Suburban
College
1,672,466,400
60
Yes
No
Low Speed
Phone_Support
Month-to-month
<80hrs
Active
65cc53d6-d231-4f23-9997-8f453aca14e7
no_churn
0.085286
0
no_churn
-0.008071
-0.004127
-0.023719
0.078627
0.131113
0.086198
0.114256
0.096698
Male
45
No
No
Employed
Suburban
High School or Below
1,672,466,400
35
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
a0edd66e-f754-4b53-8be1-209ff570f71c
churn
0.223059
1
churn
-0.014232
-0.003271
0.061507
0.126815
-0.031559
0.092706
0.003814
0.014279
Female
65
No
Yes
Employed
Rural
College
1,672,466,400
2
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
106b131c-b4bc-40a9-bac0-baaf3c0608fb
no_churn
0.396694
0
no_churn
0.21591
-0.008026
-0.000355
-0.029114
0.024904
0.118519
-0.019358
-0.031149
Female
47
No
No
Employed
Suburban
College
1,672,466,400
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
26adb63f-3953-4ee7-a226-d2e07afababe
churn
0.549493
1
churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Female
70
No
No
Employed
Suburban
Master
1,672,466,400
39
Yes
No
Medium Speed
Web_Chat_Support
One year
0hrs
Disabled
e9f6bb0b-bba0-4164-b7be-cb0bde9a7231
no_churn
0.089947
0
no_churn
0.000076
-0.002036
0.022154
-0.051187
0.02875
-0.056762
-0.022093
-0.037927
Female
46
Yes
Yes
Employed
Suburban
Bachelor
1,672,466,400
2
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
2e89efc5-386b-4abe-bcd1-24860aac603d
churn
0.461588
1
churn
0.104913
-0.015461
-0.035994
-0.066998
-0.029568
0.090901
-0.052234
-0.068178
Male
46
No
No
Unemployed
Suburban
High School or Below
1,672,466,400
1
No
No phone service
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
7a50bfb1-16bf-42eb-ad72-a5747844829b
no_churn
0.702673
0
no_churn
0.192319
0.022556
-0.002802
-0.086548
-0.036245
0.106385
-0.043964
-0.037035
Male
53
No
No
Retired
Suburban
College
1,672,466,400
23
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
71f354ca-e600-4b4f-a20e-070774be0c57
churn
0.578508
1
churn
-0.00965
-0.006071
0.143848
0.113069
0.047618
0.123063
0.014389
0.013931
Female
52
No
No
Employed
Urban
High School or Below
1,672,466,400
37
Yes
Yes
Low Speed
In_Store_Support
Two year
0hrs
Disabled
5d3438d3-a747-4896-a725-3327f427ec65
no_churn
0.018626
0
no_churn
-0.052636
-0.003976
0.001897
-0.032899
-0.032357
-0.108243
-0.017034
-0.02378
Female
28
Yes
Yes
Unemployed
Rural
High School or Below
1,672,466,400
33
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
f087dec2-b27d-4b33-8307-b5665ebef135
no_churn
0.392402
0
no_churn
-0.060058
-0.001537
-0.03409
0.046875
0.011653
0.026108
0.077966
0.020367
Male
50
No
Yes
Employed
Suburban
College
1,672,466,400
71
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
2e3b8396-dabc-419b-9f5b-8330a93ab65a
no_churn
0.017277
0
no_churn
-0.1374
-0.003482
0.006671
0.024209
-0.007661
-0.106321
-0.013805
-0.031236
Female
43
Yes
Yes
Employed
Rural
High School or Below
1,672,466,400
46
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
26f8f8a7-79a9-4e44-8343-60fd607006d1
no_churn
0.142065
0
no_churn
-0.191238
0.016025
0.002173
-0.001797
0.03436
0.020544
-0.033693
-0.0454
Female
33
No
Yes
Unemployed
Suburban
High School or Below
1,672,466,400
68
Yes
Yes
Fiber optic
In_Store_Support
Two year
<80hrs
Active
e89d30b8-674b-4a29-8569-c65961400db9
no_churn
0.085201
0
no_churn
0.010194
-0.000697
0.070794
0.135839
0.058052
-0.026174
0.121095
0.07187
Male
40
Yes
Yes
Unemployed
Rural
Bachelor
1,672,466,400
1
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
598d2966-1038-4054-8008-e3db1d2b5a40
churn
0.625038
1
churn
0.219737
-0.007025
-0.022192
-0.046504
-0.010735
0.11999
-0.019577
-0.000988
Male
28
No
Yes
Unemployed
Rural
Bachelor
1,672,466,400
56
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a7b14933-a619-41dc-a9fb-68a5fce3b6b9
churn
0.279157
1
churn
0.096652
-0.000499
0.078578
0.158687
0.141402
0.111559
-0.000391
0.024985
Female
49
No
Yes
Retired
Suburban
Bachelor
1,672,466,400
26
Yes
No
High Speed
Web_Chat_Support
One year
0hrs
Disabled
75967fa2-46bb-4386-9478-75605811f1b7
no_churn
0.080046
0
no_churn
-0.062388
-0.004463
-0.02695
-0.025571
0.008913
-0.076535
-0.039477
-0.042555
Female
20
No
Yes
Unemployed
Suburban
High School or Below
1,672,466,400