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4 values
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prediction_id
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prediction_label
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prediction_score
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shap/Tenure
float64
-0.3
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shap/PhoneService
float64
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shap/MultipleLines
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shap/InternetSpeed
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shap/SupportEligibility
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shap/Contract
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timestamp
int64
1.67B
1.67B
29
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
385f52b2-712c-4957-8b04-89691c087fe0
no_churn
0.611038
1
churn
0.045309
-0.002493
0.131343
0.118339
0.046064
0.145513
0.138861
0.065419
Female
52
No
Yes
Employed
Suburban
College
1,672,812,000
28
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d1ed945f-e105-40cb-b5ec-d91b0765568f
no_churn
0.133348
0
no_churn
-0.179208
0.04402
0.015938
-0.095814
-0.028495
0.052479
-0.014464
-0.033483
Male
42
No
Yes
Unemployed
Urban
Bachelor
1,672,812,000
11
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
a090c893-ee0c-488f-9f84-41aef2db5d92
no_churn
0.166051
0
no_churn
0.017865
-0.007259
-0.118955
-0.142226
0.027698
0.059348
-0.04688
-0.058617
Female
31
No
No
Employed
Urban
Master
1,672,812,000
24
Yes
No
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
657d326d-50d0-46f8-b687-2c6eb739c741
no_churn
0.177976
0
no_churn
-0.128074
-0.007345
-0.034011
-0.035058
-0.051767
0.038357
-0.029447
-0.021681
Male
34
Yes
No
Employed
Rural
High School or Below
1,672,812,000
72
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
95fb29ee-8357-412f-96b0-8dafaa2ba7ba
churn
0.005051
0
no_churn
-0.272601
-0.003816
0.024865
-0.011984
0.015511
0.03676
-0.063771
0.052677
Female
72
Yes
No
Retired
Suburban
High School or Below
1,672,812,000
62
Yes
No
Low Speed
Web_Chat_Support
Two year
0hrs
Disabled
2d779a18-2e66-4b2a-835b-0a758f6779b5
no_churn
0.004984
0
no_churn
-0.066571
-0.003927
-0.012413
-0.019639
0.001074
-0.111064
-0.028377
-0.028108
Male
20
Yes
Yes
Employed
Urban
College
1,672,812,000
13
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
2df9501d-79c5-4f2e-9538-51298d7ba1d2
churn
0.680716
1
churn
-0.015568
-0.002185
-0.042059
-0.185053
0.058172
0.078736
0.050473
0.090458
Female
71
No
Yes
Employed
Rural
College
1,672,812,000
17
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
9775f807-a9a7-401e-8de8-bfe239f98960
churn
0.4226
1
churn
0.11486
-0.004278
-0.029078
0.008447
0.114535
0.106728
0.13377
0.097101
Male
38
No
Yes
Employed
Suburban
Bachelor
1,672,812,000
56
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
4a6cb242-3316-4249-a5e7-a48513787375
no_churn
0.014511
0
no_churn
-0.105368
-0.007091
-0.018851
-0.049978
-0.034434
0.023124
-0.024035
-0.032393
Female
70
Yes
Yes
Employed
Suburban
College
1,672,812,000
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f5c586b2-56c8-45ec-b2e5-0730b39c8584
churn
0.730951
1
churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
25
No
No
Employed
Suburban
Bachelor
1,672,812,000
29
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
a1ccfe6d-db57-464a-a8bf-f4088762ebcc
no_churn
0.077765
0
no_churn
-0.0678
-0.01516
-0.018134
-0.06022
-0.055897
0.037969
-0.033056
-0.036728
Male
68
No
No
Unemployed
Suburban
College
1,672,812,000
68
Yes
Yes
Low Speed
Phone_Support
Month-to-month
<50hrs
Active
1ea4906c-33f7-4b5e-b5c1-a458af51bc86
no_churn
0.058714
0
no_churn
-0.124727
0.000508
0.000906
-0.017521
0.068215
0.065351
0.092478
0.113764
Female
80
No
No
Employed
Rural
College
1,672,812,000
72
Yes
Yes
Fiber optic
In_Store_Support
Two year
<80hrs
Active
1db1072a-0c27-44e5-8f49-da5b6a32833f
no_churn
0.018566
0
no_churn
-0.157379
-0.003192
0.006919
0.03463
-0.050445
-0.147903
0.023061
0.025284
Male
56
No
Yes
Unemployed
Suburban
Bachelor
1,672,812,000
6
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
43f75bb6-021b-41c2-af84-7224be4a33b8
no_churn
0.243793
0
no_churn
-0.017305
-0.009564
-0.01666
-0.132313
-0.016353
0.058111
-0.066538
-0.068404
Female
76
No
Yes
Employed
Suburban
College
1,672,812,000
47
No
No phone service
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
c087961d-54de-4148-aae2-944a35c1e31a
no_churn
0.063033
0
no_churn
-0.113714
0.030577
0.007671
-0.042537
-0.034158
0.028799
-0.038084
-0.03958
Female
28
No
Yes
Employed
Suburban
College
1,672,812,000
72
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
c55c8075-5ec1-431e-b615-86d8798309dd
no_churn
0.002588
0
no_churn
-0.131118
-0.002279
0.030604
0.024775
0.052951
0.076604
-0.025505
-0.046058
Male
70
Yes
Yes
Unemployed
Suburban
Bachelor
1,672,812,000
62
Yes
No
Low Speed
In_Store_Support
Two year
100hrs+
Active
cf22666b-703b-45bf-957f-8f8b71406592
churn
0.02709
0
no_churn
-0.082263
-0.003697
-0.017897
-0.009187
-0.054513
-0.11843
0.010052
0.016908
Female
25
No
Yes
Retired
Suburban
Bachelor
1,672,812,000
28
Yes
No
Low Speed
Phone_Support
One year
0hrs
Disabled
2a8e72ad-d1c1-4eb8-9528-2a015d1cac2d
no_churn
0.020453
0
no_churn
-0.061734
-0.0074
-0.014817
-0.027343
0.009058
-0.080146
-0.044323
-0.042322
Female
80
No
Yes
Medical Leave
Suburban
High School or Below
1,672,812,000
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
5919a649-9914-4440-b832-923ec3158c98
churn
0.882218
1
churn
0.220842
-0.005909
-0.061361
0.083931
0.036071
0.142791
0.000402
0.013149
Male
70
No
Yes
Unemployed
Suburban
High School or Below
1,672,812,000
31
No
No phone service
Low Speed
In_Store_Support
Month-to-month
100hrs+
Active
cf945416-293d-4111-ae42-6becf567be10
no_churn
0.139537
0
no_churn
0.098414
0.115453
0.067358
0.096303
0.016933
0.138183
0.041787
0.026542
Male
48
No
Yes
Employed
Rural
High School or Below
1,672,812,000
71
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
100hrs+
Active
7956b25b-9b58-435d-84d8-bc0446c600c1
churn
0.009834
0
no_churn
-0.085925
0.001091
0.071375
0.0728
-0.075212
0.091273
0.10723
0.088342
Male
56
No
No
Medical Leave
Suburban
College
1,672,812,000
18
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
100hrs+
Active
0df75196-895a-4539-9ba9-80cc77d1ae1d
no_churn
0.253683
0
no_churn
-0.049538
-0.00532
-0.016011
-0.018836
0.039959
0.047604
0.031736
0.072123
Male
27
No
Yes
Medical Leave
Suburban
College
1,672,812,000
26
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
4a04cb3e-0f89-4585-ba9c-ee5519e185c7
churn
0.737186
1
churn
-0.139934
-0.002264
-0.017416
0.01675
-0.025458
0.068113
-0.064328
0.035512
Male
73
No
Yes
Medical Leave
Urban
Bachelor
1,672,812,000
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
723cb4e9-bf20-46bf-a70f-da4045108a7b
no_churn
0.76724
0
no_churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
40
Yes
Yes
Employed
Rural
College
1,672,812,000
71
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
100hrs+
Active
5511d8a1-9e40-49f9-ac20-b98d0483c184
churn
0.009834
0
no_churn
-0.085925
0.001091
0.071375
0.0728
-0.075212
0.091273
0.10723
0.088342
Male
74
No
Yes
Employed
Urban
College
1,672,812,000
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
38bef63e-7aca-48ba-96f4-b604b96cc3ac
no_churn
0.38188
0
no_churn
0.091899
-0.004987
-0.023741
0.164174
0.045899
0.119718
-0.038699
-0.005558
Female
61
Yes
Yes
Employed
Urban
Bachelor
1,672,812,000
24
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
fc1d6a30-a8c4-4d42-9302-5dc62321f21a
no_churn
0.133939
0
no_churn
-0.112462
-0.006351
-0.043099
-0.043896
0.003937
0.039785
-0.053268
-0.043675
Male
32
No
Yes
Employed
Urban
College
1,672,812,000
71
Yes
Yes
Fiber optic
In_Store_Support
Two year
0hrs
Disabled
4da006b5-c911-46c1-8475-ae440e7a7d9f
no_churn
0.017742
0
no_churn
-0.096577
-0.002424
0.014861
0.051391
-0.007797
-0.102994
-0.005342
-0.009478
Male
59
Yes
No
Medical Leave
Rural
Bachelor
1,672,812,000
71
Yes
Yes
Low Speed
In_Store_Support
Two year
100hrs+
Active
029217fc-6559-454e-8e07-d2ecbce2a644
churn
0.009834
0
no_churn
-0.051617
-0.00075
0.03122
0.023307
-0.026966
-0.165751
0.054052
0.047479
Male
71
No
No
Employed
Urban
Bachelor
1,672,812,000
70
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
23390545-c99f-457a-96d0-e6239061a46f
no_churn
0.021461
0
no_churn
-0.113116
-0.001913
0.031363
0.028168
0.053003
0.07742
-0.032954
-0.051997
Female
39
No
Yes
Employed
Urban
College
1,672,812,000
16
Yes
Yes
High Speed
Phone_Support
Month-to-month
100hrs+
Active
6199221d-b338-40cd-b47f-b451c24997ec
no_churn
0.169255
0
no_churn
0.092904
-0.005647
0.104162
-0.017745
0.14251
0.091335
-0.010738
0.016742
Female
30
No
Yes
Employed
Rural
Master
1,672,812,000
23
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
a482db3e-f2e9-4ff9-8bee-8dc957c776aa
no_churn
0.039396
0
no_churn
-0.061388
-0.004287
-0.051185
-0.021241
-0.023805
-0.06523
-0.017866
-0.024024
Male
40
No
Yes
Employed
Suburban
High School or Below
1,672,812,000
71
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
733115e7-a16a-49df-a08f-500e1a77ab3b
no_churn
0.017742
0
no_churn
-0.180818
-0.004272
0.009833
0.051395
-0.021859
0.043661
-0.002237
-0.024729
Female
50
Yes
No
Unemployed
Suburban
College
1,672,812,000
22
Yes
No
High Speed
In_Store_Support
One year
<80hrs
Active
442cd1ab-1ecf-4d78-83da-19368370fae7
churn
0.131913
1
churn
-0.035755
-0.010085
-0.048632
-0.030943
-0.038823
-0.05978
-0.002901
0.027894
Male
46
Yes
No
Employed
Suburban
Doctor
1,672,812,000
5
Yes
Yes
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
8ae1de93-1b17-4668-975a-a5d4915f3662
no_churn
0.12387
0
no_churn
0.168476
-0.002847
0.089745
-0.129351
-0.001509
0.113467
-0.038712
-0.023312
Female
47
Yes
Yes
Unemployed
Suburban
Bachelor
1,672,812,000
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
6a35cc10-8420-4b00-91c2-f2a2153f70f8
no_churn
0.305014
0
no_churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Male
52
No
No
Disabled
Rural
Bachelor
1,672,812,000
53
Yes
No
Medium Speed
Phone_Support
One year
<80hrs
Active
b327a255-ead5-479f-a04e-da0b2caf036d
no_churn
0.158461
0
no_churn
0.049545
-0.000919
0.028521
0.083683
0.116701
0.023683
0.076189
0.103572
Male
49
Yes
Yes
Employed
Suburban
Bachelor
1,672,812,000
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
74ab773b-79d7-4e60-86e5-c85187fcb424
churn
0.484437
1
churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
23
No
No
Employed
Rural
College
1,672,812,000
24
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
30eaef4b-43b8-4ee9-921f-51ba5cfb468e
no_churn
0.133939
0
no_churn
-0.112462
-0.006351
-0.043099
-0.043896
0.003937
0.039785
-0.053268
-0.043675
Male
25
No
No
Disabled
Urban
Master
1,672,812,000
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
973bb3fb-5b1e-4479-9096-789459d01716
no_churn
0.569802
0
no_churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Male
76
No
No
Medical Leave
Suburban
High School or Below
1,672,812,000
59
No
No phone service
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
c2b1de8d-164e-4df8-87cc-60ead7dc50ad
no_churn
0.299943
0
no_churn
-0.002213
0.13135
0.077669
0.036122
-0.006133
0.137391
0.203782
0.073006
Male
42
No
Yes
Employed
Urban
College
1,672,812,000
31
No
No phone service
Low Speed
In_Store_Support
Month-to-month
100hrs+
Active
2492239d-e35d-407a-9304-3dcff627f98f
no_churn
0.139537
0
no_churn
0.098414
0.115453
0.067358
0.096303
0.016933
0.138183
0.041787
0.026542
Female
75
No
Yes
Employed
Suburban
College
1,672,812,000
46
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<50hrs
Active
b72ff639-ff77-4dc5-96ec-8b268ee275ee
no_churn
0.297358
0
no_churn
-0.052433
-0.003253
0.005756
0.081345
0.097591
0.122288
0.20601
0.083671
Female
41
No
Yes
Medical Leave
Suburban
College
1,672,812,000
39
No
No phone service
Low Speed
Phone_Support
Month-to-month
100hrs+
Active
8a9ec790-829d-4803-a9c5-f2e0aa554a0a
no_churn
0.336433
1
churn
-0.085823
0.037152
-0.049458
-0.004067
0.033692
0.083976
0.044336
0.023666
Male
62
No
No
Unemployed
Suburban
College
1,672,812,000
55
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ad6d07bd-1727-4806-91c4-56c94c46fa86
churn
0.43353
1
churn
-0.152118
-0.003715
0.05945
0.024264
0.057761
0.071524
-0.030128
-0.045579
Male
44
Yes
Yes
Medical Leave
Suburban
High School or Below
1,672,812,000
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8a5ccb18-3e92-45b0-aa97-6c5171bd8b63
churn
0.818874
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
39
Yes
Yes
Employed
Rural
High School or Below
1,672,812,000
33
Yes
Yes
High Speed
In_Store_Support
Month-to-month
<50hrs
Active
dba6d915-a00b-4f33-bee9-aa7ca6af94a0
no_churn
0.145129
0
no_churn
-0.074612
-0.000737
-0.002392
0.013541
-0.024975
0.087412
0.113456
0.06647
Male
61
No
Yes
Employed
Urban
High School or Below
1,672,812,000
42
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
10c0a506-a1d2-44c2-bbd4-c30c8e15583f
no_churn
0.470082
0
no_churn
0.002064
-0.002232
-0.062988
0.103895
0.025581
0.110937
-0.035344
-0.015785
Male
25
No
No
Employed
Suburban
Bachelor
1,672,812,000
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ec986369-5b54-4268-9fbc-55f4728b0074
no_churn
0.76724
0
no_churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
53
No
No
Employed
Rural
Bachelor
1,672,812,000
28
Yes
No
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
f08c4887-5494-4307-ab8f-98bb6ca084f3
churn
0.173403
1
churn
-0.130134
-0.006338
-0.091959
-0.037226
0.092123
0.040343
0.029096
0.069687
Male
21
No
Yes
Employed
Suburban
Master
1,672,812,000
33
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
<80hrs
Active
f4576832-3fb9-44e1-bef8-02915db2286b
no_churn
0.437225
0
no_churn
-0.090299
-0.002192
0.015403
-0.097211
-0.10724
0.069599
0.048225
0.058023
Male
26
Yes
No
Unemployed
Suburban
High School or Below
1,672,812,000
11
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
09cfa598-0de4-4780-bb98-a7df6d8f5339
no_churn
0.414729
0
no_churn
0.063281
-0.001547
-0.039401
0.054692
0.008549
0.108293
-0.020649
-0.007416
Female
34
No
No
Employed
Rural
College
1,672,812,000
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
a0a70a51-7641-4871-84f6-fb0a179fdacc
churn
0.882218
1
churn
0.220842
-0.005909
-0.061361
0.083931
0.036071
0.142791
0.000402
0.013149
Male
55
No
Yes
Employed
Suburban
College
1,672,812,000
70
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
4870a7be-1428-4ba4-b05d-a280fcd9c692
no_churn
0.011037
0
no_churn
-0.066535
-0.001147
0.000475
-0.001939
-0.031832
0.058666
-0.024337
-0.042377
Female
36
Yes
Yes
Employed
Rural
Bachelor
1,672,812,000
11
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ddfb80e0-97c7-44a1-827e-a43417f93373
no_churn
0.414729
0
no_churn
0.063281
-0.001547
-0.039401
0.054692
0.008549
0.108293
-0.020649
-0.007416
Female
67
Yes
No
Unemployed
Suburban
Bachelor
1,672,812,000
3
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
443e1bd6-bdfc-4413-80e4-b674aa26d0ba
churn
0.445259
1
churn
0.224597
-0.009451
0.040428
0.03521
0.062611
0.126944
-0.013948
-0.0038
Female
49
No
No
Unemployed
Rural
Bachelor
1,672,812,000
12
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
eadafec0-c73f-4bee-b7c6-0b30f71be59e
no_churn
0.084874
0
no_churn
-0.015998
-0.003301
-0.063323
0.090314
-0.047569
0.086783
-0.024943
-0.0323
Male
56
No
Yes
Employed
Rural
College
1,672,812,000
20
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
cd261836-f303-4015-8a2e-c484e828cd46
no_churn
0.409664
0
no_churn
-0.098279
-0.00645
-0.041978
0.010246
-0.111936
0.034929
-0.022411
-0.033146
Male
62
Yes
No
Employed
Suburban
College
1,672,812,000
66
Yes
Yes
Low Speed
Phone_Support
Two year
0hrs
Disabled
7fd3058f-c359-4382-a47c-c8ca23872791
no_churn
0.006199
0
no_churn
-0.027291
-0.003269
0.010683
-0.050851
-0.000538
-0.139756
-0.026044
-0.02696
Female
22
Yes
Yes
Employed
Suburban
Bachelor
1,672,812,000
60
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6ed8ca78-c39a-4c92-9398-1ad5070d80aa
no_churn
0.066065
0
no_churn
-0.198403
-0.004043
0.030745
0.024506
-0.011828
0.053071
-0.006837
-0.005395
Female
76
No
No
Employed
Suburban
College
1,672,812,000
1
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
24b71bf1-c195-4f6c-a59a-fc5d0db00888
no_churn
0.246395
0
no_churn
0.157282
-0.007505
-0.046051
-0.163503
-0.019224
0.092608
-0.045897
-0.059226
Female
78
No
No
Medical Leave
Suburban
College
1,672,812,000
7
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
97af2a77-2665-4b58-b96f-42040f6b79ed
no_churn
0.232989
0
no_churn
-0.016098
-0.007543
-0.009408
-0.056014
-0.135667
0.042421
-0.035017
-0.025284
Female
80
No
No
Employed
Suburban
Bachelor
1,672,812,000
20
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ab954783-5983-435c-a542-a17c846a50ff
no_churn
0.40219
0
no_churn
-0.045128
-0.003714
-0.069859
0.095833
0.042611
0.083733
-0.026231
-0.046738
Female
35
No
Yes
Employed
Suburban
Master
1,672,812,000
64
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
d854cc4d-b805-4129-a7cc-fb174a8527b4
no_churn
0.067344
0
no_churn
-0.229371
-0.004051
0.036686
0.021774
0.017159
0.055174
-0.009861
-0.008201
Male
39
No
Yes
Employed
Suburban
High School or Below
1,672,812,000
16
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5d202415-05f9-4dcb-bd06-05b321b3703b
no_churn
0.252719
0
no_churn
0.025901
-0.003413
-0.043977
0.06131
-0.000967
0.101233
-0.027175
-0.009027
Male
32
No
No
Employed
Suburban
Master
1,672,812,000
68
Yes
No
Low Speed
In_Store_Support
Two year
<50hrs
Active
50ca1fda-4d29-4c4b-a7cc-756635170d4d
no_churn
0.067418
0
no_churn
-0.066071
-0.002441
-0.022629
-0.014644
-0.046233
-0.149184
0.006672
0.025503
Male
76
Yes
Yes
Employed
Suburban
College
1,672,812,000
1
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
7f22699d-f61f-403f-81f8-93763cd20b64
no_churn
0.246395
0
no_churn
0.157282
-0.007505
-0.046051
-0.163503
-0.019224
0.092608
-0.045897
-0.059226
Male
41
Yes
Yes
Unemployed
Suburban
Master
1,672,812,000
7
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
1f0fe519-8e3e-49a4-b728-f568d625ee9d
no_churn
0.232989
0
no_churn
-0.016098
-0.007543
-0.009408
-0.056014
-0.135667
0.042421
-0.035017
-0.025284
Male
21
No
Yes
Unemployed
Suburban
College
1,672,812,000
48
Yes
Yes
High Speed
Phone_Support
One year
0hrs
Disabled
62c3e5b3-8013-44d8-b40e-51227c1149e3
no_churn
0.091547
0
no_churn
-0.026031
-0.011467
0.017674
-0.016644
0.025537
-0.148699
-0.035849
-0.063548
Female
70
Yes
No
Employed
Suburban
High School or Below
1,672,812,000
6
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
137a8dba-1a75-45ba-a6aa-3a4d44070650
no_churn
0.037775
0
no_churn
-0.019614
-0.015739
-0.029274
-0.133685
0.012223
0.048289
-0.051672
-0.067054
Male
51
No
No
Employed
Urban
High School or Below
1,672,812,000
17
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
561dd489-8add-483a-b1fa-9428f457515e
churn
0.4226
1
churn
0.11486
-0.004278
-0.029078
0.008447
0.114535
0.106728
0.13377
0.097101
Female
56
No
Yes
Unemployed
Rural
College
1,672,812,000
39
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
81727c64-23ac-42b3-8311-1b3a68bf7179
no_churn
0.027361
0
no_churn
-0.049852
-0.019731
-0.062164
-0.120505
-0.032896
0.049537
-0.013771
-0.019645
Female
46
No
Yes
Employed
Suburban
College
1,672,812,000
26
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
bfe350f5-bde5-4243-b56d-964b91808672
churn
0.737186
1
churn
-0.139934
-0.002264
-0.017416
0.01675
-0.025458
0.068113
-0.064328
0.035512
Male
71
No
Yes
Employed
Suburban
Bachelor
1,672,812,000
14
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
<50hrs
Active
1d869b35-9ab0-48c0-9b83-5fb2939d78dc
no_churn
0.489168
0
no_churn
-0.019518
0.00323
-0.009115
-0.164698
-0.096438
0.06614
0.018189
0.049851
Female
47
No
Yes
Disabled
Suburban
Bachelor
1,672,898,400
62
Yes
No
High Speed
Phone_Support
Month-to-month
<50hrs
Active
c10e638c-f34f-4b38-a1a7-ff69ad0ebbf3
no_churn
0.049307
0
no_churn
-0.09418
-0.001311
0.042273
-0.002063
0.090573
0.059496
0.053304
0.092883
Male
30
No
No
Retired
Suburban
College
1,672,898,400
9
Yes
No
High Speed
In_Store_Support
Month-to-month
100hrs+
Active
b5fbf586-e41a-4414-8a3f-97733095b587
no_churn
0.235822
0
no_churn
-0.010479
-0.01463
-0.036983
-0.080064
-0.139622
0.042872
-0.001963
0.011843
Male
77
Yes
Yes
Employed
Suburban
Doctor
1,672,898,400
72
No
No phone service
High Speed
In_Store_Support
Two year
<50hrs
Active
3c07f2aa-dbcd-46f1-a8e7-c6ae92ec69ed
no_churn
0.007358
0
no_churn
-0.101556
-0.00126
-0.006021
-0.012521
-0.037678
-0.151619
0.02095
0.020679
Male
60
No
No
Employed
Urban
Bachelor
1,672,898,400
53
Yes
Yes
High Speed
In_Store_Support
Month-to-month
100hrs+
Active
ef0ddf3d-22f7-4841-a725-74c2f932b12d
churn
0.117792
0
no_churn
-0.100045
-0.007292
0.014684
-0.100693
-0.103864
0.036252
0.018934
0.033
Female
32
Yes
No
Employed
Suburban
High School or Below
1,672,898,400
70
Yes
Yes
High Speed
Phone_Support
Two year
100hrs+
Active
a418a52b-22d7-4f1b-aa81-9ae9e72e84a3
no_churn
0.040674
0
no_churn
-0.095873
-0.001997
0.00482
-0.026696
0.016247
-0.24385
0.042536
0.051785
Male
48
No
No
Employed
Suburban
Bachelor
1,672,898,400
57
No
No phone service
Medium Speed
Phone_Support
Month-to-month
<50hrs
Active
2f398fdc-9d1b-413a-a3b9-309d4027ea34
no_churn
0.029884
0
no_churn
-0.109762
-0.023185
0.022473
-0.077129
0.057779
0.044955
0.041458
0.064385
Male
28
No
Yes
Disabled
Urban
High School or Below
1,672,898,400
37
Yes
Yes
Medium Speed
In_Store_Support
One year
100hrs+
Active
7c88b73c-2b3d-4916-9a5b-07742a39e973
no_churn
0.10735
0
no_churn
-0.040828
-0.000254
0.016465
-0.052017
-0.010884
-0.072392
0.055827
0.060058
Male
64
No
No
Employed
Rural
College
1,672,898,400
59
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
<50hrs
Active
8ef917f7-11f2-4c3b-ba3d-e2bda1e26ba0
no_churn
0.055308
0
no_churn
-0.141855
-0.007601
-0.007545
-0.079908
-0.092947
0.038809
0.015161
0.00686
Male
69
No
Yes
Employed
Suburban
Bachelor
1,672,898,400
21
Yes
No
Medium Speed
Phone_Support
One year
100hrs+
Active
69669637-d307-4ed2-aad5-bd763c9d259a
no_churn
0.098477
0
no_churn
-0.039126
-0.004891
0.007396
0.034738
0.09585
-0.054964
0.101308
0.093997
Female
41
No
Yes
Unemployed
Suburban
Master
1,672,898,400
17
Yes
No
High Speed
In_Store_Support
Month-to-month
<50hrs
Active
840dfc47-2496-4c96-8804-e5cfa6020ddc
no_churn
0.145066
0
no_churn
0.063825
-0.010024
0.01057
0.028701
-0.090177
0.093923
0.03463
-0.032806
Female
50
No
Yes
Employed
Suburban
Doctor
1,672,898,400
30
Yes
No
High Speed
Phone_Support
One year
100hrs+
Active
315f18dd-eb16-4bba-8ab4-1a9bd0db9e6f
churn
0.129102
1
churn
-0.055466
-0.003176
-0.10973
-0.019111
0.04053
-0.135532
0.03354
0.059919
Male
61
No
No
Employed
Suburban
Master
1,672,898,400
23
Yes
Yes
Medium Speed
In_Store_Support
Two year
<50hrs
Active
26848978-6f67-4ee9-aa29-f6e77be3fb77
no_churn
0.014675
0
no_churn
-0.064165
-0.003295
0.015124
-0.053587
-0.058442
-0.158374
0.026243
0.02747
Female
36
No
No
Unemployed
Suburban
College
1,672,898,400
33
Yes
No
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
926795d9-f773-4284-8b56-85b16a935e24
churn
0.195845
1
churn
-0.076887
-0.002664
-0.094057
-0.042185
-0.009054
0.059209
0.03625
0.040529
Male
30
Yes
No
Unemployed
Suburban
College
1,672,898,400
18
Yes
No
High Speed
In_Store_Support
Month-to-month
100hrs+
Active
b1c69eb6-2ee8-4a13-a575-4594784a52bd
no_churn
0.179058
0
no_churn
-0.048157
-0.019167
-0.033077
-0.048723
-0.078405
0.027902
-0.025671
0.006271
Female
79
Yes
Yes
Unemployed
Urban
Bachelor
1,672,898,400
41
Yes
No
Medium Speed
Phone_Support
Month-to-month
100hrs+
Active
9324d737-ad99-4531-bee7-e43c0610442e
no_churn
0.026
0
no_churn
-0.062456
-0.002664
-0.0585
0.077965
0.126418
0.042852
0.037677
0.012182
Female
38
No
No
Unemployed
Urban
High School or Below
1,672,898,400
70
No
No phone service
High Speed
Phone_Support
Month-to-month
<50hrs
Active
331444fd-47bd-44e8-8671-94d45ba1cbeb
no_churn
0.120365
0
no_churn
-0.134475
-0.032282
-0.031996
0.012016
0.051705
0.096899
0.039466
0.067974
Male
71
No
No
Unemployed
Suburban
Bachelor
1,672,898,400
68
Yes
No
High Speed
In_Store_Support
Month-to-month
<50hrs
Active
796f8eae-37fd-4131-b7b5-64d5b3fb454b
no_churn
0.028029
0
no_churn
-0.094777
-0.001113
-0.008856
0.003763
-0.048739
0.073221
0.082823
0.037986
Male
41
Yes
Yes
Unemployed
Suburban
College
1,672,898,400
50
Yes
Yes
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
a06851a4-52b1-4577-84e3-8c84878da086
no_churn
0.098737
0
no_churn
-0.03776
-0.002483
0.03878
-0.184021
0.016311
0.068336
-0.037937
-0.054419
Female
55
Yes
No
Unemployed
Suburban
Master
1,672,898,400
64
Yes
Yes
Low Speed
In_Store_Support
Two year
0hrs
Disabled
41b8255b-2ff0-4c37-a4d9-c35c49758a84
no_churn
0.016962
0
no_churn
-0.06097
-0.00335
-0.023324
-0.027602
-0.019729
-0.104244
-0.012713
-0.017093
Male
80
No
Yes
Employed
Rural
High School or Below
1,672,898,400
2
No
No phone service
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d98fdfa5-2ab5-4db3-b764-8fded87fcc5a
no_churn
0.304518
0
no_churn
0.306282
0.128325
0.052827
0.046583
0.071454
0.151404
-0.017548
-0.008354
Male
24
Yes
No
Unemployed
Suburban
Bachelor
1,672,898,400
57
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
35b06bdb-8786-4ca4-a031-419e060ada2c
no_churn
0.011908
0
no_churn
-0.035397
-0.005092
-0.046055
-0.062201
0.046589
0.052398
-0.037347
-0.051922
Male
56
No
Yes
Employed
Suburban
High School or Below
1,672,898,400
71
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
a3b27f9d-316a-46ae-8e35-877451545d3b
no_churn
0.004495
0
no_churn
-0.057106
-0.003686
0.001673
-0.029094
0.00212
0.056373
-0.016513
-0.012795
Male
20
No
No
Employed
Suburban
College
1,672,898,400
6
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
95db255c-e449-47c5-8af5-a76cc9c23385
no_churn
0.296356
0
no_churn
0.083741
-0.003429
0.017994
-0.008721
0.026333
0.094736
-0.043364
-0.025263
Female
73
No
Yes
Unemployed
Suburban
College
1,672,898,400
53
Yes
Yes
High Speed
In_Store_Support
One year
0hrs
Disabled
70ffff4f-d3e8-4df9-b290-f7a8c93e4b53
no_churn
0.055433
0
no_churn
-0.043638
-0.003159
0.005418
-0.044793
-0.050001
-0.063288
-0.018142
-0.021423
Female
52
No
No
Retired
Suburban
Bachelor
1,672,898,400
6
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
2a9fbf44-a0e6-44cd-8e3b-ee3daa1f7e9f
churn
0.376232
1
churn
-0.049581
-0.009321
-0.017576
-0.097073
-0.037958
0.046631
-0.052693
-0.039585
Male
36
Yes
Yes
Employed
Urban
College
1,672,898,400
1
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
fad6555c-87af-4617-9101-78a87c0dbec2
churn
0.514037
1
churn
0.214698
-0.004688
0.000731
-0.105151
0.00444
0.113129
-0.05345
-0.061319
Male
71
Yes
Yes
Employed
Suburban
High School or Below
1,672,898,400