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shap/Contract
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timestamp
int64
1.67B
1.67B
35
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
8a7a9954-3c73-49bc-846f-4918d662a0ca
no_churn
0.126642
0
no_churn
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0.116976
0.039945
0.046103
0.044592
0.098452
0.004932
0.005374
Male
63
No
Yes
Medical Leave
Suburban
Doctor
1,673,157,600
52
Yes
No
High Speed
Phone_Support
Month-to-month
100hrs+
Active
44943455-035d-433a-8286-129526305869
no_churn
0.248687
0
no_churn
0.02609
0.000234
0.002052
0.082552
0.177319
0.087423
0.105768
0.112867
Male
45
No
Yes
Unemployed
Suburban
Doctor
1,673,157,600
60
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
e2e1b864-453e-4abc-ab24-42e943d05bad
no_churn
0.012383
0
no_churn
-0.06597
-0.000916
0.065337
0.040297
0.078259
0.087379
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0.001954
Female
72
No
Yes
Employed
Rural
High School or Below
1,673,157,600
32
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
e1fead6f-01f9-48ed-8b7b-e13283b1ac1c
no_churn
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no_churn
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0.010466
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Female
67
Yes
No
Employed
Rural
College
1,673,157,600
29
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
a0ef4e88-a360-4b69-86f8-e18b6bfd6fbb
no_churn
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0
no_churn
0.102044
-0.005199
0.034455
0.056845
0.103657
0.09939
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Male
72
No
Yes
Medical Leave
Rural
Bachelor
1,673,157,600
25
Yes
No
High Speed
Phone_Support
One year
0hrs
Disabled
55b1a185-4e8d-4efd-a433-a7d77b0eec5f
no_churn
0.028654
0
no_churn
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-0.005778
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Female
25
No
Yes
Medical Leave
Suburban
Doctor
1,673,157,600
4
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
6b9f4827-7d1b-4529-ac02-d2a6f9d88cd1
no_churn
0.351587
0
no_churn
0.138993
-0.002449
-0.004046
-0.019839
0.037303
0.101072
-0.028551
-0.058278
Female
59
No
Yes
Employed
Rural
High School or Below
1,673,157,600
46
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
a606464e-0065-4e02-ae54-a2e40cf7fa1d
churn
0.394232
1
churn
-0.210968
-0.004209
-0.039824
-0.00701
0.066538
0.024074
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0.008539
Female
32
No
No
Medical Leave
Suburban
Bachelor
1,673,157,600
39
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
1b1f3b3e-ac9b-4696-9cb9-acc87c9fb768
no_churn
0.453168
0
no_churn
-0.167881
-0.004147
0.029746
-0.024533
-0.027371
0.069854
-0.073562
0.008868
Female
20
No
No
Employed
Suburban
Master
1,673,157,600
55
Yes
No
Fiber optic
Web_Chat_Support
One year
100hrs+
Active
041d4600-d92e-4782-b1c6-368f62a6ce49
no_churn
0.108754
0
no_churn
-0.128339
-0.003183
-0.051598
-0.034655
0.000772
-0.095627
0.010262
0.033342
Female
60
No
No
Employed
Rural
College
1,673,157,600
38
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
db4183cb-5c21-443a-ad70-079c8ee978f1
no_churn
0.268365
0
no_churn
-0.038384
-0.008392
-0.020685
0.110752
0.004618
0.101454
-0.011607
0.009397
Female
36
Yes
No
Employed
Suburban
College
1,673,157,600
7
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
b3432ffb-5186-4012-b3e0-4c5e8af0c321
no_churn
0.183076
0
no_churn
0.029112
-0.001989
-0.000107
-0.025506
-0.016499
0.064898
-0.016796
-0.010832
Male
78
No
Yes
Employed
Urban
Doctor
1,673,157,600
68
Yes
Yes
Fiber optic
Phone_Support
Two year
<80hrs
Active
ae18cf64-ed0f-4c5f-8cfb-9e780c8bf312
churn
0.179154
1
churn
-0.124298
-0.001643
0.026679
0.032715
-0.024436
-0.140551
0.009032
0.046142
Male
51
No
Yes
Unemployed
Suburban
College
1,673,157,600
66
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
7e78012c-9633-4d37-8734-8c6615d88c6e
churn
0.373826
1
churn
-0.205797
-0.003283
0.047593
-0.04107
0.024136
0.013947
-0.05192
-0.042633
Male
43
No
Yes
Unemployed
Suburban
Bachelor
1,673,157,600
17
Yes
Yes
Low Speed
Phone_Support
Month-to-month
<50hrs
Active
e6b74a68-5b52-4c4e-baed-6a5d3207f159
no_churn
0.362328
0
no_churn
0.074923
-0.002834
0.031733
-0.008364
0.119234
0.122235
0.099015
0.078365
Female
35
No
Yes
Employed
Rural
High School or Below
1,673,157,600
9
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
0d3a86a5-b25e-4242-81b6-f11aefb9d421
no_churn
0.140175
0
no_churn
-0.035714
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-0.020175
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-0.048364
0.050057
-0.032053
-0.025325
Female
51
No
Yes
Employed
Urban
High School or Below
1,673,157,600
72
Yes
Yes
Fiber optic
In_Store_Support
Two year
<80hrs
Active
e7f2f993-99ff-47ef-a428-0bb1fe484b66
no_churn
0.010938
0
no_churn
-0.157379
-0.003192
0.006919
0.03463
-0.050445
-0.147903
0.023061
0.025284
Male
77
No
No
Employed
Urban
High School or Below
1,673,157,600
71
Yes
Yes
Fiber optic
Web_Chat_Support
Two year
0hrs
Disabled
6b4dce5b-b0b8-4e02-b384-afacb55f2eea
no_churn
0.01101
0
no_churn
-0.118857
-0.002976
0.008801
0.035966
-0.004559
-0.116831
-0.024793
-0.045778
Female
52
No
No
Unemployed
Rural
College
1,673,157,600
19
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
9085aebb-90f3-450e-a281-e0151f7eb0d7
no_churn
0.046403
0
no_churn
-0.068635
-0.007536
-0.022794
-0.076431
-0.054451
0.030302
-0.039664
-0.029817
Female
58
No
No
Disabled
Rural
High School or Below
1,673,157,600
22
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8c0cb882-5dff-429a-b4b9-366b64970783
no_churn
0.21962
0
no_churn
-0.07877
-0.00397
-0.030487
0.081884
0.020576
0.073363
-0.021556
-0.028461
Female
31
No
No
Employed
Urban
Bachelor
1,673,157,600
1
Yes
No
Low Speed
In_Store_Support
Two year
0hrs
Disabled
53cd0d68-6523-46c0-acf4-195b28c499d3
no_churn
0.022679
0
no_churn
0.087291
-0.005173
-0.018163
-0.051043
-0.023831
-0.211119
-0.019184
-0.017929
Female
36
No
Yes
Unemployed
Suburban
Bachelor
1,673,157,600
5
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5ea12526-e767-473a-aa34-696f48fcfc3e
churn
0.494921
1
churn
0.09493
-0.005606
-0.075238
0.061633
0.011272
0.112655
-0.015544
-0.03558
Female
73
No
Yes
Employed
Suburban
College
1,673,157,600
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6c6c917d-6f42-4e31-a1c3-3085ebafb148
churn
0.890931
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
30
Yes
No
Employed
Suburban
College
1,673,157,600
32
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
acfd37a2-3aa6-4922-8385-8237be5664df
no_churn
0.02325
0
no_churn
-0.00668
-0.012922
0.010466
-0.058729
-0.031771
0.060931
-0.018257
-0.012063
Male
78
No
Yes
Unemployed
Suburban
College
1,673,157,600
72
Yes
No
Low Speed
Phone_Support
Month-to-month
100hrs+
Active
8c6bdf8d-f8e3-4ba8-a0a0-c145dde27a61
churn
0.012206
0
no_churn
-0.138375
-0.001606
-0.040539
0.007046
0.086668
0.09836
0.0586
0.09182
Female
27
No
Yes
Retired
Suburban
High School or Below
1,673,157,600
3
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
df285483-197f-4dc5-b34c-cd7258c4c2d9
churn
0.220752
1
churn
0.08727
-0.012275
-0.096188
-0.045743
0.015217
0.090362
-0.020635
-0.012085
Female
65
No
No
Employed
Suburban
College
1,673,157,600
13
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
589b9da8-2f87-41ea-85f7-7b53b91aefe8
no_churn
0.088231
0
no_churn
-0.017814
-0.018767
-0.108693
-0.072705
0.013776
0.054658
-0.04986
-0.069621
Female
43
Yes
Yes
Unemployed
Suburban
Master
1,673,157,600
2
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
6839a95e-edb2-4d32-b56f-a9e0ef86b1a2
no_churn
0.246069
0
no_churn
0.104913
-0.015461
-0.035994
-0.066998
-0.029568
0.090901
-0.052234
-0.068178
Male
69
No
No
Employed
Urban
High School or Below
1,673,157,600
63
Yes
No
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
7e2179bf-cf2a-4859-9c93-7688d4c05e0f
no_churn
0.041242
0
no_churn
-0.115382
-0.003766
-0.02115
0.018233
-0.002492
-0.084335
-0.024756
-0.015378
Female
52
No
Yes
Employed
Suburban
Bachelor
1,673,157,600
58
Yes
Yes
Low Speed
Web_Chat_Support
Two year
0hrs
Disabled
5be8b35d-e708-405a-b5af-86a7378ad415
no_churn
0.012724
0
no_churn
-0.067491
-0.004109
0.001043
-0.033735
0.011222
-0.106137
-0.031663
-0.038156
Male
50
No
No
Employed
Urban
Bachelor
1,673,157,600
65
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
7245b9c3-00d6-4219-8be5-8a2bbd44f5f8
no_churn
0.303397
0
no_churn
-0.156592
-0.003387
0.062027
0.052705
0.03964
0.042845
0.001915
0.000223
Female
69
Yes
No
Employed
Urban
College
1,673,157,600
52
Yes
No
High Speed
Phone_Support
Month-to-month
100hrs+
Active
5f4838e7-0b2a-4b77-b8e8-44f010715bdd
no_churn
0.248687
0
no_churn
0.02609
0.000234
0.002052
0.082552
0.177319
0.087423
0.105768
0.112867
Female
40
No
No
Employed
Suburban
Bachelor
1,673,157,600
22
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
1728b040-860d-45bd-9558-8234022e365d
churn
0.189132
1
churn
0.025882
-0.01426
-0.081511
-0.063341
-0.008644
0.053532
-0.027788
-0.022228
Female
67
Yes
No
Employed
Urban
College
1,673,157,600
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
13cc0c97-5e0e-4f0f-8aee-f23dfce171e8
no_churn
0.524808
0
no_churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Female
74
No
Yes
Employed
Urban
Doctor
1,673,157,600
45
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
3bad3994-1479-4c0b-9f0f-6f5950bcb8b0
no_churn
0.542601
0
no_churn
-0.271018
-0.004729
0.023265
0.001263
0.022986
0.023422
-0.043962
-0.010253
Female
73
Yes
No
Unemployed
Suburban
College
1,673,157,600
1
No
No phone service
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
f6454085-fbeb-4711-972b-d24997cf9fc0
no_churn
0.568843
0
no_churn
0.190371
0.047002
0.011085
-0.179517
-0.028761
0.111959
-0.037818
-0.047144
Female
78
No
Yes
Employed
Suburban
Bachelor
1,673,157,600
3
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a921d680-2cea-4ea5-bae9-08222d68d4bc
churn
0.572192
1
churn
0.115694
-0.007177
-0.084196
0.112574
-0.019021
0.113956
-0.021779
-0.03425
Male
38
No
Yes
Employed
Suburban
Master
1,673,157,600
68
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
9533cfa8-28e8-4cd0-9759-46b85f819d18
churn
0.179154
1
churn
-0.205186
-0.003534
0.041095
-0.00076
0.029023
0.055446
-0.040504
0.065061
Male
38
No
Yes
Medical Leave
Suburban
College
1,673,157,600
23
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
6fff0a46-d208-4834-b8cc-3da7edad1481
no_churn
0.138522
0
no_churn
-0.126434
-0.00628
-0.040194
-0.046728
0.002406
0.035768
-0.04348
-0.034084
Female
25
Yes
No
Employed
Suburban
Bachelor
1,673,157,600
41
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
adf7c88a-e975-4b5a-9263-b84d95831f3c
no_churn
0.332145
0
no_churn
-0.045958
-0.006394
-0.008498
0.040928
-0.137768
0.028762
-0.030523
-0.039574
Female
55
Yes
No
Unemployed
Suburban
High School or Below
1,673,157,600
62
Yes
Yes
High Speed
Phone_Support
Two year
100hrs+
Active
29dd7dc9-14ee-4822-a326-f87e01709a1a
no_churn
0.023759
0
no_churn
-0.125598
-0.002725
-0.015125
-0.014743
0.038922
-0.196546
0.034248
0.04254
Male
60
Yes
No
Employed
Suburban
Bachelor
1,673,157,600
15
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
3dbbc8b8-03fc-4ccf-96de-8f10aab84c84
no_churn
0.181257
0
no_churn
0.193083
-0.007261
0.106359
0.060902
-0.077051
0.115182
0.008062
0.007603
Male
47
No
No
Unemployed
Rural
Bachelor
1,673,157,600
52
Yes
Yes
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
f21ca6b4-9399-4104-a5ea-75722d376dfa
no_churn
0.275667
0
no_churn
-0.140468
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-0.014592
-0.049518
-0.143652
0.038397
0.054567
0.033746
Male
57
No
Yes
Unemployed
Urban
College
1,673,157,600
52
Yes
No
High Speed
Phone_Support
Month-to-month
100hrs+
Active
9315b9f5-7040-49a7-87cc-d49e8980338b
no_churn
0.248687
0
no_churn
0.02609
0.000234
0.002052
0.082552
0.177319
0.087423
0.105768
0.112867
Male
39
No
Yes
Employed
Suburban
College
1,673,157,600
8
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
d2c8bdca-f414-4205-ab56-19f30a069c88
churn
0.061024
1
churn
0.136258
-0.010831
0.034574
-0.015825
0.092066
0.094851
-0.040348
-0.051437
Female
64
Yes
Yes
Employed
Urban
High School or Below
1,673,157,600
52
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
256dd4c9-4ebe-4a33-ae9b-34d631508de0
no_churn
0.01566
0
no_churn
-0.089123
-0.004662
-0.019148
-0.104484
0.020797
0.041199
-0.043658
-0.049948
Female
23
No
No
Employed
Urban
College
1,673,157,600
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
2715ea42-4d05-4bd7-811e-f9a0e8c065c9
no_churn
0.377361
0
no_churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Female
65
Yes
No
Employed
Rural
College
1,673,157,600
72
Yes
Yes
High Speed
Phone_Support
Two year
100hrs+
Active
fa1aef10-88da-43b1-b2e5-7a3f1f9d717d
no_churn
0.008049
0
no_churn
-0.131928
-0.002706
-0.003185
-0.009854
0.030912
-0.232194
0.03476
0.045168
Female
22
Yes
No
Employed
Suburban
College
1,673,157,600
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
759e1564-0283-4c2d-b1e9-172f377622a1
churn
0.784075
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
20
No
Yes
Unemployed
Suburban
Master
1,673,157,600
22
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
decfe0a6-1508-4e1f-b142-bb101070f559
no_churn
0.030824
0
no_churn
-0.07628
-0.006154
-0.069765
-0.045519
-0.017699
0.03931
-0.046578
-0.04634
Female
33
Yes
No
Medical Leave
Rural
Bachelor
1,673,157,600
67
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
eb7543c3-338b-429e-b77a-97f7836f7523
no_churn
0.092906
0
no_churn
0.004802
-0.001593
0.066338
0.078243
0.047396
-0.062868
0.000679
-0.002689
Male
80
Yes
No
Employed
Suburban
High School or Below
1,673,157,600
70
Yes
Yes
Medium Speed
In_Store_Support
One year
0hrs
Disabled
c1d9dfaf-9448-409f-80ca-d1589a13c183
no_churn
0.020728
0
no_churn
-0.078635
-0.002924
-0.012666
-0.027172
-0.005639
-0.088569
-0.018299
-0.035122
Female
55
No
No
Employed
Suburban
College
1,673,157,600
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
949f5469-d7b6-48d1-bc79-1a0d097de146
no_churn
0.699827
0
no_churn
0.168546
-0.003415
0.041361
0.150134
-0.023328
0.141803
-0.031479
-0.030816
Female
58
Yes
No
Employed
Suburban
High School or Below
1,673,157,600
54
Yes
No
Low Speed
Phone_Support
Two year
100hrs+
Active
b4e0d973-0820-4460-8682-ea4d00276117
churn
0.020879
0
no_churn
-0.025571
-0.001039
0.007191
-0.034758
0.098295
-0.09547
0.062947
0.089378
Female
52
No
Yes
Medical Leave
Suburban
College
1,673,157,600
39
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
241b11a3-c708-4532-92ef-f5ef2a6d630d
no_churn
0.096744
0
no_churn
-0.017926
-0.010363
-0.023386
0.077053
-0.218636
0.022028
-0.017461
-0.030334
Female
52
No
No
Unemployed
Suburban
Bachelor
1,673,157,600
9
No
No phone service
High Speed
In_Store_Support
One year
0hrs
Disabled
f1811bee-06f7-4835-8352-a6ebf119c695
churn
0.143731
1
churn
0.026212
0.046162
0.016671
-0.071755
-0.015923
-0.061687
-0.012253
-0.016455
Male
54
No
No
Unemployed
Urban
High School or Below
1,673,157,600
26
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
06f988b5-0baf-4279-939e-1b10bef92a6b
no_churn
0.062192
0
no_churn
-0.126154
-0.009204
-0.041703
0.041736
-0.073839
0.037605
-0.019194
-0.018273
Female
34
No
Yes
Retired
Suburban
High School or Below
1,673,157,600
70
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
de6afbb9-3b02-4f50-969d-1562d180ada1
no_churn
0.020728
0
no_churn
-0.05266
-0.003158
-0.091195
-0.005873
-0.002285
0.046778
-0.01268
-0.037954
Male
69
No
Yes
Employed
Urban
College
1,673,157,600
18
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5447e8fb-7213-45ec-97f8-6a110df640d0
no_churn
0.576193
0
no_churn
-0.119614
-0.00632
0.066713
0.062724
-0.017455
0.084556
-0.036752
-0.040047
Male
35
Yes
Yes
Employed
Suburban
Bachelor
1,673,157,600
2
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
3033fdd4-88a0-49c8-97a8-69233f84b923
no_churn
0.246069
0
no_churn
0.104913
-0.015461
-0.035994
-0.066998
-0.029568
0.090901
-0.052234
-0.068178
Female
63
Yes
Yes
Unemployed
Suburban
College
1,673,157,600
61
No
No phone service
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
98f4e22d-c6d4-4985-b5a3-1f2b92419b10
no_churn
0.009274
0
no_churn
-0.062889
0.094902
0.053201
0.025535
-0.022874
0.125618
0.16481
0.062671
Male
60
No
No
Employed
Suburban
Bachelor
1,673,157,600
30
Yes
No
High Speed
In_Store_Support
One year
0hrs
Disabled
72fdd40d-2dab-4ff6-835a-20368f6c69d4
no_churn
0.032984
0
no_churn
-0.018793
-0.006333
-0.020871
-0.03929
-0.001791
-0.14601
-0.01631
-0.019628
Male
61
Yes
Yes
Medical Leave
Urban
College
1,673,157,600
24
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
e5ee0cc1-853a-4ded-9119-e3ad2a39cde5
churn
0.426103
1
churn
-0.046886
-0.006945
0.110449
0.080193
0.082063
0.110481
-0.023446
-0.040074
Female
39
No
No
Employed
Urban
Master
1,673,157,600
11
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
90cd7b5d-706d-4d3f-8476-d6fc627d8a73
no_churn
0.439282
0
no_churn
0.063281
-0.001547
-0.039401
0.054692
0.008549
0.108293
-0.020649
-0.007416
Male
55
No
No
Medical Leave
Rural
College
1,673,157,600
68
Yes
Yes
Fiber optic
Phone_Support
Two year
<80hrs
Active
8b031392-c5e6-476b-a832-bca2d44ef322
churn
0.179154
1
churn
-0.124298
-0.001643
0.026679
0.032715
-0.024436
-0.140551
0.009032
0.046142
Female
39
No
No
Medical Leave
Urban
College
1,673,157,600
25
Yes
No
Low Speed
Phone_Support
Month-to-month
<50hrs
Active
d50c1ffc-9f5e-4903-ad38-f5b3f04449bb
no_churn
0.043565
0
no_churn
-0.019173
-0.004547
-0.085154
-0.056403
0.101379
0.065295
0.05428
0.099631
Male
80
No
No
Employed
Suburban
Bachelor
1,673,157,600
25
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
a31e5340-f00b-4e33-aff6-86ab01147747
no_churn
0.142786
0
no_churn
0.000212
-0.0067
0.038294
-0.014749
-0.089558
0.002328
-0.029247
-0.020106
Male
66
No
No
Employed
Urban
High School or Below
1,673,157,600
67
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
8eb6c181-32c6-4d1f-a5a0-15cb171df830
no_churn
0.04278
0
no_churn
-0.139164
-0.061532
-0.016807
0.012024
-0.018184
0.062571
-0.007411
-0.010523
Female
55
No
No
Unemployed
Rural
Master
1,673,157,600
30
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
e598b833-2562-441d-9a2f-54cbca62f257
no_churn
0.417428
0
no_churn
-0.039682
-0.008557
0.027317
0.124745
0.047384
0.097495
-0.021911
-0.004005
Male
34
Yes
Yes
Disabled
Suburban
Bachelor
1,673,157,600
4
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
4aa1356c-b09b-4a02-82dd-cb9994ba2aaa
no_churn
0.351587
0
no_churn
0.138993
-0.002449
-0.004046
-0.019839
0.037303
0.101072
-0.028551
-0.058278
Female
63
No
Yes
Employed
Rural
College
1,673,157,600
41
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
6d82c6b0-fe81-4884-9a23-2785aa27c4c0
no_churn
0.282512
0
no_churn
-0.076607
-0.001066
-0.032778
-0.007377
0.055638
0.040728
-0.018515
0.000952
Male
37
No
No
Employed
Urban
Bachelor
1,673,157,600
56
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
dfbf76ec-f6fa-4eb5-9223-33507b0dc2cc
no_churn
0.151081
0
no_churn
-0.029341
-0.001527
-0.039585
-0.001742
0.095773
0.068937
0.027183
0.071276
Female
41
No
No
Employed
Suburban
Bachelor
1,673,157,600
52
Yes
Yes
Fiber optic
Phone_Support
Two year
<80hrs
Active
5ee942e2-3ad7-47d3-8868-b31235ca430b
no_churn
0.179631
0
no_churn
-0.064032
-0.001377
0.033985
0.030596
0.000508
-0.217074
0.006436
0.055266
Female
50
No
No
Medical Leave
Suburban
Master
1,673,157,600
25
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
81078b53-fca9-4ac8-abfe-2531fed31f03
no_churn
0.028654
0
no_churn
-0.064143
-0.017124
-0.098994
-0.078449
0.022424
0.037473
-0.032967
-0.037246
Female
58
No
Yes
Employed
Suburban
College
1,673,157,600
10
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
0e2fc222-61e6-43af-92ba-1d7bc18691a1
no_churn
0.08929
0
no_churn
-0.041489
-0.009275
-0.026263
-0.099107
-0.009203
0.053038
-0.066194
-0.070535
Male
78
No
Yes
Employed
Urban
Bachelor
1,673,157,600
3
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
500de587-8b2b-447c-b31c-48a3f0980757
churn
0.906281
1
churn
0.120885
-0.003796
0.060935
-0.01352
0.046936
0.134247
0.053621
0.080833
Male
30
No
No
Unemployed
Suburban
High School or Below
1,673,157,600
72
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
<80hrs
Active
c0c665eb-75ae-417a-a051-2ad14783b90a
no_churn
0.010938
0
no_churn
-0.259124
-0.007146
0.000342
0.029119
-0.042609
0.007643
-0.015899
0.028647
Male
42
No
Yes
Employed
Suburban
Bachelor
1,673,157,600
5
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
0f4e9530-23d9-461a-8d78-5a00f9b3434a
churn
0.494921
1
churn
0.09493
-0.005606
-0.075238
0.061633
0.011272
0.112655
-0.015544
-0.03558
Male
60
No
Yes
Employed
Urban
High School or Below
1,673,157,600
14
Yes
No
High Speed
Web_Chat_Support
One year
0hrs
Disabled
14230d07-e628-4a63-84f6-fc107100c4d2
no_churn
0.031055
0
no_churn
-0.033097
-0.007224
-0.02891
-0.034587
0.003293
-0.090044
-0.036796
-0.041661
Female
22
No
Yes
Employed
Suburban
Bachelor
1,673,157,600
30
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
cc31f3f7-2ebe-461e-adc9-9cd0417abd8a
churn
0.400317
1
churn
-0.039682
-0.008557
0.027317
0.124745
0.047384
0.097495
-0.021911
-0.004005
Male
30
Yes
Yes
Unemployed
Rural
High School or Below
1,673,157,600
10
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
4f3e4e00-23a9-40af-b94e-fad4f85f0a2d
churn
0.543925
1
churn
0.091899
-0.004987
-0.023741
0.164174
0.045899
0.119718
-0.038699
-0.005558
Male
75
Yes
No
Unemployed
Suburban
College
1,673,157,600
68
Yes
Yes
High Speed
In_Store_Support
Two year
<50hrs
Active
5f834d50-418d-4266-b6ac-7e57d2d4d00c
no_churn
0.08189
0
no_churn
-0.076678
-0.002912
0.005613
-0.027454
-0.056067
-0.1743
0.032426
0.030345
Male
57
No
No
Unemployed
Urban
College
1,673,157,600
23
Yes
Yes
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
b3596527-81ae-4435-aef6-aad3e7b8ad3e
no_churn
0.073594
0
no_churn
-0.054249
-0.004095
0.042358
0.031045
-0.015749
-0.196926
-0.017
-0.05441
Female
27
No
No
Disabled
Urban
Bachelor
1,673,157,600
42
Yes
No
High Speed
Phone_Support
Month-to-month
<80hrs
Active
589b90ce-b566-4b07-9dfb-3bff44ee97c0
no_churn
0.349428
0
no_churn
-0.04866
-0.002443
-0.082773
-0.014727
0.051685
0.081662
0.075584
0.050645
Male
63
No
Yes
Employed
Suburban
High School or Below
1,673,157,600
5
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
e571037d-539d-47e8-b7f9-45fa8ba9b41e
no_churn
0.448134
0
no_churn
0.178229
-0.007471
-0.063379
0.015039
0.092223
0.120913
-0.028936
-0.048381
Female
44
No
Yes
Employed
Urban
College
1,673,157,600
46
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
72b6d725-c257-4cda-9b98-1ecc2b4da2dd
churn
0.394232
1
churn
-0.210968
-0.004209
-0.039824
-0.00701
0.066538
0.024074
-0.026167
0.008539
Female
64
No
No
Employed
Suburban
Bachelor
1,673,157,600
53
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
73bfc26d-9776-4b34-bf4d-5e798c889aa2
no_churn
0.013437
0
no_churn
-0.123474
-0.004333
-0.02183
-0.076014
0.026072
0.022908
-0.033613
-0.048744
Male
68
Yes
Yes
Unemployed
Rural
High School or Below
1,673,157,600
68
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
4ca5949d-c23d-457d-8fb1-8068d4932fc4
churn
0.179154
1
churn
-0.205186
-0.003534
0.041095
-0.00076
0.029023
0.055446
-0.040504
0.065061
Female
56
Yes
Yes
Employed
Suburban
Master
1,673,157,600
3
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
1fb96da2-8e20-4a60-a1c8-c5b67db9a3bd
churn
0.906281
1
churn
0.120885
-0.003796
0.060935
-0.01352
0.046936
0.134247
0.053621
0.080833
Female
30
Yes
Yes
Unemployed
Urban
Bachelor
1,673,157,600
68
Yes
Yes
Low Speed
Phone_Support
Two year
<50hrs
Active
ac426fdb-694a-42d0-b215-1d9d78b68503
no_churn
0.021253
0
no_churn
-0.096334
-0.00155
0.012311
-0.01386
0.027879
-0.236165
0.03989
0.058803
Male
63
No
Yes
Medical Leave
Urban
Bachelor
1,673,157,600
2
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
5292bc7c-1e2f-4fd4-a9ec-0af2a1818948
no_churn
0.246069
0
no_churn
0.104913
-0.015461
-0.035994
-0.066998
-0.029568
0.090901
-0.052234
-0.068178
Male
39
No
Yes
Retired
Suburban
Bachelor
1,673,157,600
72
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
db0423f5-1aee-44fc-add5-89a1c32d2e88
no_churn
0.056493
0
no_churn
-0.272601
-0.003816
0.024865
-0.011984
0.015511
0.03676
-0.063771
0.052677
Male
22
No
Yes
Employed
Urban
Bachelor
1,673,157,600
2
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
f1d7d746-582a-425b-8014-986f1c624d59
no_churn
0.246069
0
no_churn
0.104913
-0.015461
-0.035994
-0.066998
-0.029568
0.090901
-0.052234
-0.068178
Male
23
Yes
Yes
Employed
Suburban
High School or Below
1,673,157,600
1
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
a895f318-072d-4519-b460-2c22b3680ebc
no_churn
0.431589
0
no_churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Male
42
No
Yes
Employed
Rural
High School or Below
1,673,157,600
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
ea43e182-49de-430b-bee3-4b32f1dc64a6
churn
0.784075
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
44
Yes
No
Employed
Suburban
Master
1,673,157,600
35
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
a406e24b-7907-413d-8cc8-a56b46e9d4d1
churn
0.427822
1
churn
-0.014232
-0.003271
0.061507
0.126815
-0.031559
0.092706
0.003814
0.014279
Female
72
Yes
No
Medical Leave
Suburban
High School or Below
1,673,157,600
66
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
92a6ee08-50d6-402c-a428-71d0058d6da5
churn
0.373826
1
churn
-0.205797
-0.003283
0.047593
-0.04107
0.024136
0.013947
-0.05192
-0.042633
Female
26
No
Yes
Employed
Suburban
College
1,673,157,600
1
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
dffc79c6-3d3e-41f2-9030-7767ea429802
no_churn
0.377361
0
no_churn
0.246409
-0.012075
-0.018046
-0.05183
0.030844
0.129298
-0.031416
-0.049345
Male
22
No
No
Employed
Suburban
College
1,673,157,600
63
Yes
No
Fiber optic
Web_Chat_Support
One year
0hrs
Disabled
66b9c259-938b-4214-8f10-faf5cd7259b4
no_churn
0.041242
0
no_churn
-0.115382
-0.003766
-0.02115
0.018233
-0.002492
-0.084335
-0.024756
-0.015378
Male
67
No
Yes
Employed
Suburban
College
1,673,157,600
1
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
7c63520b-3159-486e-8ef8-82d3defb4371
churn
0.305014
1
churn
0.219737
-0.007025
-0.022192
-0.046504
-0.010735
0.11999
-0.019577
-0.000988
Female
77
No
No
Employed
Suburban
High School or Below
1,673,157,600