Tenure
int64
0
72
PhoneService
stringclasses
2 values
MultipleLines
stringclasses
3 values
InternetSpeed
stringclasses
4 values
SupportEligibility
stringclasses
4 values
Contract
stringclasses
3 values
MonthlyStreamingTime
stringclasses
4 values
PremiumHDStreaming
stringclasses
2 values
prediction_id
stringlengths
36
36
prediction_label
stringclasses
2 values
prediction_score
float64
0
0.95
actual_score
int64
0
1
actual_label
stringclasses
2 values
shap/Tenure
float64
-0.3
0.39
shap/PhoneService
float64
-0.11
0.2
shap/MultipleLines
float64
-0.15
0.17
shap/InternetSpeed
float64
-0.22
0.25
shap/SupportEligibility
float64
-0.22
0.2
shap/Contract
float64
-0.28
0.19
shap/MonthlyStreamingTime
float64
-0.18
0.23
shap/PremiumHDStreaming
float64
-0.09
0.14
Gender
stringclasses
2 values
Age
int64
20
80
Dependents
stringclasses
2 values
Partner
stringclasses
2 values
EmploymentStatus
stringclasses
5 values
LocationCode
stringclasses
3 values
Education
stringclasses
5 values
timestamp
int64
1.67B
1.67B
68
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
3b5855fd-3102-4955-8a69-cb57fbe20fbb
no_churn
0.26778
1
churn
-0.07788
-0.002144
0.000516
-0.026603
0.091086
0.076481
0.052578
0.076788
Female
28
No
No
Employed
Urban
High School or Below
1,673,416,800
42
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
4ddeeacc-5cab-42a2-b39d-24fd15adb612
no_churn
0.062592
0
no_churn
-0.032868
-0.007412
-0.014726
-0.079114
-0.036623
0.046995
-0.038282
-0.016996
Female
52
No
Yes
Unemployed
Suburban
Bachelor
1,673,416,800
1
No
No phone service
High Speed
Expired
Month-to-month
<80hrs
Disabled
cef9e51b-9377-4428-88be-4f12d8ab71c0
no_churn
0.722481
1
churn
0.274999
0.076744
0.041029
-0.005973
-0.021101
0.173377
0.071807
-0.030106
Male
24
No
No
Employed
Suburban
Bachelor
1,673,416,800
49
Yes
Yes
Fiber optic
Expired
Month-to-month
100hrs+
Disabled
a02b4c37-f5ab-498b-8cbf-7896be152823
no_churn
0.301486
1
churn
-0.042601
-0.000974
0.116636
0.091748
0.072388
0.091626
-0.048836
0.018607
Male
29
No
Yes
Employed
Suburban
Master
1,673,416,800
30
Yes
Yes
Low Speed
Expired
Month-to-month
100hrs+
Disabled
d4f7fb23-2576-43b5-a26f-bc9199fa1b00
no_churn
0.098543
0
no_churn
-0.127877
-0.009824
-0.002192
-0.027091
-0.082069
0.044106
0.036789
-0.043367
Female
33
No
No
Employed
Suburban
High School or Below
1,673,416,800
68
Yes
Yes
High Speed
Expired
Month-to-month
100hrs+
Active
6a3303aa-4e6b-409a-8eb4-9b8867ae4e68
churn
0.014864
0
no_churn
-0.110156
-0.00959
0.038825
-0.100234
-0.045845
0.045762
0.042998
0.059212
Female
54
Yes
No
Employed
Rural
College
1,673,416,800
2
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
100hrs+
Disabled
eebaff58-b8e0-4bf2-8620-733edcdbc590
no_churn
0.159217
0
no_churn
0.180884
-0.005179
-0.020795
-0.047018
0.110214
0.104724
0.125817
-0.054996
Male
25
No
No
Employed
Suburban
College
1,673,416,800
1
Yes
No
Fiber optic
Expired
Month-to-month
100hrs+
Disabled
65bedf9c-9469-429c-8da0-1f61a25d7812
churn
0.767261
1
churn
0.120027
-0.009969
-0.066587
0.050894
-0.088597
0.066058
-0.016651
-0.011571
Female
69
No
No
Employed
Rural
High School or Below
1,673,416,800
59
Yes
Yes
Fiber optic
Expired
Month-to-month
0hrs
Disabled
cce2f26b-760c-4054-b626-946c0b70df6e
no_churn
0.175152
1
churn
-0.263122
-0.011871
0.023813
0.070561
-0.015957
-0.000362
-0.021316
-0.030771
Male
43
No
Yes
Unemployed
Suburban
College
1,673,416,800
28
Yes
No
Medium Speed
Expired
Month-to-month
<80hrs
Disabled
7198c981-44fd-43e4-ac0e-5773545e337e
no_churn
0.137025
0
no_churn
-0.111025
-0.006267
-0.027003
-0.031948
-0.066501
0.045198
0.052113
-0.033593
Female
76
No
No
Employed
Urban
Bachelor
1,673,416,800
22
Yes
Yes
High Speed
Expired
Month-to-month
<80hrs
Active
17374aea-419a-4be1-801f-bba292a66613
churn
0.552813
0
no_churn
-0.04243
-0.011047
0.051218
-0.056541
-0.100027
0.059703
-0.003006
0.033105
Female
60
No
No
Employed
Urban
Bachelor
1,673,416,800
29
Yes
No
Medium Speed
Expired
One year
<80hrs
Disabled
533fb737-5eb4-42e2-a90c-0962e9457793
no_churn
0.075831
0
no_churn
-0.097711
-0.004049
-0.010703
-0.041409
-0.028681
-0.074903
0.019261
-0.020832
Male
65
No
Yes
Unemployed
Suburban
Bachelor
1,673,416,800
67
Yes
No
Fiber optic
Expired
Month-to-month
0hrs
Disabled
868059c9-10e5-4a2d-8135-bfbaf1d8ee89
no_churn
0.066103
0
no_churn
-0.227678
-0.013152
-0.039641
0.039995
0.003342
0.03444
-0.016273
-0.025058
Female
72
No
Yes
Employed
Suburban
Bachelor
1,673,416,800
69
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Active
6ad827b1-0a45-44a1-8f34-1085a296a487
no_churn
0.133366
0
no_churn
-0.081434
-0.011661
-0.039307
-0.059908
-0.084826
0.039302
0.013742
0.035067
Female
42
No
Yes
Unemployed
Urban
College
1,673,416,800
53
Yes
No
High Speed
Expired
Month-to-month
100hrs+
Disabled
ea40e2ac-28ea-4ebc-8e20-d66890e03645
churn
0.041772
0
no_churn
-0.13324
-0.010926
-0.043253
-0.025087
-0.076008
0.020423
0.019078
-0.020014
Male
50
No
No
Employed
Suburban
High School or Below
1,673,416,800
33
Yes
Yes
High Speed
Expired
Month-to-month
100hrs+
Active
91a16305-9771-48cd-a42e-9bd66126a746
no_churn
0.464217
0
no_churn
-0.164702
-0.007599
0.023585
-0.07294
-0.09864
0.032613
0.019667
0.03649
Male
28
No
Yes
Medical Leave
Suburban
Bachelor
1,673,416,800
49
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Disabled
da0e08bf-2835-48d9-a514-931f110cbc10
no_churn
0.301486
1
churn
-0.002239
-0.001312
0.139192
0.076571
0.024014
0.12916
0.087127
-0.044492
Male
21
No
Yes
Employed
Suburban
Bachelor
1,673,416,800
23
Yes
No
Fiber optic
Expired
Month-to-month
<80hrs
Disabled
26a66225-56f1-4fe7-a5f8-f36a650ce51c
no_churn
0.299772
1
churn
-0.197713
-0.007557
-0.049067
0.075421
0.040727
0.036707
0.000944
-0.007928
Female
20
Yes
Yes
Employed
Suburban
College
1,673,416,800
13
Yes
No
Low Speed
Expired
Month-to-month
<80hrs
Active
65a9e277-702a-4ad1-bb38-1f89f3b09c6b
no_churn
0.674336
0
no_churn
0.059556
-0.014301
-0.038134
-0.097768
-0.045505
0.061459
-0.019838
0.055505
Female
74
No
No
Employed
Rural
College
1,673,416,800
69
Yes
Yes
Fiber optic
Expired
Month-to-month
100hrs+
Disabled
cdec0873-8bad-4dd1-89b5-7a6042ee26e6
no_churn
0.246825
0
no_churn
-0.156519
-0.008702
0.050031
0.063206
-0.006637
0.066853
0.065556
-0.056172
Male
40
No
Yes
Employed
Suburban
Bachelor
1,673,416,800
59
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
100hrs+
Active
ad9b7ad0-98b6-4bbe-8fb3-b3d33b67abd8
no_churn
0.063721
0
no_churn
-0.106875
-0.001146
0.081551
0.089542
-0.051967
0.094832
0.074329
0.070708
Male
28
Yes
No
Unemployed
Rural
College
1,673,416,800
46
Yes
No
High Speed
Expired
One year
<80hrs
Active
74596961-c35b-4767-afe6-4f9ed5a4ab22
churn
0.081682
0
no_churn
-0.097225
-0.004298
-0.00766
-0.04513
-0.106937
-0.040456
0.014004
0.038675
Female
71
Yes
No
Employed
Suburban
Master
1,673,416,800
50
Yes
Yes
High Speed
Phone_Support
Month-to-month
<80hrs
Disabled
8525e828-90ff-441b-9498-f6d1756f9e04
no_churn
0.05886
0
no_churn
0.054402
0.002892
0.09966
0.013993
0.104484
0.127386
0.048302
-0.010836
Female
62
No
Yes
Unemployed
Urban
High School or Below
1,673,416,800
66
Yes
No
Medium Speed
Expired
Month-to-month
100hrs+
Disabled
4ca81f6d-41d3-422b-aea7-819418d40761
no_churn
0.005765
0
no_churn
-0.048233
-0.010362
-0.045478
-0.014179
-0.071678
0.046017
0.014468
-0.019582
Female
42
No
Yes
Employed
Suburban
Master
1,673,416,800
58
Yes
Yes
High Speed
Expired
One year
100hrs+
Active
ed1b166a-b3ef-45b6-a8ab-eab77b8da21e
no_churn
0.301239
1
churn
-0.140727
-0.004026
0.023372
-0.02613
-0.018343
-0.060888
0.040786
0.04693
Female
22
No
Yes
Unemployed
Suburban
High School or Below
1,673,416,800
1
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Disabled
1f2a8201-363a-497c-b202-321ec62e7938
churn
0.48795
1
churn
0.319408
-0.009477
-0.014906
-0.012672
-0.02531
0.124034
0.101035
-0.045251
Male
61
No
No
Disabled
Suburban
Master
1,673,416,800
1
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Disabled
aa10fcdd-f646-4d5a-95be-b51f9ff50bda
churn
0.724528
1
churn
0.319408
-0.009477
-0.014906
-0.012672
-0.02531
0.124034
0.101035
-0.045251
Female
59
Yes
Yes
Employed
Suburban
High School or Below
1,673,416,800
63
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Active
3bc68842-b8cb-436d-b6a8-ff314fe8dd7b
no_churn
0.011877
0
no_churn
-0.11994
-0.01414
-0.028708
-0.043925
-0.107826
0.032344
0.014204
0.018964
Female
59
No
Yes
Unemployed
Suburban
Bachelor
1,673,416,800
9
Yes
No
Low Speed
Expired
Month-to-month
<80hrs
Disabled
436046af-d194-4bef-8e3a-f28e3e5ca2ae
no_churn
0.263711
0
no_churn
0.009602
-0.018742
-0.05014
-0.188209
-0.036408
0.044663
-0.008765
-0.021027
Male
48
No
Yes
Medical Leave
Suburban
College
1,673,416,800
63
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Disabled
9bd23838-b1ed-4dec-824e-8b221fd7fa6c
no_churn
0.178172
0
no_churn
-0.17894
-0.003399
0.066699
0.008522
0.03911
0.068883
-0.00164
0.010253
Female
50
Yes
Yes
Employed
Suburban
College
1,673,416,800
70
No
No phone service
Low Speed
Expired
Month-to-month
<80hrs
Active
e0adbd44-e469-462d-ad95-8ec483674f8d
no_churn
0.057928
0
no_churn
-0.156381
0.049886
0.032519
-0.077378
0.00012
0.072251
0.021464
0.038491
Female
42
No
Yes
Employed
Rural
College
1,673,416,800
5
Yes
No
Medium Speed
Expired
Month-to-month
0hrs
Disabled
f1c8b3b3-749f-4ba2-a433-c24b9f314c3f
no_churn
0.367629
1
churn
0.100273
-0.004247
-0.06154
-0.101589
0.052615
0.079098
-0.034396
-0.041632
Male
30
No
Yes
Retired
Suburban
High School or Below
1,673,416,800
45
Yes
Yes
High Speed
Expired
Month-to-month
<80hrs
Active
68c37a3f-2577-44cb-a5cd-3318c2ace556
no_churn
0.05823
0
no_churn
-0.118945
-0.004817
0.035151
-0.032036
-0.122762
0.062987
0.039422
0.039117
Female
47
No
Yes
Unemployed
Suburban
Bachelor
1,673,416,800
72
Yes
Yes
Low Speed
Expired
Month-to-month
0hrs
Disabled
16e05cf3-4a19-411e-aaf4-4aaf197b6553
no_churn
0.0032
0
no_churn
-0.141738
-0.008442
-0.002894
-0.047422
-0.002672
0.038284
-0.019844
-0.064297
Female
76
Yes
Yes
Unemployed
Suburban
High School or Below
1,673,416,800
72
Yes
Yes
Low Speed
Expired
Two year
100hrs+
Active
09507a03-7eb9-450a-9ba9-e1b2c4cd9617
no_churn
0.002946
0
no_churn
-0.111064
-0.002916
0.018782
-0.009753
-0.01003
-0.228903
0.035179
0.039679
Male
35
No
Yes
Employed
Suburban
High School or Below
1,673,416,800
5
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Disabled
b65f093c-af00-4f6d-b276-768f1c12d35c
no_churn
0.208661
0
no_churn
0.054379
-0.009408
-0.050743
-0.106678
-0.060277
0.027864
-0.005626
-0.01903
Male
25
No
No
Unemployed
Suburban
College
1,673,416,800
5
Yes
No
Fiber optic
Expired
Month-to-month
<80hrs
Active
25e574be-c35d-4701-bc2b-0488853f41da
churn
0.697103
0
no_churn
0.064435
-0.004738
-0.013871
0.119297
0.022762
0.041263
0.012462
-0.02106
Male
50
No
Yes
Unemployed
Rural
High School or Below
1,673,416,800
5
Yes
Yes
Fiber optic
Expired
Month-to-month
100hrs+
Active
ae2a88ed-0b4b-4f12-b52e-750a84d01d6c
no_churn
0.854695
1
churn
-0.018013
-0.002645
-0.013333
-0.040901
-0.01168
0.029852
-0.059692
-0.06428
Female
79
No
No
Unemployed
Urban
College
1,673,416,800
35
Yes
Yes
Low Speed
Expired
Month-to-month
<80hrs
Disabled
0d61124a-9361-4ca8-b5fb-3f226d47be78
no_churn
0.062722
0
no_churn
-0.070145
-0.00376
0.03774
-0.030871
-0.040222
0.054696
0.004662
-0.021125
Female
49
No
Yes
Employed
Suburban
High School or Below
1,673,416,800
10
Yes
No
High Speed
Expired
Month-to-month
0hrs
Disabled
e3d19f34-d7ab-4d54-9cb2-a76c7e4fbab9
no_churn
0.094697
0
no_churn
-0.007715
-0.012638
-0.024301
-0.094743
-0.001327
0.05134
-0.022198
-0.033624
Male
20
Yes
Yes
Employed
Suburban
College
1,673,416,800
35
Yes
Yes
Low Speed
Expired
Month-to-month
100hrs+
Disabled
667a450a-95b7-4381-9530-e203f06edd7c
no_churn
0.014155
0
no_churn
-0.110086
-0.003285
0.046464
0.004912
-0.031155
0.053623
0.028001
-0.037499
Male
53
No
Yes
Unemployed
Suburban
Master
1,673,416,800
25
Yes
No
High Speed
Expired
Month-to-month
100hrs+
Disabled
87c963e0-114d-4102-8e98-e30a50876ad9
no_churn
0.012522
0
no_churn
-0.082474
-0.012752
-0.071368
-0.06787
-0.03006
0.005937
0.009231
-0.01967
Female
74
No
Yes
Unemployed
Urban
High School or Below
1,673,416,800
47
Yes
No
Low Speed
Phone_Support
Two year
0hrs
Disabled
ce65e6dc-5c87-4bab-a8ad-53402d2a59f7
no_churn
0.008746
0
no_churn
-0.03205
-0.004982
-0.010815
-0.04698
0.007455
-0.115299
-0.027441
-0.038914
Male
50
No
No
Employed
Rural
Bachelor
1,673,416,800
19
No
No phone service
Medium Speed
Phone_Support
Month-to-month
100hrs+
Disabled
d75fa0e4-7b4c-4f30-9f42-6b06ab49d402
no_churn
0.186333
0
no_churn
-0.040835
0.005162
-0.019846
-0.11897
0.014011
0.053404
0.072158
-0.053276
Male
77
No
Yes
Employed
Urban
High School or Below
1,673,416,800
70
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
100hrs+
Active
f716ca1b-a285-4135-8cb2-fc74745c0f53
no_churn
0.09035
0
no_churn
-0.05479
0.000094
0.041584
-0.009857
-0.053277
0.054914
0.056369
0.055938
Male
23
No
No
Unemployed
Rural
High School or Below
1,673,416,800
37
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Disabled
2de7499c-bf43-4a09-84e9-7d22f95c7478
no_churn
0.417099
0
no_churn
-0.074501
-0.007004
0.08065
0.086218
0.043877
0.100252
0.00516
-0.015885
Male
46
Yes
Yes
Unemployed
Rural
Bachelor
1,673,416,800
1
No
No phone service
High Speed
Expired
Month-to-month
100hrs+
Disabled
f01c64d9-2b23-4520-b808-0f517310b8fc
churn
0.505257
0
no_churn
0.196939
0.082911
0.023203
-0.010316
-0.060482
0.147907
-0.020421
-0.006957
Female
66
No
Yes
Employed
Suburban
College
1,673,416,800
64
Yes
Yes
Fiber optic
Expired
One year
100hrs+
Active
d3e179a5-434e-4cdc-8a8d-1ad1a439ae3a
no_churn
0.211973
0
no_churn
-0.211447
-0.002866
0.026318
0.040809
0.041855
-0.077036
0.006584
0.04509
Female
42
No
No
Unemployed
Suburban
College
1,673,416,800
67
Yes
No
Fiber optic
Web_Chat_Support
One year
100hrs+
Disabled
f3266543-1bd4-4ad7-8b50-03b413f77c6f
no_churn
0.066103
0
no_churn
-0.128343
-0.003191
-0.05193
0.000376
-0.000614
-0.082058
0.014189
-0.014122
Female
58
No
Yes
Employed
Suburban
Doctor
1,673,416,800
6
Yes
No
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Disabled
1b84d0eb-ff1b-474f-a070-bb804dda2fdd
no_churn
0.014876
0
no_churn
0.051899
-0.002761
0.016752
-0.053454
0.044355
0.083072
0.022038
-0.025263
Female
71
No
No
Employed
Urban
Bachelor
1,673,416,800
26
Yes
No
Low Speed
Expired
One year
100hrs+
Disabled
df045277-b6a6-4712-959a-46fe14a948e4
no_churn
0.019687
0
no_churn
-0.073993
-0.005668
-0.026318
-0.049783
-0.009098
-0.061403
0.046265
-0.029028
Female
65
No
Yes
Employed
Suburban
College
1,673,416,800
54
Yes
No
Low Speed
Expired
Two year
100hrs+
Active
cdffd70f-e975-4224-b77e-b26ab982ba93
churn
0.058881
0
no_churn
-0.069131
-0.003674
-0.026657
-0.038715
-0.052434
-0.09778
0.01557
0.033795
Male
55
No
No
Medical Leave
Suburban
Master
1,673,416,800
21
Yes
No
Medium Speed
Expired
One year
100hrs+
Disabled
c84e896c-a908-429d-b21e-2cd6a243217e
no_churn
0.108017
0
no_churn
-0.061862
-0.007457
-0.030731
-0.102777
-0.020846
-0.047504
0.036423
-0.024272
Male
52
No
No
Employed
Rural
Bachelor
1,673,416,800
22
Yes
Yes
Medium Speed
Expired
Month-to-month
100hrs+
Disabled
13747692-9394-4693-8c15-745340ad6cce
no_churn
0.376271
1
churn
0.097239
-0.003056
0.110077
0.008749
0.040794
0.10585
-0.028361
0.008681
Female
62
No
No
Unemployed
Urban
Bachelor
1,673,416,800
1
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Disabled
1b9afaca-ed84-44f8-9e3b-77a7de11680f
no_churn
0.339808
1
churn
0.319408
-0.009477
-0.014906
-0.012672
-0.02531
0.124034
0.101035
-0.045251
Female
40
Yes
No
Unemployed
Suburban
High School or Below
1,673,416,800
57
Yes
Yes
Fiber optic
Expired
Month-to-month
<80hrs
Active
39a6a687-9c14-4979-a14b-f455eab65a0a
no_churn
0.457277
1
churn
-0.161434
-0.010836
-0.018725
-0.002627
-0.04624
0.012885
0.037319
0.033631
Female
75
Yes
Yes
Employed
Rural
Bachelor
1,673,416,800
13
Yes
Yes
Fiber optic
Expired
Month-to-month
0hrs
Disabled
650653b4-0b79-402a-93fc-6717d58811b5
no_churn
0.499515
1
churn
0.109074
-0.00772
0.004172
0.237035
0.079858
0.122815
-0.010472
0.010299
Female
44
No
No
Unemployed
Urban
College
1,673,416,800
35
Yes
Yes
Low Speed
Phone_Support
Month-to-month
100hrs+
Disabled
aacc1c40-8524-4d4d-93c7-74dbc3b4d15f
no_churn
0.014155
0
no_churn
-0.087132
-0.005048
0.026975
-0.004581
0.05514
0.080441
0.093546
-0.067407
Male
49
Yes
Yes
Employed
Rural
High School or Below
1,673,416,800
4
No
No phone service
Medium Speed
Expired
Month-to-month
100hrs+
Disabled
89be7235-f91e-46d9-8b07-4e2fdd482757
no_churn
0.431748
0
no_churn
0.024076
-0.078824
-0.014786
-0.055365
-0.056411
0.082004
0.016214
-0.029269
Male
30
No
No
Employed
Suburban
High School or Below
1,673,416,800
71
Yes
Yes
High Speed
Expired
Month-to-month
<80hrs
Active
987ab5f8-eb4f-4f2a-b2eb-30b9a3e26ade
no_churn
0.009321
0
no_churn
-0.140831
-0.013138
0.01639
-0.022683
-0.049198
0.027789
-0.011253
0.043898
Male
61
No
Yes
Employed
Suburban
Bachelor
1,673,416,800
40
No
No phone service
High Speed
Expired
One year
<80hrs
Disabled
4463eaa1-837d-43ac-b674-4a4f64aa7fac
no_churn
0.053589
0
no_churn
-0.053958
0.031818
0.014428
-0.04554
-0.037492
-0.171177
0.004002
-0.011108
Female
68
No
No
Employed
Rural
College
1,673,416,800
6
No
No phone service
Low Speed
Expired
Month-to-month
<80hrs
Disabled
a0fd8c83-c053-474a-94b8-c99ea6549971
no_churn
0.018398
0
no_churn
0.009123
0.073334
0.034534
-0.01938
-0.016457
0.085734
0.031239
-0.033819
Male
76
No
Yes
Employed
Suburban
College
1,673,416,800
18
Yes
No
Fiber optic
Expired
Month-to-month
100hrs+
Disabled
38f7ba9b-1d24-4498-b9e1-c63073edef50
no_churn
0.20613
0
no_churn
-0.096927
-0.008676
-0.102251
0.093773
0.01266
0.040395
0.054673
-0.039341
Female
47
No
No
Employed
Suburban
Bachelor
1,673,416,800
33
Yes
Yes
High Speed
Expired
Month-to-month
<80hrs
Active
4f240ddb-90d1-41c9-9802-1ed9c36576ae
no_churn
0.464217
0
no_churn
-0.093824
-0.003077
0.029906
-0.07459
-0.11981
0.053013
0.048275
0.049415
Female
65
Yes
Yes
Unemployed
Suburban
College
1,673,416,800
18
Yes
No
Low Speed
Expired
Month-to-month
<80hrs
Active
ff9fdb7d-0603-4749-b9ce-856b3a958952
no_churn
0.243671
0
no_churn
0.133231
-0.00573
0.025418
0.085601
-0.004006
0.1018
0.161001
0.093659
Male
32
No
Yes
Employed
Urban
High School or Below
1,673,416,800
7
No
No phone service
High Speed
Expired
Month-to-month
0hrs
Disabled
5914c25e-deba-4959-b4c6-e68f5f001c93
no_churn
0.244359
0
no_churn
-0.128692
-0.004172
-0.009644
-0.113928
-0.002587
0.065635
-0.04073
-0.034907
Female
63
No
No
Unemployed
Suburban
High School or Below
1,673,416,800
17
Yes
No
Fiber optic
Expired
Month-to-month
<80hrs
Disabled
bffe18f9-a17b-4ae3-a694-3893687791ae
no_churn
0.51465
0
no_churn
0.063912
-0.005336
-0.011302
0.097985
0.001301
0.09018
-0.025298
0.010894
Female
60
No
No
Employed
Rural
College
1,673,416,800
2
Yes
No
Fiber optic
Expired
Month-to-month
0hrs
Disabled
8e7b6492-6718-4ec2-ac05-778707649269
no_churn
0.549765
1
churn
0.211548
-0.008184
-0.05143
0.158282
0.056538
0.106806
0.001318
0.008227
Female
54
No
Yes
Employed
Rural
Bachelor
1,673,416,800
18
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Disabled
12bad0da-d1e6-470d-8292-ac24ffecba74
no_churn
0.056687
0
no_churn
-0.058924
-0.015791
-0.049181
-0.060329
-0.090736
0.035788
0.029676
-0.029531
Male
34
Yes
Yes
Employed
Urban
College
1,673,416,800
47
Yes
Yes
Fiber optic
Expired
Month-to-month
100hrs+
Active
1561f85a-1ded-4502-be6d-0853256776ae
no_churn
0.609518
1
churn
-0.087055
-0.003479
0.044275
0.062396
-0.039413
0.060012
-0.047499
-0.048263
Female
38
Yes
No
Disabled
Suburban
College
1,673,416,800
72
Yes
Yes
High Speed
In_Store_Support
Month-to-month
100hrs+
Active
ab1a7e8e-dcbe-4d8d-af92-a7a3a1879026
no_churn
0.019469
0
no_churn
-0.104226
-0.00588
0.009917
-0.050638
-0.130272
0.044567
0.022986
0.042853
Female
58
No
No
Unemployed
Rural
Master
1,673,416,800
53
Yes
Yes
High Speed
Expired
Month-to-month
<80hrs
Active
a9efd7ed-92c9-4d8b-8052-424787e1f81e
churn
0.099694
0
no_churn
-0.139112
-0.007672
0.022305
-0.033557
-0.16468
0.034293
0.004348
0.025049
Male
38
Yes
No
Employed
Rural
Bachelor
1,673,416,800
1
Yes
No
High Speed
In_Store_Support
Month-to-month
100hrs+
Disabled
e11257b3-5e4a-4c78-b436-a2ca5f053273
no_churn
0.724528
1
churn
0.19168
-0.013091
-0.03949
-0.052996
-0.099762
0.092572
-0.044211
-0.006668
Male
28
Yes
No
Disabled
Suburban
High School or Below
1,673,416,800
13
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
0006422f-0c86-4ada-a16b-72570767409d
no_churn
0.48812
0
no_churn
0.08987
-0.005639
0.012089
-0.014435
0.010796
0.071414
-0.003058
0.050936
Male
60
No
Yes
Employed
Suburban
College
1,673,416,800
1
No
No phone service
High Speed
Expired
Month-to-month
100hrs+
Disabled
ef50dea7-f5e3-4bea-90cc-308f563fa92f
churn
0.722481
1
churn
0.196939
0.082911
0.023203
-0.010316
-0.060482
0.147907
-0.020421
-0.006957
Male
44
No
No
Unemployed
Suburban
Bachelor
1,673,416,800
1
Yes
No
High Speed
Expired
Month-to-month
<80hrs
Disabled
5ef6551e-fcfd-4961-a82a-3671dedc62f4
no_churn
0.203693
0
no_churn
0.319408
-0.009477
-0.014906
-0.012672
-0.02531
0.124034
0.101035
-0.045251
Male
22
Yes
No
Disabled
Suburban
College
1,673,416,800
59
Yes
Yes
Low Speed
Expired
Month-to-month
100hrs+
Active
03e10754-94a2-4e79-8665-9a9816095279
no_churn
0.063721
0
no_churn
-0.141765
-0.002985
0.085054
0.065836
-0.009697
0.089251
0.079246
0.086034
Male
46
No
No
Employed
Suburban
College
1,673,416,800
1
No
No phone service
High Speed
Expired
Month-to-month
<80hrs
Disabled
d5efa973-9c0f-4e54-a1fc-2142d6bc70dc
no_churn
0.505257
0
no_churn
0.274999
0.076744
0.041029
-0.005973
-0.021101
0.173377
0.071807
-0.030106
Female
25
No
Yes
Unemployed
Suburban
College
1,673,416,800
41
Yes
No
Low Speed
In_Store_Support
One year
100hrs+
Disabled
e7327b4b-23ba-464e-93a6-cbe465816af2
no_churn
0.02849
0
no_churn
0.026679
-0.003968
-0.013375
-0.007127
0.026966
-0.069568
0.073068
-0.051702
Male
78
No
No
Employed
Rural
High School or Below
1,673,416,800
11
No
No phone service
High Speed
Phone_Support
Month-to-month
100hrs+
Disabled
465c9c12-dea1-4ccb-94a6-362ca0f39c11
no_churn
0.132206
0
no_churn
-0.009903
-0.060483
-0.034159
-0.002917
0.059659
0.083049
0.063446
-0.040719
Female
49
No
Yes
Disabled
Suburban
High School or Below
1,673,416,800
1
Yes
No
High Speed
In_Store_Support
Month-to-month
100hrs+
Disabled
b848297b-7711-45ea-9f61-e54df1e4841f
no_churn
0.724528
1
churn
0.19168
-0.013091
-0.03949
-0.052996
-0.099762
0.092572
-0.044211
-0.006668
Male
26
No
Yes
Unemployed
Suburban
College
1,673,416,800
38
Yes
No
Low Speed
Expired
Month-to-month
<80hrs
Active
bd4ce1ce-3c9b-44b2-8a7c-e4406a285686
no_churn
0.103776
1
churn
-0.030172
-0.006564
-0.023001
-0.114111
-0.033185
0.041319
-0.00068
0.014699
Male
80
No
Yes
Unemployed
Suburban
College
1,673,416,800
3
Yes
No
Fiber optic
Expired
Month-to-month
100hrs+
Active
89a645ba-7af5-4cb3-a0c0-8ad5030d66b5
no_churn
0.821015
1
churn
0.091038
-0.006349
-0.052025
0.043008
-0.119124
0.038012
-0.018725
-0.019645
Male
24
No
Yes
Employed
Suburban
Master
1,673,416,800
4
Yes
No
High Speed
Expired
Month-to-month
100hrs+
Disabled
d90609fe-ef1b-4bb0-9f29-6b30ce1a5fef
no_churn
0.098825
0
no_churn
0.14037
-0.001307
-0.069
-0.072871
0.023227
0.078277
0.089381
-0.059097
Female
65
No
No
Disabled
Rural
High School or Below
1,673,416,800
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Disabled
35601c65-910a-467b-8a27-c34ffdf3dece
no_churn
0.588655
0
no_churn
0.21645
-0.006655
0.018392
0.107161
0.005015
0.129458
0.069619
-0.03265
Male
58
Yes
No
Employed
Suburban
High School or Below
1,673,416,800
35
Yes
Yes
Low Speed
Expired
Month-to-month
100hrs+
Disabled
3fb96b2e-7ed2-482b-b731-82b4c0806d4f
no_churn
0.062722
0
no_churn
-0.110086
-0.003285
0.046464
0.004912
-0.031155
0.053623
0.028001
-0.037499
Male
52
Yes
No
Employed
Suburban
High School or Below
1,673,416,800
66
Yes
Yes
Medium Speed
Expired
Month-to-month
100hrs+
Active
94310d4e-7d52-4adf-baf3-8971f9c7046e
no_churn
0.015353
0
no_churn
0.001534
-0.005577
0.064087
-0.034856
-0.020847
0.066527
0.06528
0.068159
Male
43
No
No
Employed
Urban
College
1,673,416,800
59
Yes
Yes
Low Speed
Expired
Month-to-month
<80hrs
Active
a967c919-a1d6-46a4-8b75-b2db3da816d4
churn
0.063721
0
no_churn
-0.104567
-0.010223
0.041331
-0.045329
-0.094116
0.062306
-0.008016
0.059588
Female
39
No
No
Unemployed
Urban
Bachelor
1,673,416,800
72
Yes
Yes
Medium Speed
Expired
Month-to-month
100hrs+
Active
6404bbf6-8c9a-4693-91af-d73eaef08821
no_churn
0.00456
0
no_churn
-0.080262
-0.006742
0.042221
-0.073473
-0.011653
0.075802
0.063188
0.065225
Male
23
No
Yes
Unemployed
Suburban
College
1,673,416,800
49
Yes
Yes
Fiber optic
Expired
Month-to-month
0hrs
Disabled
73e230a7-96fa-4970-9d2e-4fb8c1954883
no_churn
0.301486
1
churn
0.010208
-0.000064
0.152244
0.128517
0.114637
0.119547
-0.002325
0.018607
Male
67
Yes
Yes
Employed
Urban
High School or Below
1,673,416,800
72
Yes
No
High Speed
Expired
Two year
100hrs+
Disabled
730d963f-9be4-482d-8c8c-f8dcb611e4c8
no_churn
0.002182
0
no_churn
-0.089932
-0.005108
-0.017017
-0.026422
-0.019342
-0.114469
0.017266
-0.014002
Male
53
No
No
Disabled
Rural
Master
1,673,416,800
60
Yes
Yes
Fiber optic
Expired
Month-to-month
100hrs+
Active
88814a61-f97e-4bf4-9397-b4e35e39e3e9
no_churn
0.160142
0
no_churn
-0.171787
-0.007608
0.052656
0.056592
0.043094
0.028352
0.037665
0.032009
Male
61
No
No
Unemployed
Suburban
High School or Below
1,673,416,800
4
Yes
No
High Speed
Expired
Month-to-month
0hrs
Disabled
af4edf61-63e7-4ac2-a635-db7e4e46b39d
no_churn
0.098825
0
no_churn
0.054683
-0.00697
-0.106507
-0.129003
-0.005385
0.068023
-0.0314
-0.059097
Male
22
No
Yes
Unemployed
Suburban
Bachelor
1,673,416,800
70
Yes
Yes
Low Speed
Expired
One year
100hrs+
Active
f1c2c0a5-3270-4189-9382-addf202eff71
no_churn
0.058406
0
no_churn
0.016841
0.003203
0.083993
0.039064
0.062342
-0.067848
0.126565
0.110646
Male
78
No
Yes
Unemployed
Suburban
Bachelor
1,673,416,800
49
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
48e303ae-8ba3-40e6-a783-9a6696e30337
no_churn
0.301486
1
churn
-0.064309
-0.001687
0.109327
0.0559
0.000835
0.104889
-0.021242
-0.01427
Male
39
No
Yes
Unemployed
Suburban
Master
1,673,416,800
22
Yes
Yes
High Speed
Expired
Month-to-month
100hrs+
Active
7e2a4515-d5f3-4d26-93db-0411421f4150
no_churn
0.60466
1
churn
-0.08058
-0.004525
0.043797
-0.085199
-0.017957
0.039644
0.001114
0.03468
Male
78
Yes
No
Unemployed
Rural
College
1,673,416,800
36
Yes
Yes
High Speed
Expired
Two year
100hrs+
Active
e701c6b7-5cbc-4a37-bdd8-aeb0fa58f717
no_churn
0.056524
0
no_churn
-0.096463
-0.003509
0.010012
-0.044816
-0.046371
-0.125529
0.014879
0.02277
Female
61
Yes
Yes
Employed
Suburban
College
1,673,416,800
1
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
25735c6d-d920-45bb-ae94-9635acd50652
no_churn
0.359715
0
no_churn
0.24186
0.054012
0.027869
-0.04414
-0.112285
0.132537
-0.044866
-0.039967
Female
73
No
No
Employed
Suburban
Bachelor
1,673,416,800
1
No
No phone service
High Speed
In_Store_Support
Month-to-month
<80hrs
Disabled
1e6eee7a-1d01-41de-a7b3-14e41ddc5e82
no_churn
0.359715
0
no_churn
0.293943
0.06239
0.032502
-0.025027
-0.067209
0.164414
0.096448
-0.042172
Male
76
No
No
Employed
Suburban
Bachelor
1,673,416,800
22
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
<80hrs
Disabled
945cc4e6-9d0e-4a18-8817-d38bdf2a09a0
no_churn
0.376271
1
churn
0.047562
0.000403
0.045616
-0.033828
-0.014526
0.090197
0.007215
-0.000833
Male
49
Yes
Yes
Employed
Suburban
College
1,673,416,800