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
1
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
121fb159-4953-4a48-93c9-62c721269c86
churn
0.462489
1
churn
0.214698
-0.004688
0.000731
-0.105151
0.00444
0.113129
-0.05345
-0.061319
Female
55
No
Yes
Employed
Suburban
College
1,673,330,400
1
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
5c5ccb61-1eda-40f6-ad82-51e39da95315
no_churn
0.395351
0
no_churn
0.281117
-0.006496
-0.033893
0.085196
-0.051211
0.111766
-0.027273
-0.016511
Male
79
No
No
Employed
Suburban
Bachelor
1,673,330,400
71
Yes
No
Medium Speed
In_Store_Support
Month-to-month
100hrs+
Active
d3d76f20-61ca-493b-a921-6a970ff81e70
no_churn
0.021659
0
no_churn
-0.062923
-0.003973
-0.040803
-0.013689
-0.072118
0.048417
-0.030965
-0.042973
Male
59
Yes
Yes
Unemployed
Rural
High School or Below
1,673,330,400
68
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
94d379b1-5dbe-48f9-b306-1eb9b58b35b2
no_churn
0.029816
0
no_churn
-0.092087
-0.006586
-0.035433
-0.035948
-0.064115
0.032493
-0.01918
-0.02817
Female
55
No
Yes
Employed
Suburban
Bachelor
1,673,330,400
67
Yes
No
Low Speed
Web_Chat_Support
One year
<80hrs
Active
5376849b-4bac-4146-8941-cad67e2eec2d
churn
0.18897
1
churn
0.011727
-0.000651
0.045206
0.086193
0.098356
-0.040302
0.121807
0.088636
Male
22
No
No
Medical Leave
Rural
College
1,673,330,400
46
Yes
Yes
Medium Speed
Phone_Support
One year
0hrs
Disabled
7f153eeb-ceba-4900-915c-dd092de0a378
no_churn
0.038046
0
no_churn
-0.019796
-0.001148
-0.073062
0.022189
0.037699
-0.018921
-0.04021
-0.025777
Female
22
Yes
No
Employed
Suburban
Bachelor
1,673,330,400
35
Yes
No
Fiber optic
Phone_Support
Month-to-month
<50hrs
Active
083049b4-ddfe-4b71-8ecb-bcec609accdd
no_churn
0.397071
0
no_churn
-0.22021
-0.004077
-0.032761
0.025408
-0.022703
0.026732
-0.021757
-0.009658
Female
50
No
Yes
Employed
Suburban
Bachelor
1,673,330,400
6
Yes
No
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
04c6db1f-4955-4779-8214-3932df92a965
churn
0.314164
1
churn
0.026644
-0.015828
-0.027155
-0.041663
-0.012496
0.060492
-0.036129
-0.020594
Male
49
No
No
Employed
Suburban
Bachelor
1,673,330,400
45
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
98e54cd6-051f-4a59-a696-2f799e346158
no_churn
0.024273
0
no_churn
-0.135976
-0.008356
-0.033611
-0.028064
-0.031719
0.02866
-0.036511
-0.02345
Male
66
No
No
Employed
Urban
College
1,673,330,400
6
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
25c3ae09-ea60-458f-8891-69a612d2b665
churn
0.167342
1
churn
-0.049581
-0.009321
-0.017576
-0.097073
-0.037958
0.046631
-0.052693
-0.039585
Female
32
No
Yes
Medical Leave
Suburban
Doctor
1,673,330,400
29
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
0a6c5bdd-35d0-4cbc-b648-0a6dd592857c
no_churn
0.239056
0
no_churn
-0.070244
0.054794
0.026894
-0.07377
-0.162415
0.063651
-0.0125
-0.015437
Male
55
Yes
Yes
Unemployed
Suburban
High School or Below
1,673,330,400
17
Yes
No
Medium Speed
In_Store_Support
One year
0hrs
Disabled
e6d018b0-248e-481f-a01e-7a776c025944
no_churn
0.046512
0
no_churn
0.024539
-0.003357
-0.057985
-0.022536
-0.004069
-0.132783
-0.021018
-0.02496
Female
48
No
Yes
Employed
Suburban
High School or Below
1,673,330,400
56
Yes
Yes
Fiber optic
Web_Chat_Support
One year
<50hrs
Active
29697eec-1df4-4029-84f6-4b0add18e0a6
no_churn
0.214821
0
no_churn
-0.068565
-0.002376
0.001378
-0.078535
-0.03392
-0.093136
0.037679
0.035949
Male
38
No
Yes
Unemployed
Suburban
Bachelor
1,673,330,400
9
Yes
No
High Speed
In_Store_Support
Month-to-month
100hrs+
Active
7b55c9d2-7329-4cdc-b6b7-a342eae44119
churn
0.332473
1
churn
-0.010479
-0.01463
-0.036983
-0.080064
-0.139622
0.042872
-0.001963
0.011843
Female
63
No
Yes
Employed
Urban
Master
1,673,330,400
50
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
bd6d5832-f29b-481e-a38f-33ec5a400f70
no_churn
0.049291
0
no_churn
-0.109066
-0.005058
-0.050352
0.041335
-0.11989
0.02882
-0.022798
-0.016018
Female
30
Yes
No
Employed
Urban
College
1,673,330,400
1
Yes
Yes
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
8dfa30bb-1a80-472c-8a12-709cd3a57e16
no_churn
0.38989
0
no_churn
0.235366
-0.005542
0.051534
-0.092059
-0.04485
0.122595
-0.046801
-0.057345
Female
76
No
Yes
Unemployed
Suburban
Bachelor
1,673,330,400
50
Yes
No
Medium Speed
Web_Chat_Support
One year
0hrs
Disabled
898d304a-b631-4f5e-8e61-a7494c98142f
no_churn
0.021136
0
no_churn
-0.05903
-0.002779
-0.004771
-0.023355
0.013424
-0.074692
-0.042223
-0.055599
Male
35
Yes
Yes
Unemployed
Urban
College
1,673,330,400
1
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
3c41bf3c-2831-4ad8-83f9-b58ccf7f1ef1
churn
0.93866
1
churn
0.260026
-0.004489
0.010868
-0.028575
0.059984
0.161195
0.090646
0.096891
Female
61
No
No
Employed
Suburban
Bachelor
1,673,330,400
71
Yes
No
Medium Speed
In_Store_Support
One year
100hrs+
Active
52808994-9f53-4255-8f38-581ba02f5f18
no_churn
0.021659
0
no_churn
-0.09562
-0.003653
-0.013572
-0.033042
-0.063587
-0.073732
0.004937
0.019242
Female
51
Yes
No
Medical Leave
Urban
Bachelor
1,673,330,400
44
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
aff138e5-7442-4c32-86f7-50cc2c77ca65
no_churn
0.148946
0
no_churn
-0.100054
-0.018471
0.010347
-0.071964
-0.01274
0.039203
-0.021137
-0.02921
Female
73
No
Yes
Medical Leave
Rural
College
1,673,330,400
37
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
808b5f7e-f4ae-46d4-a858-dcb72192af93
churn
0.569588
1
churn
-0.052815
-0.008048
0.077571
0.104987
0.034365
0.113401
-0.02053
-0.015885
Male
39
No
No
Employed
Suburban
College
1,673,330,400
63
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
f883e9d7-82bd-466c-a01f-5d4936823aa8
no_churn
0.06422
0
no_churn
-0.058278
-0.00168
0.016061
0.087365
0.123844
0.087836
0.077916
0.08791
Male
53
No
No
Unemployed
Rural
Bachelor
1,673,330,400
25
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
ba1a6843-1e22-42d3-b725-2535304711b7
churn
0.289953
1
churn
-0.02881
-0.004297
-0.085679
-0.072584
0.067929
0.048307
0.126856
0.089966
Male
76
No
Yes
Employed
Rural
High School or Below
1,673,330,400
37
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
302663df-3b36-4e97-b000-50fe387032be
churn
0.569588
1
churn
-0.052815
-0.008048
0.077571
0.104987
0.034365
0.113401
-0.02053
-0.015885
Male
40
No
Yes
Employed
Suburban
High School or Below
1,673,330,400
31
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
07464c9d-0b01-4e8f-90a8-c4c406ea976c
no_churn
0.338978
0
no_churn
-0.082752
-0.005115
0.041376
0.089668
0.007607
0.082758
-0.039369
-0.030718
Male
62
No
No
Employed
Suburban
College
1,673,330,400
13
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
645773b4-3ec3-483f-ae73-e3576bb79f3c
churn
0.725746
1
churn
0.151816
-0.00264
0.019828
0.059131
0.083168
0.153631
0.107761
0.036851
Female
53
Yes
Yes
Employed
Rural
Bachelor
1,673,330,400
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8be04657-4749-4695-9b1b-b3946bb0226d
churn
0.567303
1
churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
42
No
No
Unemployed
Urban
College
1,673,330,400
11
Yes
No
Medium Speed
In_Store_Support
Month-to-month
<80hrs
Active
72c5f40a-3949-43ae-abe2-0a6ff9d4774f
no_churn
0.097652
0
no_churn
0.094036
0.004312
-0.028194
0.085037
0.060522
0.138283
0.181161
0.085816
Male
33
No
Yes
Employed
Suburban
Bachelor
1,673,330,400
61
Yes
Yes
Fiber optic
Phone_Support
One year
<50hrs
Active
01ed5e30-8ea8-4123-a9be-76f1b9274662
no_churn
0.032732
0
no_churn
-0.123266
-0.002095
-0.026585
-0.040278
-0.049599
-0.068483
-0.001192
0.042473
Male
28
No
Yes
Employed
Suburban
College
1,673,330,400
65
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
7b860303-108e-438b-a76a-78ed72488dad
no_churn
0.246953
1
churn
-0.153332
-0.003762
0.018034
0.047127
0.085219
0.084269
0.015371
0.046853
Male
57
No
Yes
Employed
Rural
Doctor
1,673,330,400
44
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
9437fbec-d1a2-437a-b5e8-fe9328f1eb48
no_churn
0.310025
0
no_churn
-0.195704
-0.006199
-0.091709
-0.008241
-0.005789
0.040497
0.015979
0.04814
Male
61
No
Yes
Medical Leave
Rural
Bachelor
1,673,330,400
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
f0906729-c672-4beb-92f7-6dac19f29a83
churn
0.817794
1
churn
0.143447
-0.002267
0.131871
0.080633
0.122465
0.119629
0.060961
0.069235
Male
50
No
No
Unemployed
Suburban
Master
1,673,330,400
1
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
122e2836-3b41-4cbd-871d-aac42a3a465d
churn
0.577125
1
churn
0.214698
-0.004688
0.000731
-0.105151
0.00444
0.113129
-0.05345
-0.061319
Female
78
Yes
No
Unemployed
Suburban
High School or Below
1,673,330,400
4
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
f7b3193c-34e3-4b56-a402-59d0d11d11a8
no_churn
0.680685
0
no_churn
0.272153
-0.000102
-0.026664
0.104267
0.08758
0.136905
0.06191
0.073092
Female
48
No
No
Medical Leave
Suburban
Bachelor
1,673,330,400
19
Yes
No
Low Speed
Phone_Support
Month-to-month
<80hrs
Active
065ebf14-0047-4f8c-81a7-10ec2448b442
no_churn
0.479141
0
no_churn
-0.007359
-0.005729
-0.029583
-0.084767
-0.015601
0.069484
-0.000254
0.083354
Female
40
Yes
No
Employed
Suburban
Bachelor
1,673,330,400
1
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
8ae41305-dd07-4ab9-b2a0-d738ee80e823
churn
0.437481
1
churn
0.308048
0.118279
0.067553
0.029049
0.067418
0.180741
-0.015453
-0.024661
Male
73
No
No
Employed
Suburban
Bachelor
1,673,330,400
22
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
1a35ab1d-52f2-4034-b553-36ee8adcaad8
no_churn
0.083047
0
no_churn
-0.07628
-0.006154
-0.069765
-0.045519
-0.017699
0.03931
-0.046578
-0.04634
Male
80
Yes
Yes
Employed
Suburban
High School or Below
1,673,330,400
1
Yes
Yes
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
90c9e182-14f2-4833-919b-053e047253f0
no_churn
0.38989
0
no_churn
0.235366
-0.005542
0.051534
-0.092059
-0.04485
0.122595
-0.046801
-0.057345
Male
49
No
No
Employed
Suburban
College
1,673,330,400
11
Yes
No
Medium Speed
In_Store_Support
One year
<80hrs
Active
e8551af0-3872-47c3-b174-e22545d0bd32
no_churn
0.097652
0
no_churn
-0.049324
-0.006831
-0.020331
-0.066932
-0.023563
-0.164966
0.023836
0.039084
Male
64
No
No
Unemployed
Suburban
Bachelor
1,673,330,400
11
Yes
Yes
High Speed
Phone_Support
Month-to-month
<50hrs
Active
6d93f8ee-0351-45d4-91ff-b6079d8410ce
churn
0.759255
1
churn
0.177917
-0.002621
0.048159
-0.00345
0.141314
0.160728
0.144584
0.064343
Female
38
Yes
No
Employed
Suburban
College
1,673,330,400
14
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
9f1ac310-3573-4a13-b252-480ac2dfca40
no_churn
0.216317
0
no_churn
-0.052463
-0.009082
0.023937
-0.138028
-0.036725
0.034561
-0.038121
-0.038437
Male
50
No
No
Unemployed
Suburban
Bachelor
1,673,330,400
6
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
6ab90a7c-1d85-422a-993b-98669134b764
no_churn
0.761905
0
no_churn
0.030578
-0.003541
0.020737
0.154612
-0.022964
0.121836
-0.032772
-0.042072
Female
31
No
No
Employed
Urban
High School or Below
1,673,330,400
72
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
bf1f82d3-0e4f-4ed0-bad9-6f31b1e6be1f
no_churn
0.004154
0
no_churn
-0.10492
-0.004708
-0.052885
-0.04342
-0.029613
0.034541
-0.018638
-0.049383
Female
34
No
Yes
Unemployed
Suburban
Bachelor
1,673,330,400
57
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
ba784846-6520-4c5f-bc38-4810018ab2c7
churn
0.281672
1
churn
-0.156618
-0.004104
-0.062597
0.000025
0.067855
0.040881
-0.023529
0.013505
Female
55
No
No
Employed
Suburban
High School or Below
1,673,330,400
62
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
2182fe4e-25bd-4c46-a09f-ff366aa85862
no_churn
0.168906
0
no_churn
-0.299396
-0.00377
0.018267
-0.078698
0.001564
0.034031
0.02665
0.032326
Female
50
No
Yes
Unemployed
Suburban
Bachelor
1,673,330,400
21
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5f40d9c5-abe8-4836-b14f-44db0ec628e4
no_churn
0.421937
0
no_churn
-0.004141
-0.00256
-0.007087
0.122983
0.060045
0.096059
-0.01971
-0.022515
Female
39
No
Yes
Retired
Suburban
Bachelor
1,673,330,400
53
No
No phone service
Low Speed
Phone_Support
One year
100hrs+
Active
454509dc-84ee-45e5-809c-0db437332aa0
no_churn
0.190511
1
churn
-0.089748
-0.011071
-0.019102
-0.054935
0.027385
-0.098109
0.010515
0.045205
Male
69
No
Yes
Employed
Suburban
High School or Below
1,673,330,400
13
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
dbb78203-b032-48f2-9ddc-fbff31c26800
no_churn
0.564727
0
no_churn
0.212419
-0.002908
-0.014876
0.135277
0.049925
0.14197
0.123748
0.075418
Male
73
No
No
Employed
Rural
High School or Below
1,673,330,400
30
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
d7236ef4-1e9f-4790-aa31-0109a7620493
churn
0.310345
1
churn
-0.039682
-0.008557
0.027317
0.124745
0.047384
0.097495
-0.021911
-0.004005
Female
43
Yes
No
Employed
Suburban
Bachelor
1,673,330,400
65
Yes
No
High Speed
Phone_Support
Two year
<50hrs
Active
05a6d6ae-fbd2-4b78-9bdb-55e8b1f9624f
no_churn
0.014233
0
no_churn
-0.078953
-0.001202
-0.019366
0.005361
0.033552
-0.17565
0.028934
0.056298
Male
24
No
Yes
Employed
Suburban
High School or Below
1,673,330,400
6
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d5f67d22-52d4-458d-bf1a-c8160d0728f8
churn
0.167342
1
churn
-0.049581
-0.009321
-0.017576
-0.097073
-0.037958
0.046631
-0.052693
-0.039585
Female
24
No
Yes
Employed
Suburban
Master
1,673,330,400
24
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
1e4aad7b-14cb-4952-901f-c0a54ca3bbe5
no_churn
0.448617
0
no_churn
-0.046886
-0.006945
0.110449
0.080193
0.082063
0.110481
-0.023446
-0.040074
Female
64
No
No
Disabled
Suburban
High School or Below
1,673,330,400
62
Yes
Yes
Fiber optic
Web_Chat_Support
One year
100hrs+
Active
88f9aac8-cfc7-44e2-a76b-9846294db4ef
no_churn
0.168906
0
no_churn
-0.200157
-0.001953
0.02321
-0.075506
0.012873
-0.060122
0.038437
0.046191
Female
47
Yes
No
Employed
Suburban
College
1,673,330,400
40
Yes
No
High Speed
In_Store_Support
Month-to-month
100hrs+
Active
df56d141-2dc3-4b5c-acc5-8409e7dfef28
no_churn
0.142212
0
no_churn
-0.099146
-0.018701
-0.04287
-0.059807
-0.04603
-0.003037
-0.017494
0.028057
Male
67
No
Yes
Employed
Suburban
High School or Below
1,673,330,400
68
Yes
Yes
Low Speed
Web_Chat_Support
Two year
0hrs
Disabled
653149d7-9eec-4bf3-8278-39fdb39f063f
no_churn
0.009152
0
no_churn
-0.069781
-0.003549
-0.000196
-0.022955
-0.000584
-0.114779
-0.022081
-0.035102
Female
60
Yes
No
Unemployed
Urban
Master
1,673,330,400
2
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5cddebac-03bd-45f4-a0d3-8ae67336b8a2
churn
0.512821
1
churn
0.174174
-0.008033
-0.038621
0.132155
-0.019933
0.124624
-0.014465
-0.040643
Male
51
Yes
Yes
Employed
Suburban
Bachelor
1,673,330,400
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
5b2ed311-69b8-4d53-ba5d-e009c056b069
churn
0.873898
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
28
No
No
Unemployed
Suburban
Bachelor
1,673,330,400
9
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
00274330-df7d-4d88-a0b6-362b6da80a22
no_churn
0.166522
0
no_churn
0.008197
-0.012486
-0.020049
-0.068917
-0.032546
0.071056
-0.045498
-0.032196
Female
79
No
No
Employed
Suburban
Doctor
1,673,330,400
29
Yes
Yes
Medium Speed
Phone_Support
One year
<50hrs
Active
f47f140e-b7d5-45e5-8a41-62b3d9d3c9e0
no_churn
0.110159
0
no_churn
-0.033876
-0.000827
-0.023233
-0.008304
0.072963
-0.179349
0.062864
0.073652
Female
31
Yes
No
Employed
Suburban
College
1,673,330,400
68
Yes
Yes
High Speed
In_Store_Support
Two year
<80hrs
Active
08ceecf8-2fd6-43c1-9893-f114691c3135
no_churn
0.02072
0
no_churn
-0.081749
-0.003652
0.003658
-0.066664
-0.039266
-0.126838
0.017731
0.027753
Male
21
No
Yes
Employed
Suburban
College
1,673,330,400
1
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
e7975bd5-486a-4a91-ab6a-fbf86d413a68
churn
0.577125
1
churn
0.214698
-0.004688
0.000731
-0.105151
0.00444
0.113129
-0.05345
-0.061319
Male
30
No
Yes
Medical Leave
Rural
High School or Below
1,673,330,400
23
Yes
No
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
0d59049f-4bf2-47f7-bd74-f4de8aa9f3d6
churn
0.4762
1
churn
-0.206682
-0.006795
-0.038826
-0.063028
0.041434
0.027453
0.006501
0.040918
Female
67
No
Yes
Employed
Rural
High School or Below
1,673,330,400
6
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
df6cff9e-686d-4af4-8fcd-dc7e927c1317
no_churn
0.202775
0
no_churn
-0.017305
-0.009564
-0.01666
-0.132313
-0.016353
0.058111
-0.066538
-0.068404
Male
38
Yes
Yes
Unemployed
Suburban
College
1,673,330,400
3
No
No phone service
High Speed
Phone_Support
Month-to-month
<50hrs
Active
d3acfe15-43c5-415b-8980-9e4fa85130b8
no_churn
0.418437
0
no_churn
0.083922
0.051303
0.037569
-0.01831
0.004206
0.122158
0.056239
0.015588
Male
67
No
Yes
Employed
Suburban
College
1,673,330,400
22
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
290df9b0-7df4-4806-afac-f3117a41bb1d
no_churn
0.083047
0
no_churn
-0.07628
-0.006154
-0.069765
-0.045519
-0.017699
0.03931
-0.046578
-0.04634
Male
23
No
No
Employed
Suburban
Master
1,673,330,400
15
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
809873f6-642f-4b94-bee7-6821ea494b73
no_churn
0.577111
0
no_churn
0.084784
-0.00214
0.032851
0.046777
0.015984
0.13707
-0.027881
-0.0102
Male
26
Yes
No
Employed
Urban
High School or Below
1,673,330,400
14
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
41ed7f5c-a201-40d6-9e35-8af5062ccbe9
no_churn
0.216317
0
no_churn
-0.052463
-0.009082
0.023937
-0.138028
-0.036725
0.034561
-0.038121
-0.038437
Female
47
No
No
Employed
Suburban
College
1,673,330,400
54
Yes
No
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
12370da5-2c19-4348-a94e-b50b2a0367c3
churn
0.013148
0
no_churn
-0.040452
-0.004001
-0.016466
-0.00887
0.022753
-0.14019
-0.026522
-0.055277
Female
36
No
No
Employed
Urban
Doctor
1,673,330,400
6
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
c433e32e-2fd9-47b9-9bfa-9511c0c9686e
churn
0.453693
1
churn
0.083741
-0.003429
0.017994
-0.008721
0.026333
0.094736
-0.043364
-0.025263
Female
40
No
Yes
Unemployed
Urban
High School or Below
1,673,330,400
2
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
c59c0c12-82d7-4b92-b984-00bc48487131
churn
0.856956
1
churn
0.171617
-0.003272
0.044011
-0.001154
0.046573
0.128604
0.063081
0.081513
Male
51
No
No
Medical Leave
Suburban
College
1,673,330,400
50
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
bc00807b-5b8d-494f-9e4b-16b8f1e20bdb
no_churn
0.021136
0
no_churn
-0.076085
-0.003954
-0.01917
-0.10921
0.027306
0.03777
-0.032461
-0.03989
Male
34
No
Yes
Disabled
Suburban
High School or Below
1,673,330,400
54
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
01cd9d4f-908c-4d84-88d2-dcf5bfa5f879
churn
0.299521
1
churn
-0.184846
-0.003546
0.049019
-0.065416
0.027896
-0.013954
-0.079854
0.031676
Male
62
No
Yes
Employed
Rural
Bachelor
1,673,330,400
20
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
6679ff7a-27da-4665-a1c4-30d0699e9ba9
no_churn
0.225046
0
no_churn
0.020835
-0.002077
0.077119
0.163505
0.03512
0.120171
-0.019782
-0.015065
Male
52
No
No
Employed
Urban
Bachelor
1,673,330,400
29
Yes
Yes
Medium Speed
Phone_Support
Month-to-month
<50hrs
Active
de807471-fb69-4444-8fa1-6fd8b9943f23
no_churn
0.110159
0
no_churn
0.046412
0.000058
0.041656
0.047089
0.155703
0.125197
0.114248
0.13061
Male
33
No
Yes
Unemployed
Suburban
Bachelor
1,673,330,400
5
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
870d2097-eabc-4af1-acf5-59e4544deae2
churn
0.780569
1
churn
0.185782
-0.003329
0.096629
0.101907
0.050355
0.151435
-0.007437
0.019444
Female
72
No
No
Employed
Suburban
High School or Below
1,673,330,400
3
No
No phone service
High Speed
Phone_Support
Month-to-month
<50hrs
Active
913c3d9d-8fa1-4e73-8e28-db10f32981eb
no_churn
0.418437
0
no_churn
0.083922
0.051303
0.037569
-0.01831
0.004206
0.122158
0.056239
0.015588
Female
58
Yes
Yes
Unemployed
Urban
High School or Below
1,673,330,400
6
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
16e1b24d-b35c-40a4-a6bb-d8b78d134211
churn
0.453693
1
churn
0.083741
-0.003429
0.017994
-0.008721
0.026333
0.094736
-0.043364
-0.025263
Female
23
No
No
Employed
Urban
High School or Below
1,673,330,400
70
Yes
Yes
Low Speed
In_Store_Support
Month-to-month
<80hrs
Active
175162e8-ff09-4b58-a4df-21e455f6c72f
no_churn
0.021132
0
no_churn
-0.161384
-0.004156
0.00981
-0.008379
-0.034652
0.047008
-0.026088
0.063815
Male
65
No
No
Retired
Suburban
Bachelor
1,673,330,400
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
14acf389-c3e1-4a50-9124-32b6cd92aaa4
churn
0.817794
1
churn
0.143447
-0.002267
0.131871
0.080633
0.122465
0.119629
0.060961
0.069235
Male
74
No
No
Employed
Rural
High School or Below
1,673,330,400
10
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<50hrs
Active
911fcb9c-58a1-4077-898a-0efa04b1e62a
churn
0.736734
0
no_churn
0.063445
-0.002287
-0.021486
-0.134733
0.048792
0.123842
0.103273
0.119115
Male
59
No
No
Unemployed
Suburban
College
1,673,330,400
47
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
ce3e541f-297d-4f3a-a064-f459c814b4f1
no_churn
0.60949
0
no_churn
0.086209
-0.002091
0.039556
0.129146
0.116242
0.152587
0.124078
0.059581
Female
52
No
No
Employed
Suburban
High School or Below
1,673,330,400
7
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
bfe60ac8-bcb7-4cc9-b4f7-7b07b2894664
churn
0.421174
1
churn
0.103412
-0.001061
-0.044889
0.10416
0.014763
0.116637
-0.015948
-0.03727
Female
73
Yes
Yes
Employed
Urban
Master
1,673,330,400
54
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
90ed9247-43d4-4f38-89a5-cab9dd991a6d
no_churn
0.019961
0
no_churn
-0.103348
-0.004463
0.02709
-0.162962
0.030663
0.036747
-0.025655
-0.028432
Female
37
No
Yes
Unemployed
Urban
Bachelor
1,673,330,400
28
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
9c7541ea-5531-4cc7-bb7d-bb590477226d
no_churn
0.042102
0
no_churn
-0.106658
-0.008767
-0.022794
-0.076681
-0.027523
0.032288
-0.036486
-0.022406
Female
71
No
No
Unemployed
Suburban
Doctor
1,673,330,400
56
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
c4e93c02-d362-4309-94da-b14dcda05340
churn
0.262534
1
churn
0.042582
-0.003581
0.053831
0.041776
0.128222
0.102077
0.161877
0.05919
Male
23
No
No
Employed
Suburban
Bachelor
1,673,330,400
70
Yes
No
High Speed
Phone_Support
One year
0hrs
Disabled
51402172-b8f0-40e1-add8-c38e1f40a782
no_churn
0.022105
0
no_churn
-0.075667
-0.004397
-0.022663
-0.017389
0.000103
-0.098716
-0.020808
-0.02949
Male
50
No
No
Disabled
Urban
High School or Below
1,673,330,400
7
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
0f34fdd7-6485-4490-b0c4-2d96240e1bc7
no_churn
0.211053
0
no_churn
-0.089431
0.026451
0.015172
-0.094989
0.033558
0.069854
-0.043586
-0.056056
Female
24
No
No
Retired
Suburban
High School or Below
1,673,330,400
63
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
570317ed-3d04-45f9-a80a-a625e9afb1ec
no_churn
0.015836
0
no_churn
-0.082126
-0.006687
-0.029123
-0.043569
-0.070693
0.036204
-0.016282
-0.00925
Female
49
No
No
Employed
Suburban
High School or Below
1,673,330,400
12
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
d719fb62-93ab-4e9b-9488-8a16ce5c1afc
no_churn
0.640295
0
no_churn
0.039429
-0.001228
0.07312
0.060426
0.008267
0.131609
-0.013412
-0.025854
Female
26
Yes
Yes
Employed
Suburban
High School or Below
1,673,330,400
29
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
15bbcd8a-b27e-441d-b09e-bc62687f8364
no_churn
0.239056
0
no_churn
-0.070244
0.054794
0.026894
-0.07377
-0.162415
0.063651
-0.0125
-0.015437
Male
21
Yes
Yes
Employed
Suburban
College
1,673,330,400
31
Yes
No
Low Speed
Phone_Support
Month-to-month
<50hrs
Active
c73b1fe0-dfac-4ad0-8ddb-7656fa04cf76
no_churn
0.10534
0
no_churn
-0.084365
-0.004015
-0.090761
0.039516
0.037454
0.063519
-0.037063
0.022498
Female
66
No
No
Employed
Suburban
College
1,673,330,400
54
Yes
No
High Speed
Web_Chat_Support
Two year
0hrs
Disabled
355b0f40-ba49-4b94-8a3d-309f4178d57d
churn
0.013148
0
no_churn
-0.040452
-0.004001
-0.016466
-0.00887
0.022753
-0.14019
-0.026522
-0.055277
Male
68
No
Yes
Medical Leave
Suburban
College
1,673,330,400
25
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
b46f480b-a876-4438-8de3-5ea32a73b744
churn
0.715027
1
churn
0.143834
-0.001895
0.062822
0.060191
0.063427
0.152554
0.056219
0.058254
Female
37
Yes
No
Employed
Urban
Bachelor
1,673,330,400
9
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9e35bbef-1de7-406a-a588-76548dbff403
no_churn
0.402793
0
no_churn
0.047111
-0.006663
-0.029302
0.099889
-0.013837
0.108065
-0.031034
-0.003728
Female
30
No
Yes
Employed
Suburban
Bachelor
1,673,330,400
54
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
6a5d1c1d-b60f-48ae-bba7-597aa6dc1d56
churn
0.299521
1
churn
-0.184846
-0.003546
0.049019
-0.065416
0.027896
-0.013954
-0.079854
0.031676
Female
71
Yes
No
Unemployed
Urban
High School or Below
1,673,330,400
68
Yes
Yes
Low Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
afb0b9f7-e487-4bb8-994f-8129a5d3673b
no_churn
0.009152
0
no_churn
-0.128271
-0.004041
-0.005801
-0.059149
0.009853
0.040836
-0.03149
-0.070964
Male
71
No
Yes
Disabled
Suburban
Bachelor
1,673,330,400
68
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
1f957e18-f9b9-4db7-bea8-30180a0eff9f
no_churn
0.029816
0
no_churn
-0.092087
-0.006586
-0.035433
-0.035948
-0.064115
0.032493
-0.01918
-0.02817
Female
28
No
Yes
Employed
Suburban
High School or Below
1,673,330,400
68
Yes
Yes
Low Speed
Web_Chat_Support
Two year
0hrs
Disabled
017c420f-eca2-4666-b38b-022b76d58021
no_churn
0.009152
0
no_churn
-0.069781
-0.003549
-0.000196
-0.022955
-0.000584
-0.114779
-0.022081
-0.035102
Female
78
No
No
Employed
Suburban
Bachelor
1,673,330,400
11
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
0b37068e-b5a7-42e9-b397-6e6b0f0c5682
churn
0.40684
1
churn
0.063281
-0.001547
-0.039401
0.054692
0.008549
0.108293
-0.020649
-0.007416
Male
29
No
No
Employed
Suburban
High School or Below
1,673,330,400
9
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
15925a55-ef31-44dd-af0a-3cf36c1893d5
no_churn
0.166522
0
no_churn
0.008197
-0.012486
-0.020049
-0.068917
-0.032546
0.071056
-0.045498
-0.032196
Female
27
No
No
Employed
Suburban
Bachelor
1,673,330,400