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prediction_id
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prediction_score
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0
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shap/Tenure
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shap/PhoneService
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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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shap/PremiumHDStreaming
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timestamp
int64
1.67B
1.67B
21
No
No phone service
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
b0cdda27-7860-4300-a284-fc229e2d76a2
no_churn
0.122581
0
no_churn
0.102732
0.125144
0.057155
0.119998
0.08525
0.117264
-0.007189
-0.022713
Male
67
No
No
Unemployed
Urban
Bachelor
1,673,071,200
10
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
<50hrs
Active
feba8be7-3cb3-4ed3-923e-3904a9feccfe
churn
0.836146
1
churn
0.130341
0.001054
0.089928
-0.000827
-0.002896
0.138326
0.143002
0.103463
Male
31
No
No
Employed
Suburban
High School or Below
1,673,071,200
21
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
36a1626b-24ba-4b92-815e-5e8d55dda38f
no_churn
0.55615
0
no_churn
-0.001164
-0.003352
-0.019597
0.003127
0.001841
0.108102
0.085132
0.067551
Male
78
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
33
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
73f975c9-bd98-4230-9135-831921b37c8b
no_churn
0.612274
0
no_churn
-0.147248
-0.003053
0.057071
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0.042769
0.046715
-0.020702
-0.04
Male
48
No
No
Employed
Suburban
Bachelor
1,673,071,200
67
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d5a14509-e80e-4d18-9197-ad7021f929a7
no_churn
0.013411
0
no_churn
-0.043235
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-0.000711
-0.034279
-0.001738
0.05374
-0.018172
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Male
42
No
Yes
Unemployed
Suburban
College
1,673,071,200
63
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
ee78ffb4-4b34-4b0e-941f-5a2bacfcea3d
no_churn
0.004834
0
no_churn
-0.090869
-0.002439
0.047397
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0.061205
0.079151
-0.016168
-0.02592
Male
57
No
No
Medical Leave
Urban
College
1,673,071,200
71
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
bba40874-30ac-4335-9e58-777f1e6a439e
no_churn
0.008215
0
no_churn
-0.068576
-0.00346
-0.09088
-0.001634
-0.003346
0.051529
-0.010401
-0.032259
Female
59
No
No
Unemployed
Suburban
High School or Below
1,673,071,200
46
No
No phone service
Medium Speed
In_Store_Support
Two year
0hrs
Disabled
4654fb35-fc29-43fa-b95e-5c7411934a87
no_churn
0.012657
0
no_churn
-0.057328
0.029009
0.011736
-0.027357
-0.013853
-0.190099
-0.011571
-0.009564
Male
59
No
Yes
Employed
Suburban
College
1,673,071,200
52
Yes
Yes
Medium Speed
Web_Chat_Support
Two year
0hrs
Disabled
d8075505-63b2-49b7-a3bb-689847ded127
no_churn
0.005271
0
no_churn
-0.064369
-0.002973
0.000692
-0.053174
0.011983
-0.109921
-0.025553
-0.025711
Female
43
Yes
No
Employed
Suburban
Bachelor
1,673,071,200
11
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
8a15d373-e586-4ac2-a266-f2b00dcbc9f4
churn
0.382413
1
churn
-0.063772
-0.096983
-0.063092
-0.037015
0.035124
0.055841
-0.048411
-0.040719
Female
21
No
Yes
Unemployed
Suburban
Master
1,673,071,200
72
Yes
Yes
Fiber optic
In_Store_Support
Month-to-month
100hrs+
Active
985a26ab-ebeb-455c-a7c5-2621b0ff910b
no_churn
0.034835
0
no_churn
-0.113517
-0.00349
0.024144
0.038461
-0.134154
0.050689
0.044509
0.045832
Male
53
No
Yes
Unemployed
Suburban
Bachelor
1,673,071,200
49
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
48207c91-6987-4558-93af-dfbfb797582b
churn
0.704294
1
churn
-0.120613
-0.00179
0.013217
-0.002381
0.062425
0.021264
-0.01131
0.024162
Female
27
Yes
No
Employed
Suburban
College
1,673,071,200
29
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
94444150-b865-4853-848a-0193ac16f3cf
churn
0.464291
1
churn
0.014703
-0.007793
-0.015711
0.121006
0.054778
0.105027
-0.000249
0.010097
Female
52
No
Yes
Employed
Rural
Bachelor
1,673,071,200
39
Yes
Yes
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d45d071c-d7d0-4dbf-8908-9ba0bd78b7d1
no_churn
0.02074
0
no_churn
-0.0596
-0.015967
-0.01093
-0.047173
-0.10385
0.035836
-0.04176
-0.023082
Male
32
No
Yes
Unemployed
Suburban
College
1,673,071,200
18
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
0hrs
Disabled
3dc46a4d-3ac4-48ba-80c0-398ee52bb4a4
no_churn
0.495268
0
no_churn
-0.119614
-0.00632
0.066713
0.062724
-0.017455
0.084556
-0.036752
-0.040047
Male
45
No
Yes
Employed
Suburban
College
1,673,071,200
71
Yes
Yes
High Speed
Phone_Support
Two year
0hrs
Disabled
556cbf62-3f74-40ad-a9a1-9b2088b3bc30
no_churn
0.002378
0
no_churn
-0.080753
-0.003509
0.006071
-0.010925
0.007978
-0.146652
-0.017508
-0.023728
Female
69
Yes
Yes
Employed
Rural
College
1,673,071,200
4
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
1d27f9a4-e35e-4a7d-9af6-004837a0c0c3
no_churn
0.3196
0
no_churn
0.157525
0.066548
0.037229
-0.059335
-0.025146
0.112588
-0.028306
0.004601
Male
40
No
No
Employed
Suburban
College
1,673,071,200
7
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
14ce516e-cd0f-479b-9782-2bac6f2e94a1
churn
0.655117
1
churn
0.115651
-0.000912
0.048365
0.198538
0.018537
0.139979
-0.00761
-0.033888
Female
72
No
Yes
Unemployed
Urban
Bachelor
1,673,071,200
21
No
No phone service
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
e04b38cd-4f58-49cb-9b74-77bf0d686d5e
no_churn
0.122581
0
no_churn
0.102732
0.125144
0.057155
0.119998
0.08525
0.117264
-0.007189
-0.022713
Male
63
No
No
Employed
Suburban
College
1,673,071,200
5
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
6f4077a2-aba1-4db1-a556-e72ce6235083
no_churn
0.125643
0
no_churn
0.049937
-0.013795
-0.045202
-0.00365
-0.092594
0.06246
-0.035469
-0.029173
Female
72
No
No
Employed
Urban
Bachelor
1,673,071,200
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
ebe3c793-51a9-4a47-bf86-e0eff5b29404
no_churn
0.498625
0
no_churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Female
78
No
No
Employed
Suburban
Bachelor
1,673,071,200
71
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
ff5c5d8e-165a-426c-a16b-f08f39b43576
no_churn
0.002378
0
no_churn
-0.130325
-0.002316
0.030519
0.024619
0.053355
0.076573
-0.025408
-0.047043
Female
46
Yes
Yes
Unemployed
Suburban
College
1,673,071,200
43
Yes
No
Medium Speed
Web_Chat_Support
One year
0hrs
Disabled
8478b665-d39a-4766-bc8a-9f04b2431b51
no_churn
0.018113
0
no_churn
0.099751
0.003861
0.04791
0.123327
0.07173
-0.038659
-0.022084
-0.024863
Female
51
No
No
Employed
Rural
Master
1,673,071,200
5
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
fe68089f-eac9-4626-b7c8-e7d277102ab3
no_churn
0.114973
0
no_churn
0.035163
-0.006829
-0.06307
-0.150573
0.015364
0.071643
-0.054515
-0.067708
Female
51
No
Yes
Employed
Rural
High School or Below
1,673,071,200
13
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
62b89961-d87a-4f76-bf75-2a80aef12a8f
churn
0.696332
1
churn
0.115631
-0.003265
0.077652
0.160745
0.04713
0.1505
-0.02603
0.003542
Female
28
No
No
Employed
Suburban
Master
1,673,071,200
46
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
80ba0bf7-41c5-47bf-b74f-232c77efa588
no_churn
0.012657
0
no_churn
-0.03696
0.153041
0.066262
0.125239
0.034213
0.110516
0.003837
0.014826
Male
24
No
No
Employed
Suburban
High School or Below
1,673,071,200
50
Yes
Yes
High Speed
Phone_Support
Month-to-month
<80hrs
Active
51598c97-b22e-4366-b4cd-6118ad0f977b
churn
0.373131
1
churn
-0.008017
-0.001233
0.051939
-0.001622
0.124401
0.103715
0.061534
0.024733
Female
44
No
Yes
Employed
Suburban
High School or Below
1,673,071,200
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a767a82d-0e24-4cb1-8573-9c53389db4ea
no_churn
0.498599
0
no_churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Female
34
No
No
Medical Leave
Suburban
College
1,673,071,200
37
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
c62e4bd6-04dd-4f1a-b8f2-30c1590a5385
no_churn
0.655835
0
no_churn
-0.177695
-0.00419
0.060583
-0.053527
0.005401
0.072271
0.048324
0.022009
Female
72
No
Yes
Employed
Suburban
College
1,673,071,200
62
Yes
No
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
319046ba-e55a-4012-90b9-feb3eb5a0df9
no_churn
0.014449
0
no_churn
-0.106853
-0.004126
-0.03533
-0.008115
0.005299
0.04977
-0.036429
-0.053241
Female
57
Yes
No
Employed
Rural
College
1,673,071,200
1
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
fbdabf42-db27-4d13-b4f5-d5b75cdb8d51
churn
0.666026
1
churn
0.219737
-0.007025
-0.022192
-0.046504
-0.010735
0.11999
-0.019577
-0.000988
Female
66
No
No
Disabled
Suburban
Bachelor
1,673,071,200
32
Yes
No
High Speed
Web_Chat_Support
One year
<50hrs
Active
e55ad878-0b85-45d6-a4d2-3e493fc4024d
no_churn
0.105358
0
no_churn
-0.05727
-0.001881
-0.032009
-0.018887
0.020764
-0.068347
0.034948
0.053655
Male
66
Yes
No
Employed
Suburban
College
1,673,071,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
b64247fb-db57-4fe7-9c99-bd350f161cea
churn
0.848625
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
75
No
No
Employed
Urban
High School or Below
1,673,071,200
12
Yes
No
High Speed
Phone_Support
One year
0hrs
Disabled
28eb2adf-a7fb-4a49-869b-b62d3a8d806e
no_churn
0.053113
0
no_churn
0.011398
-0.0053
-0.030038
-0.016063
-0.034266
-0.097777
-0.029776
-0.031538
Male
40
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
1
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
f10a1e0c-5b61-4b07-b638-8ea266fa848a
no_churn
0.241472
0
no_churn
0.219737
-0.007025
-0.022192
-0.046504
-0.010735
0.11999
-0.019577
-0.000988
Female
69
No
No
Disabled
Suburban
High School or Below
1,673,071,200
32
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
d21c3acf-6fc6-4b36-ab45-704ae98612ee
no_churn
0.03905
0
no_churn
-0.075705
0.083637
0.040031
-0.157083
0.032985
0.083253
-0.004224
-0.001921
Female
47
No
No
Retired
Suburban
High School or Below
1,673,071,200
43
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
7cb60c8a-b4fb-4060-b4b6-156c134eb45b
no_churn
0.018113
0
no_churn
0.066922
0.000748
0.04686
0.058626
0.089202
0.058029
-0.01202
-0.014325
Female
77
Yes
Yes
Medical Leave
Suburban
High School or Below
1,673,071,200
30
No
No phone service
High Speed
Phone_Support
Month-to-month
100hrs+
Active
fba22787-fab7-45c0-aa14-11c29921c56d
no_churn
0.11376
0
no_churn
-0.02673
0.041861
-0.026151
0.019696
0.057256
0.101941
0.008884
-0.000187
Male
52
No
No
Employed
Suburban
Master
1,673,071,200
34
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
cd8f6982-821e-4736-a2c7-06ec48de5d52
no_churn
0.403769
0
no_churn
0.001427
-0.001635
-0.011011
0.130791
0.023286
0.044821
0.000826
0.014201
Male
39
Yes
No
Medical Leave
Urban
High School or Below
1,673,071,200
1
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
7fae4dc3-f9ad-4795-a458-f4742861235b
churn
0.659005
1
churn
0.157282
-0.007505
-0.046051
-0.163503
-0.019224
0.092608
-0.045897
-0.059226
Female
59
No
Yes
Employed
Suburban
High School or Below
1,673,071,200
26
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
0597aa50-08c0-4f34-98cf-1212d3b22390
churn
0.345919
1
churn
0.039074
-0.001977
0.0301
0.07966
0.12771
0.132925
0.187863
0.095619
Female
31
No
Yes
Employed
Rural
Bachelor
1,673,071,200
24
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
9b8af581-5130-4bcf-bae4-63360af916ed
churn
0.518179
1
churn
-0.163295
-0.007112
-0.1358
-0.01381
0.028851
0.043013
-0.01566
0.034787
Female
45
Yes
Yes
Employed
Rural
High School or Below
1,673,071,200
71
Yes
Yes
Fiber optic
Phone_Support
Two year
100hrs+
Active
2bb6e8e9-00aa-49db-bada-8d15da4060ae
no_churn
0.029585
0
no_churn
-0.063158
-0.001706
0.078168
0.103118
0.083204
-0.136818
0.08758
0.089179
Male
32
No
No
Unemployed
Suburban
Bachelor
1,673,071,200
70
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
100hrs+
Active
066d1e64-8d44-4bbc-80ce-47565b01cc26
no_churn
0.233588
0
no_churn
-0.051485
-0.001507
0.107305
0.03644
0.06028
0.126623
0.129274
0.118806
Male
44
Yes
Yes
Employed
Suburban
High School or Below
1,673,071,200
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f87025a2-9f1b-48b0-9b2e-9c2ba83da078
no_churn
0.498599
0
no_churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Male
34
No
No
Disabled
Urban
Bachelor
1,673,071,200
10
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
a178a482-c6d3-4d98-952e-971f1bd59bf3
churn
0.677922
1
churn
0.045115
-0.004309
0.01049
0.152923
0.010003
0.129236
-0.046359
-0.044426
Male
71
Yes
No
Unemployed
Urban
Bachelor
1,673,071,200
72
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
d5c7c429-d1fe-43db-ace5-0d93f53af856
no_churn
0.005928
0
no_churn
-0.131118
-0.002279
0.030604
0.024775
0.052951
0.076604
-0.025505
-0.046058
Female
24
No
Yes
Employed
Suburban
High School or Below
1,673,071,200
9
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
3a6601ff-a596-4f9e-95e3-516d7faf9748
churn
0.630196
1
churn
0.060678
-0.00446
0.035697
0.006216
0.058189
0.128113
0.104341
0.035306
Male
53
No
Yes
Unemployed
Suburban
College
1,673,071,200
32
Yes
No
High Speed
In_Store_Support
Month-to-month
<50hrs
Active
0e9325a8-d24d-4944-80fa-5ba40fc381de
no_churn
0.014217
0
no_churn
-0.001003
0.000758
-0.015829
0.001447
0.028903
0.108622
0.144119
0.064458
Female
46
Yes
Yes
Employed
Suburban
High School or Below
1,673,071,200
9
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
80401eda-7352-48c7-a229-835d30966de8
churn
0.630196
1
churn
0.060678
-0.00446
0.035697
0.006216
0.058189
0.128113
0.104341
0.035306
Female
64
No
No
Employed
Suburban
High School or Below
1,673,071,200
21
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
ad9f70ee-48d6-4cf0-b86a-0e3808f35465
no_churn
0.55615
0
no_churn
-0.001164
-0.003352
-0.019597
0.003127
0.001841
0.108102
0.085132
0.067551
Male
30
No
Yes
Employed
Suburban
College
1,673,071,200
29
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
62338d45-40b3-489e-8bec-fa2234d27fed
no_churn
0.059836
0
no_churn
-0.070244
0.054794
0.026894
-0.07377
-0.162415
0.063651
-0.0125
-0.015437
Female
64
Yes
No
Employed
Suburban
College
1,673,071,200
23
Yes
Yes
High Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
8ad73289-8667-45fa-8b18-860c90a23c37
no_churn
0.438003
0
no_churn
-0.214579
-0.00544
0.052916
-0.025932
0.016696
0.034307
-0.118173
0.011178
Male
24
No
Yes
Employed
Rural
High School or Below
1,673,071,200
50
Yes
Yes
High Speed
Phone_Support
Month-to-month
<80hrs
Active
894a3f9a-cc39-4d0d-9414-78ded523467e
churn
0.373131
1
churn
-0.008017
-0.001233
0.051939
-0.001622
0.124401
0.103715
0.061534
0.024733
Male
66
No
No
Employed
Rural
College
1,673,071,200
34
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
cf0907f7-c1b8-4e46-9fbf-06ee5c57c8fd
no_churn
0.403769
0
no_churn
0.001427
-0.001635
-0.011011
0.130791
0.023286
0.044821
0.000826
0.014201
Female
80
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
20
No
No phone service
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
fff20130-35cb-4b23-b3e6-1c5dbd8645c5
no_churn
0.206376
0
no_churn
-0.044882
0.067244
0.012416
-0.017549
-0.024049
0.058031
-0.033795
-0.059134
Female
63
No
Yes
Employed
Rural
Bachelor
1,673,071,200
69
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
a5dea5a5-2a3f-48fe-8d51-2dc5155f132e
no_churn
0.005637
0
no_churn
-0.07735
-0.003782
-0.053574
-0.014637
0.012392
0.058125
-0.033915
-0.056284
Female
63
No
No
Disabled
Urban
High School or Below
1,673,071,200
53
Yes
No
Medium Speed
Web_Chat_Support
One year
<50hrs
Active
e5b92efe-29d9-4d27-93ab-6c6f0f5be3f6
churn
0.17517
1
churn
-0.012097
0.000191
0.020049
0.055808
0.08242
-0.032709
0.003495
0.081318
Female
63
No
No
Unemployed
Rural
High School or Below
1,673,071,200
4
Yes
No
High Speed
In_Store_Support
Month-to-month
<80hrs
Active
c4423e1f-a4ea-49e9-bf58-5381ca633fe2
churn
0.83243
1
churn
0.088331
-0.010154
-0.049035
-0.096988
-0.039291
0.069111
0.027966
0.017701
Male
45
No
Yes
Unemployed
Suburban
College
1,673,071,200
1
Yes
No
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
fa4fcd36-d5ce-4d11-9205-0e0b23ed85c5
churn
0.468816
1
churn
0.214698
-0.004688
0.000731
-0.105151
0.00444
0.113129
-0.05345
-0.061319
Male
57
No
No
Unemployed
Rural
High School or Below
1,673,071,200
4
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
0379c0ef-808e-439a-bf74-7cca36e0f934
no_churn
0.207677
0
no_churn
0.176506
0.001391
0.00543
0.016737
0.007743
0.113006
-0.03144
-0.050617
Female
56
No
Yes
Employed
Suburban
College
1,673,071,200
11
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
cbac5151-f787-4c01-af2a-e01b39ea19ec
no_churn
0.498599
0
no_churn
0.049644
-0.000795
0.027976
0.040162
0.014262
0.130265
-0.038466
-0.044443
Female
32
No
No
Employed
Urban
Master
1,673,071,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
1534dca0-79b1-49ea-9ba4-e7630b829342
churn
0.876786
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Female
53
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
1
Yes
No
Low Speed
In_Store_Support
Month-to-month
0hrs
Disabled
40961ecb-5674-4a52-8148-6568f613d54f
churn
0.666026
1
churn
0.219737
-0.007025
-0.022192
-0.046504
-0.010735
0.11999
-0.019577
-0.000988
Female
29
Yes
Yes
Employed
Rural
Bachelor
1,673,071,200
4
Yes
No
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
656fd8da-c0d3-4fe7-995c-d04c9df88bef
no_churn
0.207677
0
no_churn
0.176506
0.001391
0.00543
0.016737
0.007743
0.113006
-0.03144
-0.050617
Male
24
No
Yes
Employed
Suburban
Bachelor
1,673,071,200
32
No
No phone service
Medium Speed
In_Store_Support
One year
0hrs
Disabled
c4ea84ef-4a3b-4034-b03d-1fb4a7cf1b85
no_churn
0.03905
0
no_churn
-0.074368
0.022292
0.005959
-0.065132
-0.020855
-0.109886
-0.012634
-0.014403
Female
70
No
No
Employed
Urban
College
1,673,071,200
10
Yes
Yes
Medium Speed
In_Store_Support
Month-to-month
<50hrs
Active
afb9127c-c04f-4af3-975e-e87ef7d4f536
churn
0.836146
1
churn
0.130341
0.001054
0.089928
-0.000827
-0.002896
0.138326
0.143002
0.103463
Male
47
No
No
Unemployed
Rural
Bachelor
1,673,071,200
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
cc106dc5-74e8-43bc-bc8d-e88954bf344d
churn
0.314494
1
churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Female
24
No
No
Employed
Rural
Bachelor
1,673,071,200
58
Yes
Yes
Fiber optic
Phone_Support
Month-to-month
<80hrs
Active
cfb051fa-a001-4be8-bc46-616989991a96
no_churn
0.280318
0
no_churn
-0.19987
-0.005053
0.040603
-0.003833
0.040023
0.047758
-0.053528
0.068554
Female
28
No
No
Unemployed
Suburban
College
1,673,071,200
18
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
5c435c87-4c78-4e8c-b8cf-ef705b3e44cb
churn
0.048093
1
churn
-0.111352
-0.006179
-0.024757
-0.058838
0.002487
0.032894
-0.04609
-0.05719
Female
77
No
Yes
Retired
Suburban
High School or Below
1,673,071,200
1
Yes
No
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
51c7c6b0-90cd-4db1-91f7-ad09c2cbc4b4
churn
0.314494
1
churn
0.230857
-0.009169
-0.00129
-0.050086
-0.041234
0.114011
-0.036127
-0.006668
Male
70
No
No
Employed
Suburban
College
1,673,071,200
1
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
f26d05b8-6622-4263-bdcb-4308e37dc257
churn
0.874798
1
churn
0.303582
-0.006625
-0.032842
0.135235
0.072651
0.150208
-0.018065
-0.012272
Male
78
No
No
Employed
Suburban
Doctor
1,673,071,200
69
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
100hrs+
Active
35f802c2-f023-4b2f-a580-031573649273
no_churn
0.114766
0
no_churn
-0.119359
-0.022801
-0.017136
-0.03123
-0.098993
0.05192
0.003497
0.005076
Male
24
No
No
Employed
Suburban
High School or Below
1,673,071,200
46
No
No phone service
Medium Speed
In_Store_Support
Month-to-month
0hrs
Disabled
3a4b753c-b7a2-4c2b-b6a3-b48ae79eed49
no_churn
0.012657
0
no_churn
-0.03696
0.153041
0.066262
0.125239
0.034213
0.110516
0.003837
0.014826
Female
41
Yes
No
Unemployed
Suburban
College
1,673,071,200
67
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
2ead55a5-c2a8-4573-a020-32646fa4ace0
churn
0.327862
1
churn
-0.170318
-0.001433
0.015916
-0.008197
0.05367
0.04496
0.004662
0.061713
Female
67
No
No
Unemployed
Urban
Doctor
1,673,071,200
1
No
No phone service
High Speed
In_Store_Support
Month-to-month
0hrs
Disabled
3f733379-7035-44d9-853b-d759c2b39578
churn
0.778552
1
churn
0.24186
0.054012
0.027869
-0.04414
-0.112285
0.132537
-0.044866
-0.039967
Female
61
No
No
Unemployed
Suburban
High School or Below
1,673,071,200
44
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<80hrs
Active
7ad62a95-8ea8-45f2-a100-0a30203c2771
churn
0.66466
1
churn
-0.038129
-0.002449
0.124944
0.11173
0.052829
0.11863
0.100252
0.072001
Male
20
Yes
No
Employed
Suburban
High School or Below
1,673,071,200
49
Yes
Yes
High Speed
Phone_Support
Month-to-month
<50hrs
Active
b3f15600-d439-40a2-a3f8-6635717dfa77
no_churn
0.088195
0
no_churn
-0.076812
-0.001174
0.055951
0.02363
0.040605
0.114176
0.017626
0.026469
Female
20
No
No
Retired
Suburban
Master
1,673,071,200
4
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
2dc5c5aa-7e50-43c7-bddd-82aa0b5ec1b2
churn
0.786428
1
churn
0.224491
-0.002961
0.063578
0.061611
0.116247
0.149252
0.06073
0.058027
Female
37
No
No
Disabled
Suburban
College
1,673,071,200
41
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
9392e3c4-db86-470a-9fbf-99b682d7eaed
no_churn
0.479248
0
no_churn
-0.124319
-0.007775
-0.099464
0.051821
0.039005
0.072534
-0.030871
-0.051361
Female
78
No
No
Unemployed
Suburban
Bachelor
1,673,071,200
70
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
a38825f7-2476-4da5-96e9-c73b69960369
no_churn
0.033368
0
no_churn
-0.113116
-0.001913
0.031363
0.028168
0.053003
0.07742
-0.032954
-0.051997
Female
47
Yes
Yes
Employed
Suburban
High School or Below
1,673,071,200
6
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
100hrs+
Active
8aa8e6e6-6fae-48f7-9666-d7c8fbe791dc
churn
0.700083
0
no_churn
0.079341
-0.002149
-0.022573
0.009457
0.096633
0.116261
0.135409
0.126428
Female
32
No
No
Medical Leave
Suburban
Bachelor
1,673,071,200
9
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
82bf8c96-587f-473d-807f-6769a4727b11
no_churn
0.04811
0
no_churn
0.008197
-0.012486
-0.020049
-0.068917
-0.032546
0.071056
-0.045498
-0.032196
Female
31
Yes
Yes
Employed
Suburban
College
1,673,071,200
3
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
efca62a0-bac5-4031-b7f1-567c31628dfb
churn
0.812514
1
churn
0.212043
-0.004813
0.093168
0.134409
0.016871
0.155008
-0.019491
-0.02318
Female
54
No
Yes
Retired
Suburban
Doctor
1,673,071,200
5
Yes
No
Low Speed
Web_Chat_Support
Month-to-month
<80hrs
Active
2a93de8a-e6a4-4648-9571-e9cf540efbcc
no_churn
0.672825
1
churn
0.02532
-0.004919
-0.109338
-0.037425
0.023521
0.067031
-0.100423
0.048374
Female
61
Yes
No
Employed
Suburban
Doctor
1,673,071,200
11
No
No phone service
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
c191717e-8aa4-4450-a8b3-aee4ec5d6df9
churn
0.382413
1
churn
-0.063772
-0.096983
-0.063092
-0.037015
0.035124
0.055841
-0.048411
-0.040719
Male
20
No
Yes
Employed
Suburban
High School or Below
1,673,071,200
46
Yes
No
High Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
af76e2b9-7c4b-487a-99c9-02e6910faabf
no_churn
0.007743
0
no_churn
-0.124765
-0.005043
-0.066953
-0.010158
0.030379
0.038407
-0.042939
-0.052239
Male
22
No
Yes
Employed
Rural
High School or Below
1,673,071,200
71
Yes
No
Medium Speed
Phone_Support
Month-to-month
0hrs
Disabled
28c69e4c-481d-4c16-a1cf-96d690da1a42
no_churn
0.00509
0
no_churn
-0.079101
-0.001522
0.00116
-0.002684
-0.031098
0.057539
-0.022987
-0.040333
Female
45
No
No
Employed
Suburban
Bachelor
1,673,071,200
37
No
No phone service
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
3b551b4f-77e9-4b2a-a978-6faa5791b43e
churn
0.126323
1
churn
0.082205
0.200433
0.07504
0.066815
0.069387
0.1448
0.018859
0.013436
Male
20
No
No
Employed
Suburban
Bachelor
1,673,071,200
23
Yes
Yes
High Speed
Phone_Support
One year
100hrs+
Active
8c320fab-51e7-4233-a80d-04253f26e660
no_churn
0.160785
0
no_churn
0.025886
-0.000992
0.115674
0.051533
0.127438
-0.038771
0.160691
0.103515
Male
76
No
No
Employed
Rural
Doctor
1,673,071,200
57
Yes
No
Low Speed
Phone_Support
Two year
0hrs
Disabled
4e7476a3-3539-41b5-a7fb-b29611a30bee
no_churn
0.02179
0
no_churn
-0.030137
-0.004085
-0.006415
-0.045084
0.014131
-0.112707
-0.036795
-0.047934
Male
37
No
No
Unemployed
Rural
High School or Below
1,673,071,200
29
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
8e67f750-e9ae-4486-8a5f-6920830f526f
churn
0.464291
1
churn
0.014703
-0.007793
-0.015711
0.121006
0.054778
0.105027
-0.000249
0.010097
Male
25
Yes
Yes
Employed
Suburban
College
1,673,071,200
12
Yes
No
Fiber optic
In_Store_Support
Month-to-month
0hrs
Disabled
15263333-7ef4-4cdc-8089-c2b0d915505f
churn
0.336794
1
churn
0.006125
-0.004225
-0.026556
0.054522
-0.126841
0.05324
-0.027931
-0.052026
Female
21
Yes
Yes
Unemployed
Suburban
Master
1,673,071,200
17
Yes
No
Fiber optic
Web_Chat_Support
Month-to-month
0hrs
Disabled
3ea13bf4-7306-4ad3-9dd6-72381cadf95e
no_churn
0.262445
0
no_churn
0.172153
-0.002771
-0.005461
0.121508
0.044121
0.13803
-0.00417
0.015218
Female
24
No
No
Unemployed
Suburban
Bachelor
1,673,071,200
65
Yes
Yes
Medium Speed
Web_Chat_Support
Month-to-month
0hrs
Disabled
26b40d78-6e6a-4627-bfd2-58659221ae74
no_churn
0.008302
0
no_churn
-0.069059
-0.002874
-0.005329
-0.073714
0.009472
0.050082
-0.041804
-0.05105
Female
39
No
Yes
Employed
Rural
Bachelor
1,673,071,200
7
Yes
Yes
Fiber optic
Web_Chat_Support
Month-to-month
<50hrs
Active
cc58a80c-f56d-4bd9-8d05-521e10e1d3ec
churn
0.792038
1
churn
0.196632
-0.00092
0.035647
0.050591
0.112334
0.156604
0.11141
0.068675
Female
25
No
Yes
Employed
Suburban
College
1,673,071,200
72
Yes
Yes
High Speed
Phone_Support
Month-to-month
0hrs
Disabled
a1916d9a-147e-4d7f-ad11-14cd5b0a4b74
no_churn
0.005928
0
no_churn
-0.131118
-0.002279
0.030604
0.024775
0.052951
0.076604
-0.025505
-0.046058
Male
78
Yes
Yes
Employed
Suburban
Bachelor
1,673,071,200
72
Yes
Yes
High Speed
Phone_Support
Two year
0hrs
Disabled
f96337cb-26b7-4dfd-84e9-f3d623816341
no_churn
0.005928
0
no_churn
-0.083724
-0.003493
0.00578
-0.008572
0.007134
-0.148799
-0.016743
-0.020611
Female
24
No
No
Employed
Urban
High School or Below
1,673,071,200
70
No
No phone service
High Speed
Phone_Support
Month-to-month
100hrs+
Active
07f90828-3e6b-4c66-91c2-feb06aa17005
no_churn
0.015991
0
no_churn
-0.104555
-0.030644
-0.020943
0.037118
0.051053
0.109925
0.0665
0.075187
Female
36
No
No
Employed
Suburban
High School or Below
1,673,071,200
33
Yes
Yes
Low Speed
Phone_Support
Month-to-month
0hrs
Disabled
48bd52b7-734f-47c7-b37b-5fcef316ec50
no_churn
0.077813
0
no_churn
-0.046111
-0.004811
-0.00368
-0.103317
0.041315
0.043948
-0.053808
-0.057562
Female
75
No
Yes
Employed
Suburban
College
1,673,071,200