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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
70 | Yes | Yes | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 9483a1af-cb0c-42ea-b282-300db300a9c7 | no_churn | 0.024147 | 0 | no_churn | -0.072527 | -0.003378 | 0.001216 | -0.026049 | -0.006198 | -0.107816 | -0.018698 | -0.035577 | Male | 44 | No | No | Employed | Rural | College | 1,671,861,600 |
21 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 818e4080-b852-4dd6-a37a-50c573d18aee | churn | 0.61996 | 1 | churn | 0.004569 | -0.004441 | 0.035082 | 0.123026 | 0.139051 | 0.132539 | 0.140892 | 0.140256 | Male | 55 | No | No | Unemployed | Suburban | Bachelor | 1,671,861,600 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Active | 4b75f190-10bc-4e3a-95ce-6f35a67627ac | no_churn | 0.064607 | 0 | no_churn | -0.097947 | -0.002963 | 0.024782 | -0.033041 | 0.023367 | -0.137178 | 0.057878 | 0.052816 | Male | 66 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
70 | Yes | Yes | High Speed | In_Store_Support | Two year | <80hrs | Active | 8e569fa6-2598-456c-8dbc-1eee1ea3e578 | no_churn | 0.080517 | 0 | no_churn | -0.07432 | -0.003366 | 0.009526 | -0.026539 | -0.036325 | -0.147122 | -0.00566 | 0.014779 | Male | 49 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
45 | Yes | No | High Speed | In_Store_Support | Two year | 100hrs+ | Active | f5e0bbd5-50ce-472c-874c-e9f3e8bb2a9c | no_churn | 0.124625 | 0 | no_churn | -0.079694 | -0.004132 | -0.002168 | -0.010962 | -0.077768 | -0.113406 | 0.009435 | 0.029668 | Female | 49 | No | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 2d9fe57a-49fd-40aa-8339-5226593055fe | no_churn | 0.014194 | 0 | no_churn | -0.157379 | -0.003192 | 0.006919 | 0.03463 | -0.050445 | -0.147903 | 0.023061 | 0.025284 | Female | 24 | No | No | Unemployed | Suburban | Bachelor | 1,671,861,600 |
29 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | e6cc98b1-8ff0-4f55-a476-022de5ac18c0 | churn | 0.497561 | 1 | churn | 0.001088 | -0.002155 | 0.111315 | 0.088973 | 0.048708 | 0.122046 | 0.076029 | 0.051633 | Female | 68 | No | No | Employed | Suburban | Doctor | 1,671,861,600 |
6 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | <80hrs | Active | 879d20f0-aaad-47e5-99bd-50665d777e12 | churn | 0.806531 | 1 | churn | 0.155955 | -0.001509 | -0.009158 | 0.132294 | -0.047696 | 0.082159 | 0.069808 | 0.089121 | Female | 26 | Yes | No | Employed | Suburban | High School or Below | 1,671,861,600 |
60 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | 74e490b1-0a44-40bc-9afa-a68ea0d37597 | no_churn | 0.123224 | 0 | no_churn | -0.124172 | -0.003034 | -0.005519 | -0.043775 | -0.051516 | -0.075298 | 0.00724 | 0.027047 | Female | 31 | No | No | Unemployed | Suburban | College | 1,671,861,600 |
43 | Yes | Yes | Fiber optic | In_Store_Support | One year | <50hrs | Active | 0ce15e8f-f086-47a1-84c8-05ca5853a638 | churn | 0.344688 | 1 | churn | 0.093454 | -0.001421 | 0.080332 | 0.181604 | 0.062949 | -0.0436 | 0.158116 | 0.10954 | Male | 57 | No | Yes | Unemployed | Rural | High School or Below | 1,671,861,600 |
53 | Yes | Yes | Fiber optic | Phone_Support | One year | <80hrs | Active | 9c1acf85-a866-48d4-91d1-6e1a2fb4c024 | no_churn | 0.148624 | 0 | no_churn | 0.020788 | -0.003824 | 0.063225 | -0.007266 | 0.016578 | -0.160366 | 0.011008 | 0.070831 | Male | 47 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
71 | Yes | No | Fiber optic | Phone_Support | Two year | <80hrs | Active | 2c6dc971-b6ef-4059-aa40-def6aaa3bd0e | no_churn | 0.030244 | 0 | no_churn | -0.11878 | -0.002969 | -0.079824 | 0.011375 | 0.01287 | -0.105235 | 0.019822 | 0.03688 | Female | 70 | No | No | Employed | Suburban | College | 1,671,861,600 |
71 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | 002aa856-853a-4aa5-b1d6-c4db64ca46a5 | no_churn | 0.257173 | 0 | no_churn | -0.149334 | -0.003619 | 0.007079 | 0.037152 | -0.090572 | -0.108849 | 0.018263 | 0.020854 | Male | 46 | No | No | Unemployed | Suburban | College | 1,671,861,600 |
58 | Yes | Yes | Fiber optic | Phone_Support | Two year | 100hrs+ | Active | 49311a62-e622-4ed2-aed4-ef0b3aae4dde | no_churn | 0.132654 | 0 | no_churn | 0.068178 | -0.000466 | 0.095411 | 0.12736 | 0.107693 | -0.065747 | 0.137457 | 0.121088 | Male | 29 | Yes | No | Unemployed | Rural | College | 1,671,861,600 |
52 | Yes | Yes | Fiber optic | Phone_Support | Two year | <80hrs | Active | 93917992-f73a-4589-8f49-700d00b713a7 | churn | 0.188674 | 1 | churn | -0.064032 | -0.001377 | 0.033985 | 0.030596 | 0.000508 | -0.217074 | 0.006436 | 0.055266 | Male | 38 | No | Yes | Unemployed | Suburban | College | 1,671,861,600 |
72 | Yes | Yes | Fiber optic | In_Store_Support | Two year | <80hrs | Active | afe8b715-b30d-4a94-8a92-d54fbe7b9c2b | no_churn | 0.033562 | 0 | no_churn | -0.157379 | -0.003192 | 0.006919 | 0.03463 | -0.050445 | -0.147903 | 0.023061 | 0.025284 | Male | 78 | Yes | Yes | Employed | Suburban | College | 1,671,861,600 |
14 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 9e93f971-2c38-4d8b-909d-bd568cd4e935 | no_churn | 0.388559 | 0 | no_churn | -0.050919 | -0.008827 | 0.046606 | 0.028788 | -0.135555 | 0.06312 | -0.028596 | -0.030592 | Female | 21 | Yes | Yes | Employed | Suburban | College | 1,671,861,600 |
33 | Yes | No | Fiber optic | Phone_Support | Two year | 0hrs | Disabled | 651f8f26-5976-4b2e-a67a-564300796b68 | no_churn | 0.018471 | 0 | no_churn | 0.024041 | -0.001579 | -0.010069 | 0.088645 | 0.026005 | -0.139266 | -0.008911 | -0.007891 | Male | 45 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,861,600 |
70 | Yes | No | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | c27a677e-10b5-41ea-841c-9e74774f69db | churn | 0.052957 | 0 | no_churn | -0.065899 | -0.00256 | -0.0778 | 0.042891 | 0.003674 | -0.089865 | -0.008091 | -0.005711 | Male | 72 | Yes | Yes | Medical Leave | Urban | College | 1,671,861,600 |
51 | Yes | Yes | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | d34987ba-4b09-4651-ae0b-4db544d3f357 | no_churn | 0.315069 | 0 | no_churn | -0.154632 | -0.004763 | 0.039473 | 0.044841 | -0.167606 | 0.034391 | -0.028003 | -0.017061 | Female | 49 | No | Yes | Employed | Suburban | High School or Below | 1,671,861,600 |
71 | Yes | No | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | 54257a85-5da6-436f-9e9d-dc85483e9e18 | no_churn | 0.010686 | 0 | no_churn | -0.10852 | -0.002999 | -0.022617 | 0.02733 | -0.01886 | -0.1071 | -0.008136 | -0.011457 | Female | 67 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
23 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 11be666b-0c23-4a38-abfb-7755196ee417 | no_churn | 0.167607 | 0 | no_churn | -0.127402 | -0.006158 | -0.124373 | 0.037688 | -0.043716 | 0.041305 | -0.017879 | -0.015811 | Female | 55 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
35 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | b3b23540-15f4-4300-9aed-e7ad17d4fb74 | no_churn | 0.21152 | 0 | no_churn | -0.015708 | -0.003731 | 0.060514 | 0.157794 | 0.066031 | 0.116547 | 0.007508 | -0.013096 | Male | 77 | No | Yes | Disabled | Suburban | High School or Below | 1,671,861,600 |
2 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 986dfc22-9165-4600-b361-c5d3979e791e | churn | 0.786088 | 1 | churn | 0.216638 | 0.000726 | -0.027358 | -0.038903 | 0.050861 | 0.151907 | 0.120404 | 0.108866 | Female | 62 | No | Yes | Disabled | Suburban | Bachelor | 1,671,861,600 |
6 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 31e49e7e-d571-47cc-9213-8abb1924456a | no_churn | 0.379834 | 0 | no_churn | 0.091266 | -0.000975 | 0.025178 | 0.014412 | 0.097126 | 0.105886 | 0.066821 | 0.074594 | Male | 68 | No | Yes | Employed | Rural | College | 1,671,861,600 |
2 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 9654ce16-58f2-4475-b392-ad53c3541009 | churn | 0.564451 | 1 | churn | 0.277682 | 0.074104 | 0.041916 | -0.009293 | -0.016191 | 0.176651 | 0.106744 | 0.069361 | Female | 26 | No | No | Unemployed | Rural | College | 1,671,861,600 |
67 | No | No phone service | High Speed | Phone_Support | Two year | <50hrs | Active | 7d12e620-ebad-4492-8e9b-b9bd4b6fc182 | no_churn | 0.032877 | 0 | no_churn | -0.117937 | -0.005526 | -0.018255 | -0.007616 | 0.025142 | -0.181206 | 0.022005 | 0.034367 | Male | 44 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,861,600 |
25 | No | No phone service | Medium Speed | Phone_Support | One year | <50hrs | Active | 75203aa7-e922-4cd1-b24a-3839d2548c82 | no_churn | 0.099502 | 0 | no_churn | -0.006577 | -0.02546 | -0.007111 | -0.036079 | 0.070183 | -0.115756 | 0.023989 | 0.069784 | Male | 38 | Yes | Yes | Unemployed | Rural | High School or Below | 1,671,861,600 |
32 | Yes | No | Low Speed | Phone_Support | One year | <80hrs | Active | 070ba2c6-7a8a-45d5-a3ff-2422073ed5ff | no_churn | 0.155149 | 0 | no_churn | 0.007642 | -0.003805 | 0.012522 | -0.007325 | 0.071489 | -0.106916 | 0.061683 | 0.065684 | Female | 43 | Yes | No | Unemployed | Urban | High School or Below | 1,671,861,600 |
52 | Yes | Yes | High Speed | Phone_Support | One year | <80hrs | Active | 3e8b36ed-8d6a-4e4a-8113-018b152334f2 | no_churn | 0.142866 | 0 | no_churn | 0.03714 | -0.00431 | 0.058184 | 0.060996 | 0.10373 | -0.111993 | 0.138157 | 0.08907 | Male | 76 | No | Yes | Employed | Rural | Doctor | 1,671,861,600 |
7 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 05d2e1c9-9c1b-4d73-b9b1-2e998da0213a | churn | 0.533893 | 1 | churn | 0.143473 | -0.007425 | 0.01093 | -0.000825 | 0.13686 | 0.113137 | 0.061532 | 0.051292 | Male | 69 | No | No | Disabled | Suburban | High School or Below | 1,671,861,600 |
2 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | f5c88edc-17d1-4a50-b3da-d13a4c358606 | no_churn | 0.310735 | 0 | no_churn | 0.186715 | -0.006255 | -0.04176 | -0.046946 | 0.091188 | 0.118904 | 0.042012 | 0.107822 | Female | 51 | No | Yes | Employed | Urban | High School or Below | 1,671,861,600 |
66 | Yes | Yes | Low Speed | Phone_Support | Two year | 100hrs+ | Active | 4f4ca2ed-7269-4955-90be-0adff355df2a | no_churn | 0.085867 | 1 | churn | -0.07693 | -0.001328 | 0.005898 | 0.002933 | -0.009696 | -0.254779 | 0.032794 | 0.05208 | Male | 56 | No | Yes | Unemployed | Urban | College | 1,671,861,600 |
16 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | 2f207f46-275a-4251-9a16-fe97c7e4b99b | no_churn | 0.283054 | 0 | no_churn | 0.169643 | -0.004376 | 0.072239 | 0.01409 | 0.174904 | 0.144816 | 0.103072 | 0.046586 | Male | 66 | No | No | Employed | Suburban | College | 1,671,861,600 |
15 | Yes | No | High Speed | Phone_Support | One year | <80hrs | Active | f87fa8d8-5184-490c-bf10-bad8c360ce3d | no_churn | 0.077097 | 0 | no_churn | 0.003372 | -0.005988 | -0.053718 | -0.01607 | 0.034069 | -0.167785 | 0.007404 | 0.044857 | Male | 50 | No | No | Unemployed | Suburban | Doctor | 1,671,861,600 |
59 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 3c3679b4-2377-4523-92ab-18bf6a559904 | no_churn | 0.392834 | 0 | no_churn | -0.141855 | -0.007601 | -0.007545 | -0.079908 | -0.092947 | 0.038809 | 0.015161 | 0.00686 | Male | 37 | No | No | Employed | Suburban | College | 1,671,861,600 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 1f1ca5f7-b4f4-47ad-8d24-9383c46743c0 | churn | 0.650341 | 1 | churn | 0.297678 | 0.03494 | 0.003566 | 0.022851 | 0.095175 | 0.175478 | 0.048824 | 0.038461 | Male | 50 | No | No | Employed | Urban | Bachelor | 1,671,861,600 |
72 | No | No phone service | High Speed | In_Store_Support | Two year | 100hrs+ | Active | dd016e92-700b-4bd3-a10f-d101bfd1a69e | churn | 0.330058 | 1 | churn | -0.098048 | 0.002195 | -0.003539 | -0.013001 | -0.050829 | -0.137602 | 0.011723 | 0.020074 | Male | 64 | No | Yes | Employed | Rural | Bachelor | 1,671,861,600 |
41 | Yes | No | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | e5fe7c16-7a5b-410f-be00-ca637ca47e2f | no_churn | 0.007771 | 0 | no_churn | -0.019136 | -0.004313 | -0.00288 | -0.053229 | -0.045738 | -0.112156 | -0.014896 | -0.016678 | Female | 40 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
1 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6f5fc095-6277-4c3c-a892-51bbfb1fc128 | no_churn | 0.619432 | 0 | no_churn | 0.24186 | 0.054012 | 0.027869 | -0.04414 | -0.112285 | 0.132537 | -0.044866 | -0.039967 | Male | 52 | Yes | No | Employed | Urban | Bachelor | 1,671,861,600 |
46 | Yes | Yes | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 2378a5b7-176d-4232-97e3-d80d87c00644 | no_churn | 0.030843 | 0 | no_churn | -0.082143 | -0.009643 | -0.016665 | -0.03654 | -0.017809 | -0.059422 | -0.018196 | -0.028608 | Female | 73 | No | No | Employed | Rural | High School or Below | 1,671,861,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c70b39dd-5748-4841-8b9a-685131b7b070 | no_churn | 0.248691 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Male | 35 | No | No | Unemployed | Urban | College | 1,671,861,600 |
60 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | a800877e-4fc0-4f0b-9cbc-cd3076d3eef1 | no_churn | 0.014979 | 0 | no_churn | -0.057882 | -0.003723 | -0.01393 | -0.024385 | 0.006264 | -0.121085 | -0.026745 | -0.027541 | Female | 60 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fb93089f-b02f-4bdf-bb1f-7bace8c8ca23 | churn | 0.292214 | 1 | churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 44 | No | No | Employed | Suburban | College | 1,671,861,600 |
44 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | f3feb0a0-fb4f-4941-b1c9-ccecfdf4523a | no_churn | 0.008835 | 0 | no_churn | -0.069214 | -0.004276 | -0.01471 | -0.035615 | -0.018896 | -0.093411 | -0.016373 | -0.01653 | Female | 20 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
66 | Yes | Yes | High Speed | Phone_Support | Two year | 0hrs | Disabled | 375f334c-7e6c-43d4-ba67-7e0b9d9e8dc8 | no_churn | 0.004696 | 0 | no_churn | 0.00018 | -0.00194 | 0.028758 | -0.014511 | -0.017909 | -0.167712 | -0.021701 | -0.015526 | Male | 56 | Yes | No | Medical Leave | Urban | High School or Below | 1,671,861,600 |
52 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 4cf16968-27be-4db3-b807-d2e0ade336ae | no_churn | 0.018848 | 0 | no_churn | -0.062744 | -0.00331 | -0.011598 | -0.020987 | -0.027382 | -0.065958 | -0.027294 | -0.049753 | Male | 32 | No | No | Unemployed | Urban | College | 1,671,861,600 |
25 | Yes | No | Low Speed | Phone_Support | One year | 0hrs | Disabled | 43f3e70b-61b1-4034-81eb-f409a9f8112f | no_churn | 0.073295 | 0 | no_churn | -0.032077 | -0.007469 | -0.025768 | -0.04159 | 0.004409 | -0.087116 | -0.037749 | -0.041665 | Female | 49 | Yes | Yes | Unemployed | Urban | College | 1,671,861,600 |
35 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6a49e352-cc06-42f7-9bd9-a4e6b57ad12d | no_churn | 0.054265 | 0 | no_churn | -0.114374 | -0.008516 | -0.046258 | -0.058378 | -0.023901 | 0.033801 | -0.030079 | -0.015988 | Male | 22 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,861,600 |
8 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 094f03f1-afa0-4cda-9443-4aafb7695038 | no_churn | 0.152886 | 0 | no_churn | -0.020989 | -0.016975 | -0.038892 | -0.055839 | -0.105274 | 0.024341 | -0.033806 | -0.021592 | Female | 32 | No | No | Employed | Suburban | College | 1,671,861,600 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | eb45c78b-7600-48b9-9e6b-27e55cba9dba | no_churn | 0.105236 | 0 | no_churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Male | 80 | Yes | Yes | Employed | Suburban | Master | 1,671,861,600 |
4 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | cf6fb5de-c00a-4cdf-b01d-0f14ed1b5ac9 | no_churn | 0.064402 | 0 | no_churn | 0.011936 | -0.01301 | -0.086743 | -0.125288 | -0.022233 | 0.064519 | -0.049692 | -0.048516 | Female | 80 | Yes | No | Employed | Rural | Bachelor | 1,671,861,600 |
27 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | ca6f13e6-5607-4718-96d0-c0b5550d778d | no_churn | 0.016036 | 0 | no_churn | -0.089649 | -0.004105 | -0.013602 | -0.03221 | -0.033499 | -0.05336 | -0.018717 | -0.023883 | Male | 63 | No | Yes | Employed | Urban | High School or Below | 1,671,861,600 |
24 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 19a1b43b-4721-49d2-84fb-601ea3625ce1 | churn | 0.188968 | 1 | churn | -0.123278 | -0.007921 | -0.040774 | -0.024149 | -0.043598 | 0.029755 | -0.032854 | -0.026207 | Male | 41 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
64 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 0e18c936-3435-4414-917e-95f298077e81 | no_churn | 0.004395 | 0 | no_churn | -0.055655 | -0.00276 | -0.045234 | -0.016044 | -0.022404 | -0.102954 | -0.011994 | -0.011982 | Female | 30 | No | No | Employed | Urban | College | 1,671,861,600 |
13 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | 0dc71f7f-75b2-46c0-a9a4-b8ee5768f655 | no_churn | 0.03086 | 0 | no_churn | -0.021366 | -0.007219 | -0.029794 | -0.040314 | 0.00272 | -0.093273 | -0.037897 | -0.041882 | Male | 44 | Yes | Yes | Unemployed | Suburban | College | 1,671,861,600 |
67 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 3d519bc6-e280-43b1-9998-7f71837eedfd | no_churn | 0.006504 | 0 | no_churn | -0.045936 | -0.003267 | -0.017309 | -0.021087 | -0.01748 | -0.131319 | -0.014767 | -0.017862 | Female | 55 | No | Yes | Employed | Rural | High School or Below | 1,671,861,600 |
8 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e8a1f28a-70a0-4731-9f22-b43c049d2b56 | no_churn | 0.156598 | 0 | no_churn | 0.092419 | -0.013118 | 0.010424 | -0.037118 | 0.069426 | 0.091397 | -0.041665 | -0.057559 | Male | 79 | No | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
7 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5b937ffb-7621-4457-bab0-ac881e8d0f58 | no_churn | 0.133975 | 0 | no_churn | 0.029112 | -0.001989 | -0.000107 | -0.025506 | -0.016499 | 0.064898 | -0.016796 | -0.010832 | Female | 36 | No | No | Employed | Suburban | College | 1,671,861,600 |
56 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 96ca3073-f8d0-4d75-8d98-82a3f8ee07e0 | no_churn | 0.012079 | 0 | no_churn | -0.017123 | -0.003061 | 0.001885 | -0.056905 | 0.019187 | -0.130813 | -0.035694 | -0.046501 | Male | 76 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
35 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2efb0388-8951-4f1d-985c-6750863fa706 | no_churn | 0.239586 | 0 | no_churn | -0.064685 | -0.006618 | 0.012247 | -0.092795 | -0.059904 | 0.04122 | -0.028662 | -0.040663 | Female | 28 | No | No | Employed | Rural | Bachelor | 1,671,861,600 |
29 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 0e7772a6-4690-4e63-987b-bc3a76630349 | no_churn | 0.016965 | 0 | no_churn | -0.059707 | -0.004494 | -0.017796 | -0.041809 | -0.023762 | -0.078383 | -0.019874 | -0.023202 | Male | 67 | No | No | Employed | Suburban | High School or Below | 1,671,861,600 |
2 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f100c962-4303-4222-9f9b-6b647dc6c793 | no_churn | 0.202641 | 0 | no_churn | 0.21591 | -0.008026 | -0.000355 | -0.029114 | 0.024904 | 0.118519 | -0.019358 | -0.031149 | Male | 40 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
27 | Yes | No | Low Speed | Phone_Support | Two year | 0hrs | Disabled | 87a6bc97-1eb4-441e-8417-62775a2e62e8 | no_churn | 0.006893 | 0 | no_churn | -0.037795 | -0.005557 | -0.016821 | -0.029162 | 0.012219 | -0.103163 | -0.041826 | -0.046921 | Female | 57 | No | Yes | Employed | Rural | College | 1,671,861,600 |
13 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 25b205b9-19e2-49d1-baae-e9a03736246e | no_churn | 0.107797 | 0 | no_churn | -0.022367 | -0.00682 | -0.031132 | -0.038095 | -0.027705 | -0.076949 | -0.028805 | -0.037153 | Male | 71 | No | No | Employed | Suburban | High School or Below | 1,671,861,600 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b109b76d-95f8-4151-8cf4-593721884a4f | no_churn | 0.558895 | 0 | no_churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Male | 42 | Yes | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
26 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | a3021c1c-75a6-4308-a02d-a8b85af8067f | no_churn | 0.034547 | 0 | no_churn | -0.103934 | -0.013126 | -0.106143 | -0.021066 | -0.024494 | 0.036662 | -0.02343 | -0.013495 | Male | 25 | No | No | Unemployed | Suburban | College | 1,671,861,600 |
18 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 91bcafff-8185-40a7-ac47-dfff5ef7b736 | no_churn | 0.174176 | 0 | no_churn | -0.067978 | -0.009669 | -0.04536 | -0.025451 | -0.075362 | 0.023324 | -0.037868 | -0.030661 | Female | 30 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
10 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c23a2162-7014-4f25-ad05-bb5eda98c080 | no_churn | 0.253174 | 0 | no_churn | 0.096401 | -0.005157 | 0.077594 | 0.020005 | 0.077568 | 0.104853 | -0.054807 | -0.059927 | Female | 25 | No | No | Employed | Rural | Bachelor | 1,671,861,600 |
70 | Yes | No | High Speed | Phone_Support | Two year | 0hrs | Disabled | 72ce6ba1-64a7-4f23-832e-ffa67ce8a24d | no_churn | 0.005054 | 0 | no_churn | -0.066831 | -0.003569 | -0.018886 | -0.015846 | 0.001311 | -0.122538 | -0.017805 | -0.024863 | Male | 28 | No | No | Employed | Suburban | College | 1,671,861,600 |
1 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b2b537fb-77d8-4ece-9a6e-73ca2d7e9e94 | churn | 0.747226 | 1 | churn | 0.308048 | 0.118279 | 0.067553 | 0.029049 | 0.067418 | 0.180741 | -0.015453 | -0.024661 | Male | 54 | No | No | Employed | Suburban | College | 1,671,861,600 |
62 | Yes | Yes | Medium Speed | Phone_Support | One year | 0hrs | Disabled | 7e8bc1d3-cab0-4113-a73b-f7a00370d035 | no_churn | 0.014697 | 0 | no_churn | -0.067205 | -0.002624 | -0.0111 | -0.012729 | 0.005188 | -0.072902 | -0.038412 | -0.069243 | Male | 75 | No | Yes | Unemployed | Suburban | College | 1,671,861,600 |
1 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 768b41bb-645b-4b55-ae8a-98ee44b00e5b | no_churn | 0.283128 | 0 | no_churn | 0.230857 | -0.009169 | -0.00129 | -0.050086 | -0.041234 | 0.114011 | -0.036127 | -0.006668 | Female | 50 | Yes | No | Disabled | Suburban | Bachelor | 1,671,861,600 |
72 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 3a2a9396-c71d-40a0-be07-3fe0fbe425e0 | no_churn | 0.002168 | 0 | no_churn | -0.075034 | -0.003769 | -0.006018 | -0.019083 | -0.027044 | -0.111405 | -0.012998 | -0.013676 | Male | 34 | No | No | Employed | Urban | Bachelor | 1,671,861,600 |
22 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | c7a27228-3784-41a0-a86b-552cf6582d7e | no_churn | 0.070194 | 0 | no_churn | -0.01549 | -0.003724 | -0.028496 | -0.018141 | -0.057264 | -0.072754 | -0.035724 | -0.037433 | Male | 40 | No | No | Unemployed | Suburban | Bachelor | 1,671,861,600 |
61 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 93fee624-d0f0-482a-bd93-d26029ed6fc8 | no_churn | 0.013324 | 0 | no_churn | -0.040729 | -0.006118 | -0.009132 | -0.035488 | -0.012898 | -0.108318 | -0.019128 | -0.017215 | Male | 21 | No | Yes | Disabled | Suburban | Bachelor | 1,671,861,600 |
10 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8705e865-0280-438b-8a60-2fece9b192be | no_churn | 0.190887 | 0 | no_churn | -0.041489 | -0.009275 | -0.026263 | -0.099107 | -0.009203 | 0.053038 | -0.066194 | -0.070535 | Male | 23 | No | Yes | Unemployed | Rural | College | 1,671,861,600 |
29 | Yes | No | Medium Speed | Phone_Support | Two year | 0hrs | Disabled | 68f6ec9e-72d7-40d9-8692-b78f9ebacea8 | no_churn | 0.010633 | 0 | no_churn | -0.026974 | -0.003377 | -0.006463 | -0.036792 | 0.023308 | -0.13543 | -0.033114 | -0.050185 | Female | 25 | Yes | No | Employed | Suburban | High School or Below | 1,671,861,600 |
15 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d895f939-50a2-4bee-add1-27765aed6661 | no_churn | 0.153992 | 0 | no_churn | 0.181643 | -0.000755 | -0.053958 | 0.02605 | 0.115959 | 0.125032 | -0.021561 | -0.019042 | Male | 44 | No | No | Medical Leave | Suburban | High School or Below | 1,671,861,600 |
2 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 1989f37a-ad81-4798-8a1a-5d29305dd776 | no_churn | 0.095034 | 0 | no_churn | 0.179694 | -0.015275 | -0.013266 | -0.050628 | 0.007986 | 0.110382 | -0.014215 | -0.017062 | Female | 64 | No | No | Employed | Urban | Bachelor | 1,671,861,600 |
2 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 60889334-2fb0-4d1e-af4f-2f977eb832f3 | no_churn | 0.486715 | 0 | no_churn | 0.143067 | -0.007023 | -0.027661 | -0.051391 | 0.051677 | 0.08347 | -0.027797 | -0.054996 | Male | 31 | No | Yes | Unemployed | Suburban | College | 1,671,861,600 |
37 | No | No phone service | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | e2442005-da59-4b14-9357-1d8b0294a43e | no_churn | 0.024579 | 0 | no_churn | -0.026891 | 0.049383 | 0.018479 | -0.01056 | 0.026851 | -0.250194 | -0.012226 | -0.023868 | Male | 56 | Yes | Yes | Employed | Rural | High School or Below | 1,671,861,600 |
57 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 78293e38-7b66-4d22-9cd3-16e640c3952a | no_churn | 0.010978 | 0 | no_churn | -0.01446 | -0.003692 | -0.011469 | -0.024975 | 0.020083 | -0.132175 | -0.03745 | -0.064887 | Male | 65 | No | No | Employed | Rural | College | 1,671,861,600 |
4 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 84f02b25-5f9a-4638-bb52-f295586e1ace | churn | 0.530271 | 1 | churn | 0.011936 | -0.01301 | -0.086743 | -0.125288 | -0.022233 | 0.064519 | -0.049692 | -0.048516 | Male | 80 | No | No | Medical Leave | Suburban | Bachelor | 1,671,861,600 |
4 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b2a0f4b4-a270-423e-882c-1b581ee0291d | churn | 0.594431 | 1 | churn | 0.085727 | -0.008205 | 0.081313 | -0.049327 | 0.016739 | 0.11838 | -0.047178 | -0.055787 | Female | 66 | No | Yes | Employed | Urban | Doctor | 1,671,861,600 |
61 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | e56ac270-6d9d-4396-853d-69c47888c6f7 | no_churn | 0.009489 | 0 | no_churn | -0.062176 | -0.003618 | -0.01178 | -0.025559 | 0.002704 | -0.116643 | -0.02592 | -0.026034 | Female | 36 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 4202f8cb-fa29-424f-a851-8e5614755f06 | churn | 0.665271 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 51 | No | No | Employed | Rural | Bachelor | 1,671,861,600 |
5 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 17c05948-f29d-4add-b353-b13e65b32f8c | no_churn | 0.059755 | 0 | no_churn | 0.047021 | -0.004758 | -0.028683 | -0.019236 | 0.012948 | -0.183148 | -0.038509 | -0.04216 | Female | 60 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3cf4f791-a495-4128-95e4-6340cc8f42c2 | no_churn | 0.111066 | 0 | no_churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Female | 52 | No | Yes | Unemployed | Rural | High School or Below | 1,671,861,600 |
35 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 86f30d6f-4a1e-4fe0-8d89-a3f2f3bb20f6 | no_churn | 0.025671 | 0 | no_churn | -0.042166 | -0.0054 | -0.014485 | -0.116817 | 0.012765 | -0.054686 | -0.014619 | -0.033617 | Female | 46 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
21 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | 4564d30b-2b92-4d84-9e4a-6916f9a674a5 | no_churn | 0.039593 | 0 | no_churn | -0.025549 | -0.004929 | -0.037573 | -0.024016 | -0.008026 | -0.092522 | -0.039152 | -0.037259 | Female | 37 | No | No | Employed | Rural | Bachelor | 1,671,861,600 |
42 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 2683036e-b2a4-434a-9327-d9ec3438f0e6 | no_churn | 0.007231 | 0 | no_churn | -0.010215 | -0.004125 | -0.015631 | -0.05542 | 0.012272 | -0.133136 | -0.024109 | -0.038662 | Male | 70 | Yes | No | Employed | Urban | College | 1,671,861,600 |
17 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cfb1052c-f7d4-49df-8b47-163f12e2c52a | churn | 0.080104 | 1 | churn | 0.050478 | -0.003983 | -0.006386 | -0.215927 | 0.034278 | 0.065114 | -0.025308 | -0.053959 | Female | 69 | Yes | No | Employed | Suburban | Bachelor | 1,671,861,600 |
71 | Yes | Yes | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | faa03194-a542-4938-9b2d-a35af7e7bd54 | no_churn | 0.002203 | 0 | no_churn | -0.088546 | -0.003852 | -0.000792 | -0.027589 | 0.003078 | -0.108256 | -0.016707 | -0.026362 | Male | 33 | No | Yes | Unemployed | Suburban | College | 1,671,861,600 |
61 | Yes | No | High Speed | Web_Chat_Support | One year | 0hrs | Disabled | d14ff434-e723-4c3a-b66c-a3938f32125e | no_churn | 0.024457 | 0 | no_churn | -0.053939 | -0.004605 | -0.010715 | -0.06402 | 0.00463 | -0.075749 | -0.033367 | -0.03126 | Male | 57 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
39 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 377ec587-a8b0-4a97-b24d-a768d12a9541 | no_churn | 0.163966 | 0 | no_churn | -0.049852 | -0.019731 | -0.062164 | -0.120505 | -0.032896 | 0.049537 | -0.013771 | -0.019645 | Female | 20 | No | Yes | Disabled | Urban | Bachelor | 1,671,861,600 |
13 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8bf53f1f-e93b-4e23-af8d-812080f18828 | no_churn | 0.278549 | 0 | no_churn | -0.049522 | -0.008992 | -0.056611 | -0.082804 | 0.016822 | 0.051425 | -0.062422 | -0.072922 | Female | 72 | No | No | Unemployed | Urban | College | 1,671,861,600 |
10 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b7e97642-877e-4c36-b879-1e1ebe2faf0a | no_churn | 0.085061 | 0 | no_churn | -0.041489 | -0.009275 | -0.026263 | -0.099107 | -0.009203 | 0.053038 | -0.066194 | -0.070535 | Female | 67 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
48 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 7ca1f311-fee7-4541-ab63-2d1f360da11b | no_churn | 0.01098 | 0 | no_churn | -0.041577 | -0.00511 | -0.016853 | -0.031066 | 0.01396 | -0.116932 | -0.022618 | -0.04883 | Male | 59 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
46 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 75cc7f42-3839-4d87-a9d5-fba39c18edc6 | no_churn | 0.008676 | 0 | no_churn | -0.066855 | -0.004955 | -0.010774 | -0.029821 | 0.005565 | -0.09054 | -0.031648 | -0.039998 | Female | 73 | No | No | Employed | Suburban | High School or Below | 1,671,861,600 |
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