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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 9f38abf9-8797-4465-a5b3-942b5c78099a | churn | 0.364768 | 1 | churn | 0.092419 | -0.013118 | 0.010424 | -0.037118 | 0.069426 | 0.091397 | -0.041665 | -0.057559 | Female | 62 | Yes | No | Employed | Rural | Bachelor | 1,673,330,400 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 935c6330-4443-4577-9a17-cf3aafebdb01 | no_churn | 0.448617 | 0 | no_churn | -0.046886 | -0.006945 | 0.110449 | 0.080193 | 0.082063 | 0.110481 | -0.023446 | -0.040074 | Female | 55 | Yes | Yes | Retired | Suburban | College | 1,673,330,400 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | cfa70147-4393-497c-b494-a59754117a27 | no_churn | 0.60949 | 0 | no_churn | 0.086209 | -0.002091 | 0.039556 | 0.129146 | 0.116242 | 0.152587 | 0.124078 | 0.059581 | Female | 56 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,673,330,400 |
20 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | d4908459-50f7-4376-ba36-85becfeae96c | no_churn | 0.225046 | 0 | no_churn | 0.020835 | -0.002077 | 0.077119 | 0.163505 | 0.03512 | 0.120171 | -0.019782 | -0.015065 | Female | 45 | No | No | Employed | Suburban | College | 1,673,330,400 |
18 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | b5005dd0-4657-4c49-94b8-50e678409dbb | churn | 0.338281 | 1 | churn | 0.073023 | -0.006079 | -0.05304 | 0.056671 | 0.108848 | 0.09753 | 0.176346 | 0.123889 | Male | 45 | No | No | Employed | Rural | Bachelor | 1,673,330,400 |
52 | No | No phone service | Medium Speed | In_Store_Support | Two year | <50hrs | Active | 940424e0-1aed-4f1b-a43b-ef223cea5756 | no_churn | 0.013326 | 0 | no_churn | -0.079384 | 0.008048 | -0.005712 | -0.033788 | -0.056347 | -0.130291 | 0.01091 | 0.017538 | Male | 63 | No | No | Employed | Suburban | High School or Below | 1,673,330,400 |
72 | Yes | Yes | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | b7ed492f-2354-44ca-b110-af7347bf0310 | no_churn | 0.004154 | 0 | no_churn | -0.074786 | -0.003627 | -0.010056 | -0.025079 | -0.02105 | -0.105654 | -0.011324 | -0.017451 | Male | 56 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,330,400 |
72 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | d2e7a286-c986-4794-a843-68f847ea487b | no_churn | 0.004856 | 0 | no_churn | -0.168964 | -0.002125 | -0.004878 | 0.012818 | -0.095707 | 0.05025 | 0.079838 | 0.053075 | Male | 21 | Yes | Yes | Unemployed | Suburban | Master | 1,673,330,400 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e0871558-532c-4dcb-9633-d68f4660466d | churn | 0.780569 | 1 | churn | 0.185782 | -0.003329 | 0.096629 | 0.101907 | 0.050355 | 0.151435 | -0.007437 | 0.019444 | Female | 74 | No | No | Employed | Suburban | College | 1,673,330,400 |
71 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | a4e41613-3535-48cf-9c1b-2142af5d5f81 | no_churn | 0.003698 | 0 | no_churn | -0.075988 | -0.003154 | -0.001914 | -0.033141 | 0.004669 | -0.116725 | -0.018831 | -0.023941 | Male | 70 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
18 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 3437b85b-cb55-4248-a9f0-7866eede4183 | churn | 0.165846 | 1 | churn | -0.088074 | -0.011849 | -0.06268 | -0.013014 | -0.002826 | 0.045992 | -0.059558 | -0.052473 | Male | 37 | No | No | Unemployed | Suburban | College | 1,673,330,400 |
13 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | f50160b2-3baa-4f28-9495-07cd9f931d52 | churn | 0.725746 | 1 | churn | 0.151816 | -0.00264 | 0.019828 | 0.059131 | 0.083168 | 0.153631 | 0.107761 | 0.036851 | Male | 75 | No | No | Employed | Suburban | College | 1,673,330,400 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 6d7e9296-8ea8-41e3-96c7-d8ca1b98476e | churn | 0.439676 | 1 | churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Male | 62 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 3ab4bcf0-4b0c-41d6-98c8-ad2d2b6c2c87 | no_churn | 0.084565 | 0 | no_churn | -0.173712 | -0.002509 | -0.053636 | 0.007712 | 0.049051 | 0.063911 | -0.027532 | -0.053978 | Male | 71 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
72 | Yes | Yes | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 83a38515-b8ca-4d44-90e9-9e23a872848e | no_churn | 0.001981 | 0 | no_churn | -0.075034 | -0.003769 | -0.006018 | -0.019083 | -0.027044 | -0.111405 | -0.012998 | -0.013676 | Female | 20 | No | No | Employed | Suburban | High School or Below | 1,673,330,400 |
30 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 6557f8e4-fb53-46e5-ba3f-71bf59133865 | no_churn | 0.341131 | 0 | no_churn | -0.186094 | -0.004931 | -0.016649 | -0.145095 | 0.018643 | 0.050983 | -0.035603 | 0.059721 | Female | 79 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
19 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 68664815-9ffd-481f-baf8-18f5bae51a82 | no_churn | 0.479141 | 0 | no_churn | -0.007359 | -0.005729 | -0.029583 | -0.084767 | -0.015601 | 0.069484 | -0.000254 | 0.083354 | Male | 63 | No | No | Employed | Urban | High School or Below | 1,673,330,400 |
37 | Yes | Yes | Low Speed | Phone_Support | One year | 0hrs | Disabled | e006b3a6-b82a-42b2-87ad-83bfc8f0d415 | no_churn | 0.046912 | 0 | no_churn | -0.06486 | -0.006871 | 0.006393 | -0.036637 | 0.003195 | -0.100724 | -0.022646 | -0.041421 | Female | 77 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
17 | No | No phone service | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | af626bb8-c2e8-490c-aa33-c23a1b7dce88 | no_churn | 0.060184 | 0 | no_churn | 0.080024 | 0.016602 | -0.020626 | -0.017022 | 0.075152 | 0.113961 | -0.029452 | -0.017332 | Female | 49 | Yes | No | Unemployed | Suburban | College | 1,673,330,400 |
17 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | fef0db45-d3a9-4540-8ab4-824c71cacde8 | no_churn | 0.013416 | 0 | no_churn | 0.078409 | -0.002751 | 0.002043 | -0.124675 | 0.005013 | 0.078067 | -0.034014 | -0.035078 | Male | 50 | Yes | No | Employed | Suburban | High School or Below | 1,673,330,400 |
6 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 7a30f6f4-3fa4-4ebd-a051-36aa4a56c4b4 | no_churn | 0.761905 | 0 | no_churn | 0.030578 | -0.003541 | 0.020737 | 0.154612 | -0.022964 | 0.121836 | -0.032772 | -0.042072 | Male | 53 | No | Yes | Unemployed | Urban | Bachelor | 1,673,330,400 |
28 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 5b511d46-e6c7-4d90-8511-b928c4d95ee0 | churn | 0.455672 | 1 | churn | 0.027442 | -0.00176 | 0.091644 | -0.019201 | 0.123099 | 0.129508 | 0.166986 | 0.133255 | Female | 53 | No | No | Unemployed | Suburban | High School or Below | 1,673,330,400 |
72 | No | No phone service | High Speed | In_Store_Support | Two year | <80hrs | Active | b9ae82bb-d598-45e5-9364-4cf7c220ecb9 | no_churn | 0.005232 | 0 | no_churn | -0.087342 | 0.012202 | -0.001287 | -0.011712 | -0.0486 | -0.188458 | 0.031874 | 0.024298 | Female | 22 | Yes | No | Employed | Suburban | College | 1,673,330,400 |
37 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 537c6b1d-317c-4405-a906-d26b592bc0bf | no_churn | 0.046912 | 0 | no_churn | -0.081605 | -0.010361 | 0.027017 | -0.108007 | 0.018703 | 0.059679 | -0.038435 | -0.071886 | Female | 73 | No | No | Unemployed | Suburban | High School or Below | 1,673,330,400 |
66 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | a2b225f3-147d-4ba1-92a9-30d61b40d141 | churn | 0.228494 | 1 | churn | -0.073748 | -0.000237 | 0.035422 | 0.033054 | 0.079895 | 0.093629 | 0.046376 | 0.061087 | Female | 78 | No | No | Unemployed | Suburban | Bachelor | 1,673,330,400 |
42 | Yes | No | High Speed | In_Store_Support | Two year | <80hrs | Active | 21919c4f-b0ff-4bd0-a3e2-9e8a80f79807 | no_churn | 0.017434 | 0 | no_churn | -0.01706 | -0.002151 | -0.021888 | -0.034632 | -0.045109 | -0.181666 | 0.025021 | 0.023459 | Female | 68 | Yes | Yes | Unemployed | Suburban | College | 1,673,330,400 |
6 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e54177c9-c399-4e35-8376-432acdf0b65f | churn | 0.167342 | 1 | churn | -0.049581 | -0.009321 | -0.017576 | -0.097073 | -0.037958 | 0.046631 | -0.052693 | -0.039585 | Male | 35 | No | No | Employed | Rural | Bachelor | 1,673,330,400 |
25 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 00cf971c-0935-45ff-adf7-258aa9d234e9 | churn | 0.715027 | 1 | churn | 0.143834 | -0.001895 | 0.062822 | 0.060191 | 0.063427 | 0.152554 | 0.056219 | 0.058254 | Female | 52 | No | No | Unemployed | Urban | High School or Below | 1,673,330,400 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 87a3c1a0-d758-4539-a051-e72655ffefcd | no_churn | 0.318454 | 0 | no_churn | -0.013047 | -0.003182 | 0.127216 | 0.08888 | 0.087087 | 0.130879 | 0.050886 | 0.033484 | Female | 54 | No | Yes | Employed | Urban | Bachelor | 1,673,330,400 |
6 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cf655f96-c591-4add-93eb-c3d0630ccad3 | no_churn | 0.761905 | 0 | no_churn | 0.030578 | -0.003541 | 0.020737 | 0.154612 | -0.022964 | 0.121836 | -0.032772 | -0.042072 | Female | 79 | No | No | Unemployed | Suburban | College | 1,673,330,400 |
68 | Yes | No | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 7fccffdc-5d99-4199-b054-9a1cc10bf99c | no_churn | 0.015225 | 0 | no_churn | -0.068223 | -0.003605 | -0.015358 | -0.021239 | -0.050985 | -0.128125 | 0.015421 | 0.023087 | Female | 48 | No | Yes | Unemployed | Urban | College | 1,673,330,400 |
72 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 32b19d8b-0ce0-4247-9a6c-e5056ad43050 | no_churn | 0.002951 | 0 | no_churn | -0.048424 | -0.001008 | 0.019101 | -0.005099 | 0.027143 | 0.066873 | -0.006601 | -0.011013 | Female | 45 | No | Yes | Retired | Urban | Bachelor | 1,673,330,400 |
12 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f60efbb4-8053-47b8-b335-dc46ab14aa5b | no_churn | 0.640295 | 0 | no_churn | 0.039429 | -0.001228 | 0.07312 | 0.060426 | 0.008267 | 0.131609 | -0.013412 | -0.025854 | Female | 60 | No | No | Disabled | Suburban | High School or Below | 1,673,330,400 |
62 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 10e72a5a-58ed-4237-9eaf-585e11cf0a60 | no_churn | 0.143487 | 0 | no_churn | -0.303627 | -0.003345 | -0.040759 | -0.032945 | 0.012391 | 0.033912 | 0.030163 | 0.035185 | Female | 24 | Yes | Yes | Employed | Urban | High School or Below | 1,673,330,400 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 77a8ba94-fd69-43cf-bdbb-1dd254a32998 | churn | 0.736734 | 0 | no_churn | 0.063445 | -0.002287 | -0.021486 | -0.134733 | 0.048792 | 0.123842 | 0.103273 | 0.119115 | Female | 47 | No | Yes | Medical Leave | Rural | Bachelor | 1,673,330,400 |
16 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 325d8fef-7d81-47e6-9ebc-917bfed29180 | no_churn | 0.064593 | 0 | no_churn | 0.077264 | -0.004395 | -0.109635 | -0.01722 | -0.032204 | 0.093461 | -0.037504 | -0.02037 | Male | 78 | No | Yes | Employed | Rural | High School or Below | 1,673,330,400 |
4 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 433d98e1-e00c-4575-a028-48b216f36a40 | churn | 0.500432 | 1 | churn | 0.281326 | -0.003907 | -0.035671 | 0.175075 | 0.00905 | 0.117443 | -0.015653 | -0.008305 | Male | 63 | No | No | Medical Leave | Suburban | Master | 1,673,330,400 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8d0bc4db-628d-431f-8961-7dab0cab935c | churn | 0.873898 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 69 | No | No | Employed | Rural | High School or Below | 1,673,330,400 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | aa3a7a7b-a21f-4c7f-bf4f-90bd768e0ee2 | no_churn | 0.359548 | 0 | no_churn | -0.046886 | -0.006945 | 0.110449 | 0.080193 | 0.082063 | 0.110481 | -0.023446 | -0.040074 | Male | 60 | Yes | Yes | Employed | Rural | Bachelor | 1,673,330,400 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ff6da4b0-d08a-4508-91c4-07b9764f4049 | churn | 0.657347 | 1 | churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Female | 57 | Yes | Yes | Unemployed | Suburban | College | 1,673,330,400 |
54 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ab6d64f3-ed19-4f4b-9e84-fe6ddebbb205 | no_churn | 0.019961 | 0 | no_churn | -0.103348 | -0.004463 | 0.02709 | -0.162962 | 0.030663 | 0.036747 | -0.025655 | -0.028432 | Female | 55 | No | No | Unemployed | Urban | Master | 1,673,330,400 |
37 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | fd4cb8b1-c6a7-4d36-8cfd-5172b3d02b1c | no_churn | 0.009474 | 0 | no_churn | -0.054887 | -0.004102 | -0.013653 | -0.036126 | -0.029326 | -0.100693 | -0.014025 | -0.016214 | Female | 52 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
5 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 6f5208df-6f2a-4728-b10d-4c27f8f91d37 | churn | 0.746949 | 1 | churn | 0.185782 | -0.003329 | 0.096629 | 0.101907 | 0.050355 | 0.151435 | -0.007437 | 0.019444 | Female | 77 | No | No | Disabled | Suburban | Bachelor | 1,673,330,400 |
13 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 7c8faab1-c1c1-421c-9e7d-bf47d2f893eb | churn | 0.725746 | 1 | churn | 0.151816 | -0.00264 | 0.019828 | 0.059131 | 0.083168 | 0.153631 | 0.107761 | 0.036851 | Female | 68 | No | No | Employed | Rural | Bachelor | 1,673,330,400 |
39 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <50hrs | Active | f9142c13-6440-4715-ab87-1cda1eeb32d5 | churn | 0.351389 | 1 | churn | -0.061647 | -0.024565 | -0.029928 | -0.010518 | -0.054659 | 0.090455 | -0.060283 | -0.007881 | Female | 49 | No | Yes | Unemployed | Urban | High School or Below | 1,673,330,400 |
57 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 8d299858-b796-46ba-895e-259ea580e948 | no_churn | 0.045448 | 0 | no_churn | -0.126683 | -0.002342 | 0.005884 | -0.034761 | -0.038759 | 0.052765 | -0.035946 | -0.039184 | Male | 59 | No | Yes | Employed | Rural | Doctor | 1,673,330,400 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e2f071bd-554e-4b0f-a174-e0bb772e17ff | churn | 0.569588 | 1 | churn | -0.052815 | -0.008048 | 0.077571 | 0.104987 | 0.034365 | 0.113401 | -0.02053 | -0.015885 | Male | 47 | No | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
51 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 8b632c59-6319-40ed-9896-26d7aadc046d | no_churn | 0.025203 | 0 | no_churn | -0.115159 | -0.005045 | -0.057752 | -0.055445 | 0.013467 | 0.037143 | -0.042135 | -0.0441 | Female | 62 | Yes | Yes | Employed | Urban | Bachelor | 1,673,330,400 |
65 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | <80hrs | Active | fd8047db-0c58-44b3-bc46-aff78d6994f0 | no_churn | 0.096451 | 0 | no_churn | -0.148445 | -0.001401 | 0.018014 | 0.01492 | 0.012977 | -0.11568 | 0.011317 | 0.029272 | Male | 58 | No | No | Employed | Suburban | College | 1,673,330,400 |
1 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | d796b0fe-089e-4ac7-891a-56253bdddd1a | churn | 0.93866 | 1 | churn | 0.260026 | -0.004489 | 0.010868 | -0.028575 | 0.059984 | 0.161195 | 0.090646 | 0.096891 | Female | 62 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,330,400 |
20 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | ab0fdf01-89d5-40f8-a37b-fcb9bb6a2dd5 | no_churn | 0.377166 | 0 | no_churn | 0.099656 | -0.003851 | 0.035037 | 0.00943 | 0.109265 | 0.136634 | 0.214237 | 0.130566 | Male | 75 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,330,400 |
67 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | baaa9a79-fd4c-41ae-a6a5-5e82ad54649b | churn | 0.18897 | 1 | churn | -0.060434 | -0.001426 | 0.042053 | 0.053775 | 0.098718 | 0.057574 | 0.041321 | 0.089393 | Female | 76 | No | Yes | Unemployed | Rural | Bachelor | 1,673,330,400 |
35 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | 130a1012-4f2e-485c-a974-658d59810e5b | no_churn | 0.03176 | 0 | no_churn | -0.060688 | -0.004083 | -0.024472 | -0.049593 | -0.035181 | -0.058265 | -0.013737 | -0.023008 | Male | 70 | No | No | Employed | Suburban | Doctor | 1,673,330,400 |
23 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 87cbb4e1-118a-4000-a8a6-912d120e3a49 | no_churn | 0.018632 | 0 | no_churn | -0.126048 | -0.015564 | -0.104089 | -0.023796 | 0.015927 | 0.037207 | -0.023863 | -0.028801 | Male | 45 | No | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
14 | Yes | No | Low Speed | Phone_Support | Two year | <50hrs | Active | 2b37aba2-d577-423d-931c-51ec9b9d9589 | no_churn | 0.013588 | 0 | no_churn | 0.014171 | -0.004134 | -0.030256 | -0.023906 | 0.053558 | -0.191174 | 0.048258 | 0.073743 | Female | 54 | Yes | No | Employed | Suburban | College | 1,673,330,400 |
68 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 9b2a9d11-21df-46b5-837f-7c32bf9ed9f1 | no_churn | 0.015225 | 0 | no_churn | -0.08695 | -0.006377 | -0.031452 | -0.024896 | -0.109334 | 0.030546 | -0.01308 | 0.012518 | Female | 51 | No | No | Unemployed | Suburban | High School or Below | 1,673,330,400 |
70 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | d452edee-fdd0-4732-9d76-065554ddfd3a | no_churn | 0.021132 | 0 | no_churn | -0.161384 | -0.004156 | 0.00981 | -0.008379 | -0.034652 | 0.047008 | -0.026088 | 0.063815 | Male | 50 | Yes | Yes | Retired | Suburban | College | 1,673,330,400 |
7 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 033ed0ec-2104-48fe-b228-771d524dc15b | no_churn | 0.383645 | 0 | no_churn | -0.089431 | 0.026451 | 0.015172 | -0.094989 | 0.033558 | 0.069854 | -0.043586 | -0.056056 | Male | 65 | Yes | Yes | Disabled | Urban | Master | 1,673,330,400 |
1 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c0668b59-9c8e-40d7-9b84-6cc8adface37 | churn | 0.462489 | 1 | churn | 0.214698 | -0.004688 | 0.000731 | -0.105151 | 0.00444 | 0.113129 | -0.05345 | -0.061319 | Female | 32 | Yes | No | Unemployed | Suburban | Bachelor | 1,673,330,400 |
37 | Yes | No | High Speed | Phone_Support | Month-to-month | <50hrs | Active | a823ab4a-3fb5-4b95-b1db-a31bf87feb34 | no_churn | 0.329117 | 0 | no_churn | -0.225314 | -0.006143 | -0.059396 | -0.036076 | -0.035421 | 0.048794 | 0.028941 | 0.035589 | Male | 45 | No | No | Employed | Urban | Bachelor | 1,673,330,400 |
44 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 0ac93aef-e7ac-4766-b951-c7e16021c2c0 | no_churn | 0.310025 | 0 | no_churn | -0.195704 | -0.006199 | -0.091709 | -0.008241 | -0.005789 | 0.040497 | 0.015979 | 0.04814 | Female | 22 | No | Yes | Medical Leave | Rural | High School or Below | 1,673,330,400 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | fe381f1f-ce61-42b2-97b3-50020300eb45 | churn | 0.736734 | 0 | no_churn | 0.063445 | -0.002287 | -0.021486 | -0.134733 | 0.048792 | 0.123842 | 0.103273 | 0.119115 | Male | 54 | No | No | Employed | Urban | High School or Below | 1,673,330,400 |
52 | Yes | No | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 63b4ec08-4493-4644-a709-856c50c043ef | no_churn | 0.248195 | 0 | no_churn | -0.120766 | -0.003628 | -0.109985 | -0.053796 | 0.022687 | 0.060482 | -0.018373 | -0.015648 | Female | 20 | No | Yes | Unemployed | Suburban | College | 1,673,330,400 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 044e708c-e30d-44a6-bd28-a4dcccb07726 | no_churn | 0.427712 | 0 | no_churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 41 | No | Yes | Employed | Rural | High School or Below | 1,673,330,400 |
52 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 62cfee52-6737-4ee0-a718-bc549f555154 | no_churn | 0.013326 | 0 | no_churn | -0.151157 | 0.013218 | 0.001243 | -0.068351 | -0.077397 | 0.041195 | -0.004887 | -0.012891 | Male | 61 | No | No | Employed | Suburban | College | 1,673,330,400 |
1 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1a7d19d5-beec-48de-aa30-e8fc074bea9e | no_churn | 0.283128 | 0 | no_churn | 0.157282 | -0.007505 | -0.046051 | -0.163503 | -0.019224 | 0.092608 | -0.045897 | -0.059226 | Male | 79 | Yes | No | Employed | Suburban | Doctor | 1,673,330,400 |
10 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 59e297e7-275b-4a09-90d9-ae42820d0104 | no_churn | 0.185579 | 0 | no_churn | 0.00824 | -0.005358 | -0.000056 | -0.028955 | -0.015999 | 0.062101 | -0.020778 | -0.016456 | Male | 23 | No | No | Unemployed | Suburban | Bachelor | 1,673,330,400 |
52 | Yes | No | Fiber optic | Phone_Support | Two year | <80hrs | Active | f4f04446-0608-4c22-9793-6a4c346f05ec | no_churn | 0.248195 | 0 | no_churn | -0.073681 | -0.001572 | -0.038838 | -0.012047 | -0.027055 | -0.137187 | 0.006413 | 0.024942 | Male | 30 | No | Yes | Employed | Suburban | College | 1,673,330,400 |
52 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | aff16002-8f03-4615-a5c4-9cc7b05ecd46 | no_churn | 0.084565 | 0 | no_churn | -0.087096 | -0.004914 | 0.000027 | 0.035975 | 0.007743 | -0.124863 | -0.016481 | -0.025367 | Male | 72 | Yes | Yes | Employed | Suburban | Master | 1,673,330,400 |
18 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 99a289ba-7f60-415d-9809-ce5598cf6104 | churn | 0.165846 | 1 | churn | -0.088074 | -0.011849 | -0.06268 | -0.013014 | -0.002826 | 0.045992 | -0.059558 | -0.052473 | Male | 51 | Yes | No | Employed | Urban | Master | 1,673,330,400 |
38 | Yes | No | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | b47ac39f-97f1-4ae7-ab11-61e173bbb39b | no_churn | 0.017848 | 0 | no_churn | -0.069155 | -0.011839 | -0.030281 | -0.114873 | -0.014857 | 0.038313 | -0.030718 | -0.035617 | Female | 33 | No | Yes | Employed | Suburban | High School or Below | 1,673,330,400 |
53 | No | No phone service | Low Speed | Phone_Support | One year | 100hrs+ | Active | 0e2fc379-6d80-4052-a45f-ac3718297358 | no_churn | 0.190511 | 1 | churn | -0.089748 | -0.011071 | -0.019102 | -0.054935 | 0.027385 | -0.098109 | 0.010515 | 0.045205 | Male | 63 | No | Yes | Employed | Suburban | Master | 1,673,330,400 |
24 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2907b8ea-c20d-4231-b20f-0617123e46dc | no_churn | 0.359548 | 0 | no_churn | -0.046886 | -0.006945 | 0.110449 | 0.080193 | 0.082063 | 0.110481 | -0.023446 | -0.040074 | Male | 44 | No | No | Employed | Suburban | Doctor | 1,673,330,400 |
72 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 50b583cc-b092-4478-bd6e-be6d69ed9806 | no_churn | 0.004154 | 0 | no_churn | -0.10492 | -0.004708 | -0.052885 | -0.04342 | -0.029613 | 0.034541 | -0.018638 | -0.049383 | Female | 72 | Yes | Yes | Employed | Rural | College | 1,673,330,400 |
15 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 70d87e18-2984-4d46-ac28-d32f159c2263 | no_churn | 0.427712 | 0 | no_churn | 0.098763 | -0.003275 | -0.034186 | 0.073063 | 0.025705 | 0.121385 | -0.003919 | -0.031794 | Female | 37 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,330,400 |
57 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 30e92cd6-5334-4850-9763-93eddfc8c74a | no_churn | 0.014151 | 0 | no_churn | -0.035397 | -0.005092 | -0.046055 | -0.062201 | 0.046589 | 0.052398 | -0.037347 | -0.051922 | Male | 25 | Yes | Yes | Employed | Suburban | Master | 1,673,330,400 |
36 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 6673460d-3fc3-4deb-bd3a-6024943336de | no_churn | 0.318454 | 0 | no_churn | -0.013047 | -0.003182 | 0.127216 | 0.08888 | 0.087087 | 0.130879 | 0.050886 | 0.033484 | Female | 46 | Yes | Yes | Employed | Suburban | College | 1,673,330,400 |
5 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | d1c8e8e6-c3ab-4440-a81a-f4c2b23d8fef | churn | 0.114973 | 1 | churn | 0.049937 | -0.013795 | -0.045202 | -0.00365 | -0.092594 | 0.06246 | -0.035469 | -0.029173 | Male | 44 | Yes | No | Medical Leave | Suburban | College | 1,673,330,400 |
19 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 8ce144ba-b322-4c05-b728-194c0ade68fa | no_churn | 0.479141 | 0 | no_churn | -0.007359 | -0.005729 | -0.029583 | -0.084767 | -0.015601 | 0.069484 | -0.000254 | 0.083354 | Male | 80 | No | Yes | Unemployed | Rural | College | 1,673,330,400 |
4 | Yes | No | Fiber optic | In_Store_Support | Month-to-month | 0hrs | Disabled | 59cd1a0b-9018-42c5-8d4a-86bf1ed0dde2 | churn | 0.500432 | 1 | churn | 0.281326 | -0.003907 | -0.035671 | 0.175075 | 0.00905 | 0.117443 | -0.015653 | -0.008305 | Female | 27 | No | No | Unemployed | Suburban | Bachelor | 1,673,330,400 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c0004f8d-26f9-432f-bce1-dc9126d1751f | churn | 0.804799 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 45 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
10 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bab143f8-5377-4d46-a136-7db484415b9c | no_churn | 0.185579 | 0 | no_churn | 0.00824 | -0.005358 | -0.000056 | -0.028955 | -0.015999 | 0.062101 | -0.020778 | -0.016456 | Male | 54 | No | No | Unemployed | Suburban | High School or Below | 1,673,330,400 |
72 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 3d8da9a7-d473-4762-ad47-4512ea5469ff | no_churn | 0.002329 | 0 | no_churn | -0.059845 | -0.00361 | 0.000853 | -0.031221 | 0.000365 | 0.054503 | -0.016787 | -0.013285 | Female | 80 | Yes | No | Unemployed | Suburban | Master | 1,673,330,400 |
42 | Yes | No | High Speed | In_Store_Support | Two year | <80hrs | Active | 0a8191ee-ce72-4ef0-a3b1-4c4db6d7ceea | no_churn | 0.017434 | 0 | no_churn | -0.01706 | -0.002151 | -0.021888 | -0.034632 | -0.045109 | -0.181666 | 0.025021 | 0.023459 | Female | 33 | Yes | Yes | Employed | Suburban | College | 1,673,330,400 |
18 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e94a3fcb-56b8-4591-bbe9-21dc516c4fc6 | churn | 0.165846 | 1 | churn | -0.088074 | -0.011849 | -0.06268 | -0.013014 | -0.002826 | 0.045992 | -0.059558 | -0.052473 | Female | 52 | No | No | Employed | Rural | Bachelor | 1,673,330,400 |
51 | Yes | No | Low Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 8d8818ae-1576-432a-ac96-b39cce588caa | no_churn | 0.025203 | 0 | no_churn | -0.059293 | -0.003904 | -0.02251 | -0.031777 | 0.009609 | -0.095326 | -0.02795 | -0.037875 | Male | 45 | Yes | No | Employed | Suburban | Bachelor | 1,673,330,400 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 001525ef-460f-4cee-b564-60e8bab93b3e | no_churn | 0.60949 | 0 | no_churn | 0.086209 | -0.002091 | 0.039556 | 0.129146 | 0.116242 | 0.152587 | 0.124078 | 0.059581 | Male | 60 | Yes | No | Employed | Suburban | Master | 1,673,330,400 |
71 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | ae4a4dc8-18d4-45fd-97d7-ded82eab0a45 | no_churn | 0.003698 | 0 | no_churn | -0.075988 | -0.003154 | -0.001914 | -0.033141 | 0.004669 | -0.116725 | -0.018831 | -0.023941 | Female | 77 | Yes | Yes | Unemployed | Suburban | College | 1,673,330,400 |
54 | Yes | Yes | Medium Speed | Web_Chat_Support | Two year | 0hrs | Disabled | 73cacd9a-e0d8-4134-9819-1a928e8cb3c7 | no_churn | 0.019961 | 0 | no_churn | -0.055431 | -0.003209 | 0.007085 | -0.057219 | 0.015488 | -0.117804 | -0.029007 | -0.02893 | Male | 58 | No | Yes | Disabled | Urban | College | 1,673,330,400 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 351aee4d-4788-4146-a59e-4cbe54427476 | churn | 0.569588 | 1 | churn | -0.052815 | -0.008048 | 0.077571 | 0.104987 | 0.034365 | 0.113401 | -0.02053 | -0.015885 | Male | 58 | No | No | Medical Leave | Suburban | College | 1,673,330,400 |
16 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | ee598ac3-3de1-497f-967c-8396f4719b2c | churn | 0.803511 | 1 | churn | 0.140587 | -0.002144 | 0.049934 | 0.051507 | 0.101762 | 0.147712 | 0.076373 | 0.068338 | Female | 51 | No | Yes | Employed | Suburban | Bachelor | 1,673,330,400 |
6 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | cdf7a79e-9662-416b-8806-52ddc4431d4a | no_churn | 0.202775 | 0 | no_churn | -0.017305 | -0.009564 | -0.01666 | -0.132313 | -0.016353 | 0.058111 | -0.066538 | -0.068404 | Male | 79 | No | No | Unemployed | Suburban | Master | 1,673,330,400 |
7 | No | No phone service | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | ce7aabea-c8d4-426b-a1f9-f3e70f63f30d | no_churn | 0.383645 | 0 | no_churn | -0.089431 | 0.026451 | 0.015172 | -0.094989 | 0.033558 | 0.069854 | -0.043586 | -0.056056 | Male | 20 | No | No | Employed | Rural | College | 1,673,330,400 |
20 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | 5eeb8937-5855-43f6-8b20-2455ffb2acfc | no_churn | 0.225046 | 0 | no_churn | 0.020835 | -0.002077 | 0.077119 | 0.163505 | 0.03512 | 0.120171 | -0.019782 | -0.015065 | Male | 60 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,330,400 |
45 | Yes | No | Medium Speed | Phone_Support | Month-to-month | <50hrs | Active | 508af498-a1c0-4efa-bea2-9cc67e4c1edf | no_churn | 0.10975 | 0 | no_churn | -0.213918 | -0.00375 | -0.006781 | -0.033844 | 0.057122 | 0.020016 | 0.01362 | 0.04851 | Female | 32 | No | No | Employed | Urban | College | 1,673,330,400 |
47 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | f29e67c4-00f0-427c-af68-4c98040fe8ea | no_churn | 0.60949 | 0 | no_churn | 0.086209 | -0.002091 | 0.039556 | 0.129146 | 0.116242 | 0.152587 | 0.124078 | 0.059581 | Male | 53 | No | No | Employed | Suburban | Bachelor | 1,673,330,400 |
14 | Yes | No | Low Speed | Phone_Support | Month-to-month | <50hrs | Active | e53dbe1c-df94-48c4-bbe8-a361389b0c41 | no_churn | 0.013588 | 0 | no_churn | 0.034228 | -0.005907 | -0.086826 | -0.081871 | 0.058284 | 0.099006 | 0.073714 | 0.107528 | Female | 37 | No | No | Medical Leave | Urban | Bachelor | 1,673,330,400 |
3 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c67772a2-bbc6-4ae6-bab4-f5f7ed50a7fd | no_churn | 0.167727 | 0 | no_churn | 0.08727 | -0.012275 | -0.096188 | -0.045743 | 0.015217 | 0.090362 | -0.020635 | -0.012085 | Female | 49 | No | No | Employed | Urban | Bachelor | 1,673,330,400 |
72 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 2d32f0d3-3874-4553-955f-8314137bd1e9 | no_churn | 0.002329 | 0 | no_churn | -0.059845 | -0.00361 | 0.000853 | -0.031221 | 0.000365 | 0.054503 | -0.016787 | -0.013285 | Male | 61 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,673,330,400 |
8 | No | No phone service | High Speed | Phone_Support | Month-to-month | 100hrs+ | Active | 55f891f1-3004-4e67-907f-7bafb4e27459 | no_churn | 0.013671 | 0 | no_churn | 0.149256 | 0.012443 | -0.008426 | 0.042468 | 0.114001 | 0.147478 | 0.053969 | 0.039785 | Female | 53 | No | No | Employed | Suburban | College | 1,673,330,400 |
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