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
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| actual_label
stringclasses 2
values | shap/Tenure
float64 -0.3
0.39
| shap/PhoneService
float64 -0.11
0.2
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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
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| shap/PremiumHDStreaming
float64 -0.09
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| Gender
stringclasses 2
values | Age
int64 20
80
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stringclasses 2
values | Partner
stringclasses 2
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int64 1.67B
1.67B
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 40b37ac3-2612-46b1-9f68-01a3a5602b2f | no_churn | 0.168585 | 0 | no_churn | 0.189875 | 0.001366 | -0.024456 | -0.015306 | 0.014678 | 0.103909 | 0.080917 | -0.055075 | Female | 33 | No | No | Unemployed | Rural | College | 1,670,824,800 |
3 | Yes | No | Low Speed | Phone_Support | Month-to-month | <80hrs | Disabled | ec54c382-5f7a-4a47-9909-dc36fc61b529 | no_churn | 0.545418 | 0 | no_churn | 0.092785 | -0.007137 | -0.063476 | -0.05454 | 0.017816 | 0.086842 | 0.03119 | -0.032787 | Male | 71 | No | Yes | Unemployed | Suburban | College | 1,670,824,800 |
63 | Yes | Yes | Fiber optic | Expired | One year | 100hrs+ | Active | 54452733-99c0-4b37-a05b-7978ead9d5bb | no_churn | 0.19384 | 1 | churn | -0.22664 | -0.002795 | 0.016511 | 0.033996 | 0.026659 | -0.092171 | -0.022413 | 0.032827 | Female | 42 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
42 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Active | eb86c2bc-7bb0-4473-a114-f5403fc61100 | no_churn | 0.027958 | 0 | no_churn | 0.027316 | -0.000646 | 0.092841 | 0.028532 | 0.109344 | 0.132556 | 0.153135 | 0.057895 | Female | 77 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
6 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 0142303b-2ee3-43d7-bbb2-35551a3d1adc | no_churn | 0.160563 | 0 | no_churn | 0.05098 | -0.006939 | -0.035259 | -0.105444 | -0.015021 | 0.063132 | 0.080094 | -0.047237 | Male | 49 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
19 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | ec285667-9890-4660-904c-d2c0849428c0 | no_churn | 0.009306 | 0 | no_churn | -0.067372 | -0.008148 | -0.053597 | -0.080261 | -0.064838 | 0.020157 | 0.01219 | -0.027157 | Female | 71 | Yes | Yes | Medical Leave | Urban | High School or Below | 1,670,824,800 |
2 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | bcce254e-89c8-46e7-b0a0-cfef42b4e263 | no_churn | 0.115046 | 1 | churn | 0.243484 | -0.009772 | -0.038376 | -0.001531 | 0.01347 | 0.109201 | 0.07704 | -0.040642 | Female | 65 | Yes | Yes | Disabled | Suburban | Master | 1,670,824,800 |
68 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Active | a3f1dceb-5102-423e-8b9b-b4ea253ea33c | no_churn | 0.014027 | 0 | no_churn | -0.070672 | 0.10935 | 0.062583 | 0.017186 | 0.00861 | 0.116248 | 0.02757 | 0.010098 | Female | 63 | No | Yes | Employed | Suburban | Master | 1,670,824,800 |
9 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | adf620b8-c2d9-4380-b0ba-930895821cdf | no_churn | 0.603586 | 1 | churn | 0.130989 | -0.004774 | -0.010465 | 0.133858 | 0.01913 | 0.127972 | 0.094653 | -0.040208 | Female | 21 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
17 | Yes | No | Medium Speed | Expired | One year | 100hrs+ | Disabled | 05b2401d-d073-4de3-9603-056b89da3d61 | no_churn | 0.038392 | 0 | no_churn | -0.012273 | -0.005976 | -0.028629 | -0.076346 | -0.023752 | -0.085417 | 0.030512 | -0.027145 | Male | 39 | Yes | No | Unemployed | Urban | College | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 838bc94f-276b-4cb4-a16f-df069968517c | no_churn | 0.034373 | 0 | no_churn | -0.089585 | -0.001925 | 0.099771 | 0.041187 | 0.057441 | 0.129126 | 0.13011 | 0.111111 | Female | 32 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
6 | Yes | Yes | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 4685a012-4748-402d-b300-2850add4b029 | no_churn | 0.386986 | 0 | no_churn | 0.008519 | -0.006727 | -0.015222 | -0.138501 | -0.019822 | 0.067072 | 0.034453 | -0.042797 | Female | 39 | No | Yes | Unemployed | Suburban | High School or Below | 1,670,824,800 |
39 | No | No phone service | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 405bdec6-45f8-4fa3-b8f8-22e32d5295dd | no_churn | 0.045157 | 0 | no_churn | 0.058678 | 0.103457 | 0.045466 | -0.001084 | 0.00766 | 0.139138 | -0.042902 | 0.035562 | Female | 41 | No | No | Unemployed | Rural | Bachelor | 1,670,824,800 |
36 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Active | 9a589b2e-5831-4e4c-b895-0573815fbaca | no_churn | 0.342833 | 1 | churn | 0.020882 | 0.001189 | 0.027513 | 0.197652 | 0.126636 | 0.085198 | 0.132344 | 0.01956 | Female | 31 | Yes | Yes | Unemployed | Rural | College | 1,670,824,800 |
1 | Yes | No | Medium Speed | Phone_Support | Month-to-month | <80hrs | Disabled | ffea0d87-b1ff-44d0-8f8d-b51a67c6b742 | no_churn | 0.288461 | 0 | no_churn | 0.208038 | -0.004874 | -0.043236 | -0.136474 | 0.006101 | 0.116469 | 0.097641 | -0.052381 | Male | 75 | Yes | Yes | Unemployed | Urban | High School or Below | 1,670,824,800 |
2 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 41c2e3a9-da16-4f5e-a128-a216c6fad7df | churn | 0.186111 | 0 | no_churn | 0.20585 | -0.012621 | -0.086967 | -0.047225 | -0.029897 | 0.08273 | 0.045627 | -0.030551 | Male | 72 | Yes | Yes | Employed | Rural | High School or Below | 1,670,824,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | dbcc990c-b8b2-4066-a1b2-292a1cb0c035 | no_churn | 0.305014 | 0 | no_churn | 0.263506 | -0.009693 | -0.025628 | -0.025964 | 0.094741 | 0.134205 | 0.082925 | -0.049345 | Male | 47 | Yes | No | Retired | Suburban | College | 1,670,824,800 |
31 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | d501f028-545d-4617-a48c-196826ec716e | no_churn | 0.49362 | 0 | no_churn | -0.079202 | -0.006484 | 0.025098 | 0.107026 | -0.033403 | 0.084305 | 0.059108 | -0.061473 | Female | 63 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
18 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | b2ec7ea7-0d5e-4ea1-b1cc-13e0c0637548 | no_churn | 0.073332 | 0 | no_churn | -0.023426 | -0.003548 | -0.035693 | -0.003245 | -0.001192 | 0.065778 | 0.106564 | -0.054264 | Female | 77 | No | Yes | Employed | Rural | College | 1,670,824,800 |
72 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | a306eea0-80a4-4f39-af28-aa803cebcbc3 | no_churn | 0.001981 | 0 | no_churn | -0.143113 | -0.015326 | 0.011341 | -0.055836 | -0.046606 | 0.042361 | 0.03909 | -0.035938 | Male | 40 | No | No | Employed | Urban | High School or Below | 1,670,824,800 |
1 | No | No phone service | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | d860b0d7-6aea-4a90-8df6-62a498d36d73 | no_churn | 0.852202 | 1 | churn | 0.157231 | 0.02885 | 0.001696 | -0.097577 | -0.059036 | 0.117902 | 0.036329 | -0.038223 | Male | 61 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
6 | Yes | No | High Speed | In_Store_Support | Month-to-month | <80hrs | Disabled | 7a89b78c-deca-4e2f-adba-709fde748d2f | no_churn | 0.103797 | 0 | no_churn | 0.034854 | -0.00568 | -0.023484 | -0.061902 | -0.062885 | 0.064996 | 0.014804 | -0.016894 | Female | 62 | Yes | No | Employed | Suburban | High School or Below | 1,670,824,800 |
64 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 27204eb1-d1c2-4ad8-b08d-d3228d903d4a | churn | 0.01776 | 0 | no_churn | -0.059908 | -0.00293 | -0.019197 | 0.000804 | -0.010538 | 0.047222 | -0.000622 | -0.003857 | Male | 51 | No | No | Unemployed | Urban | High School or Below | 1,670,824,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | a3818511-4785-48a6-995a-f3e5e33357f6 | no_churn | 0.876743 | 1 | churn | 0.29497 | -0.006309 | -0.047054 | 0.072626 | 0.083062 | 0.143915 | 0.0078 | -0.012272 | Female | 39 | Yes | Yes | Unemployed | Rural | High School or Below | 1,670,824,800 |
10 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 0c5ddc1b-7723-407b-9155-a7c139866cdd | no_churn | 0.125389 | 0 | no_churn | 0.03806 | -0.008465 | 0.001073 | -0.034675 | 0.07005 | 0.084868 | 0.110599 | -0.070535 | Male | 36 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
7 | No | No phone service | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 7614d2ea-78f7-4c12-871e-b400f996960c | no_churn | 0.012767 | 0 | no_churn | -0.087787 | 0.004237 | -0.011053 | -0.078 | -0.028465 | 0.07329 | 0.023658 | -0.034907 | Female | 27 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
8 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | f1884b1f-18bc-4586-a24f-02d7038ec1c4 | no_churn | 0.641078 | 1 | churn | 0.125456 | -0.002464 | -0.039468 | 0.031966 | 0.188212 | 0.128618 | 0.143264 | 0.125391 | Female | 58 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
22 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | cd0cd6c3-cb61-472d-869f-d53e6de3e97a | no_churn | 0.234469 | 0 | no_churn | -0.148392 | -0.007482 | -0.091551 | 0.071372 | 0.027723 | 0.035279 | -0.004877 | -0.003385 | Female | 74 | Yes | No | Employed | Suburban | College | 1,670,824,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | a0b822da-dcd7-417d-85c1-7d02a8a8e099 | no_churn | 0.260078 | 0 | no_churn | 0.319408 | -0.009477 | -0.014906 | -0.012672 | -0.02531 | 0.124034 | 0.101035 | -0.045251 | Female | 22 | No | No | Employed | Suburban | Master | 1,670,824,800 |
63 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 3c6eca94-f9df-4c4f-95a9-0542b0980a60 | no_churn | 0.009349 | 0 | no_churn | -0.128131 | -0.017459 | -0.036286 | -0.034306 | -0.069053 | 0.027488 | 0.014336 | -0.015615 | Female | 73 | No | Yes | Employed | Urban | High School or Below | 1,670,824,800 |
70 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 1503eecc-1354-4d20-93c5-3a0ea0c249d8 | no_churn | 0.088859 | 0 | no_churn | -0.021917 | -0.003749 | 0.091175 | 0.087804 | 0.029949 | 0.081802 | 0.101683 | 0.095727 | Female | 34 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
2 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 1ab05c5a-b64f-42db-8f71-73bd6b8d2b42 | no_churn | 0.084234 | 0 | no_churn | 0.20585 | -0.012621 | -0.086967 | -0.047225 | -0.029897 | 0.08273 | 0.045627 | -0.030551 | Male | 76 | No | No | Disabled | Suburban | Master | 1,670,824,800 |
2 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 79939f2a-d4bf-4362-b239-f007b85ddae8 | no_churn | 0.186111 | 0 | no_churn | 0.140794 | -0.01734 | -0.099062 | -0.081078 | -0.071816 | 0.059582 | -0.029687 | -0.009744 | Female | 50 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
28 | Yes | No | Fiber optic | Expired | One year | 100hrs+ | Disabled | 846e65f5-6d81-43cf-819b-1a8e174bc041 | no_churn | 0.113775 | 0 | no_churn | -0.097689 | -0.002069 | -0.035063 | 0.056281 | 0.038072 | -0.040867 | 0.056039 | -0.047064 | Female | 74 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
34 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | bfc778f2-eb18-4f14-998f-a5d83e616cca | no_churn | 0.059403 | 0 | no_churn | -0.053415 | -0.005415 | -0.074816 | -0.073006 | -0.05665 | 0.04201 | 0.021409 | -0.019143 | Female | 64 | No | Yes | Unemployed | Urban | Bachelor | 1,670,824,800 |
25 | Yes | No | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 8ead75bd-e283-4dd8-9b34-ff765537bf11 | no_churn | 0.026205 | 0 | no_churn | -0.090275 | -0.010403 | -0.058197 | -0.033612 | -0.072488 | 0.020634 | 0.004387 | -0.019073 | Male | 35 | Yes | No | Disabled | Suburban | College | 1,670,824,800 |
2 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 12bbc586-f7c1-49b9-928b-9abb73e30184 | no_churn | 0.179194 | 0 | no_churn | 0.243484 | -0.009772 | -0.038376 | -0.001531 | 0.01347 | 0.109201 | 0.07704 | -0.040642 | Male | 29 | Yes | No | Unemployed | Suburban | Master | 1,670,824,800 |
56 | Yes | Yes | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | d5cd78ad-de9a-4bd7-a225-a2423f23f77e | no_churn | 0.010555 | 0 | no_churn | -0.076475 | -0.007025 | 0.010508 | -0.011165 | -0.094714 | 0.016333 | -0.001643 | -0.024845 | Male | 65 | Yes | No | Employed | Suburban | High School or Below | 1,670,824,800 |
11 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | fb576ece-363d-4ca5-a38f-e26e7bf7ec98 | no_churn | 0.088052 | 0 | no_churn | 0.055938 | -0.007045 | -0.013646 | -0.086239 | -0.068833 | 0.06182 | -0.012143 | -0.007973 | Female | 42 | Yes | No | Unemployed | Suburban | High School or Below | 1,670,824,800 |
1 | No | No phone service | Medium Speed | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 7fe84021-0c4b-40eb-906c-5e512d8620b5 | no_churn | 0.852202 | 1 | churn | 0.236459 | 0.029573 | 0.001545 | -0.151486 | -0.011499 | 0.129964 | 0.077135 | -0.039558 | Male | 34 | No | No | Employed | Rural | Bachelor | 1,670,824,800 |
72 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 7fa18065-ee05-4b91-8550-288581ad0ed3 | no_churn | 0.001919 | 0 | no_churn | -0.143113 | -0.015326 | 0.011341 | -0.055836 | -0.046606 | 0.042361 | 0.03909 | -0.035938 | Female | 34 | No | No | Medical Leave | Suburban | Bachelor | 1,670,824,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 8da18633-2514-46fd-b889-bd03f856c56c | no_churn | 0.681721 | 0 | no_churn | 0.188002 | -0.007216 | -0.032812 | 0.067995 | -0.06047 | 0.09121 | 0.09468 | -0.040383 | Female | 51 | Yes | No | Retired | Suburban | Bachelor | 1,670,824,800 |
9 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 55bd1299-40b0-49a0-9a42-2e4fb37ad1a3 | no_churn | 0.603586 | 1 | churn | 0.144358 | -0.004246 | -0.028303 | 0.107542 | 0.114969 | 0.094943 | -0.043972 | 0.031682 | Male | 27 | No | No | Retired | Rural | Bachelor | 1,670,824,800 |
3 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | f3753291-4b2a-4136-bdea-a2e96de09ad7 | no_churn | 0.222642 | 1 | churn | 0.124996 | -0.007543 | -0.046483 | -0.029701 | -0.033623 | 0.082641 | 0.045263 | -0.043736 | Female | 65 | No | Yes | Employed | Urban | College | 1,670,824,800 |
71 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 8a8417e7-7f90-4eb0-8aec-ae26cc9db742 | no_churn | 0.009715 | 0 | no_churn | -0.190704 | -0.009272 | 0.039362 | 0.07267 | 0.016598 | 0.061219 | 0.082927 | -0.057825 | Female | 38 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
17 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 5f95915d-d3a4-4492-b073-b5063c8fc605 | no_churn | 0.57167 | 1 | churn | 0.063912 | -0.005336 | -0.011302 | 0.097985 | 0.001301 | 0.09018 | -0.025298 | 0.010894 | Male | 28 | Yes | Yes | Employed | Suburban | College | 1,670,824,800 |
36 | Yes | No | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | d43ecc4c-ed67-47a7-b203-cdef72db35de | no_churn | 0.0245 | 0 | no_churn | -0.082486 | -0.011664 | -0.018808 | -0.067322 | -0.087254 | 0.036205 | 0.007127 | -0.017325 | Male | 68 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
7 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ee7655d2-b23b-4f4b-aac6-712a4f840508 | churn | 0.432498 | 1 | churn | 0.115651 | -0.000912 | 0.048365 | 0.198538 | 0.018537 | 0.139979 | -0.00761 | -0.033888 | Female | 58 | No | No | Employed | Rural | High School or Below | 1,670,824,800 |
64 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 65a5d0cc-bd46-4520-8e9f-3360b191e2a3 | no_churn | 0.01776 | 0 | no_churn | -0.059908 | -0.00293 | -0.019197 | 0.000804 | -0.010538 | 0.047222 | -0.000622 | -0.003857 | Male | 42 | No | Yes | Unemployed | Urban | Bachelor | 1,670,824,800 |
23 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 0e94a935-7822-4578-ab6f-e563be268611 | no_churn | 0.503454 | 0 | no_churn | -0.034334 | -0.002516 | 0.111929 | 0.113801 | 0.080366 | 0.074826 | 0.019247 | 0.057655 | Female | 68 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
63 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 0a8e288e-3020-4085-83ab-86638691c88a | no_churn | 0.19384 | 1 | churn | -0.270389 | -0.003691 | 0.033851 | -0.071571 | 0.013133 | 0.043695 | -0.001183 | -0.012872 | Male | 68 | No | Yes | Employed | Rural | College | 1,670,824,800 |
52 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 67b7849d-595e-42bf-8a59-f6e7c4d90feb | no_churn | 0.21391 | 0 | no_churn | -0.106604 | -0.006753 | -0.024489 | -0.057892 | -0.134335 | 0.0296 | 0.016029 | 0.025418 | Female | 39 | No | Yes | Unemployed | Suburban | Master | 1,670,824,800 |
3 | Yes | Yes | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | 83d394da-0a09-415a-9c34-a8a5f4d1280f | no_churn | 0.507173 | 0 | no_churn | 0.097717 | -0.007124 | -0.00743 | -0.135349 | -0.063594 | 0.079357 | 0.064223 | -0.042382 | Female | 48 | No | Yes | Retired | Suburban | College | 1,670,824,800 |
16 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 1b32a425-8330-426d-b5e3-472ddafd3ad9 | churn | 0.358791 | 1 | churn | 0.077818 | -0.005432 | 0.000418 | 0.000969 | -0.071399 | 0.083648 | 0.017214 | -0.023416 | Female | 68 | No | No | Employed | Urban | High School or Below | 1,670,824,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 11c13f6d-bd10-4983-96da-73b5995e7f84 | no_churn | 0.681721 | 0 | no_churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 71 | Yes | Yes | Employed | Rural | College | 1,670,824,800 |
9 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 66d30b3d-d1e8-41ba-8d87-b5f8803c3f60 | no_churn | 0.24116 | 1 | churn | 0.011411 | -0.007501 | -0.066988 | -0.015236 | 0.054214 | 0.081624 | 0.089165 | -0.058377 | Male | 59 | No | No | Employed | Suburban | College | 1,670,824,800 |
15 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | cf8914ca-8795-418f-b115-483106509a1a | no_churn | 0.473349 | 1 | churn | 0.026528 | -0.013658 | -0.024595 | -0.094159 | -0.073425 | 0.051946 | -0.036394 | 0.034732 | Female | 74 | No | Yes | Employed | Urban | High School or Below | 1,670,824,800 |
28 | Yes | No | Fiber optic | Web_Chat_Support | One year | 100hrs+ | Disabled | 181828a1-b9f8-4c1b-bec3-7614fa20e9f4 | no_churn | 0.113775 | 0 | no_churn | -0.085795 | -0.003321 | -0.067429 | 0.00812 | -0.008583 | -0.115515 | 0.031405 | -0.027909 | Male | 67 | Yes | No | Employed | Suburban | Bachelor | 1,670,824,800 |
2 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 83acbd16-3e48-4158-969f-2b589d3515ff | no_churn | 0.115046 | 1 | churn | 0.243484 | -0.009772 | -0.038376 | -0.001531 | 0.01347 | 0.109201 | 0.07704 | -0.040642 | Male | 35 | No | No | Employed | Suburban | Master | 1,670,824,800 |
22 | Yes | No | High Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | d005eecf-3053-45f9-bef4-df2396062ff8 | no_churn | 0.053951 | 0 | no_churn | -0.066588 | -0.006373 | -0.039338 | -0.038025 | 0.035422 | 0.041856 | 0.060359 | -0.04634 | Male | 57 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
71 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 100hrs+ | Disabled | 151eeab3-96c7-48a2-81b4-1fd51b6ae5bd | no_churn | 0.009715 | 0 | no_churn | -0.153814 | -0.00277 | 0.023668 | 0.014534 | -0.014813 | -0.140368 | 0.059106 | -0.031236 | Male | 80 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
22 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | ea53d2be-e6a8-44e7-9db9-b7972da28c80 | no_churn | 0.378324 | 1 | churn | -0.085507 | -0.004745 | -0.068933 | -0.013909 | 0.067189 | 0.05706 | -0.001463 | 0.061283 | Female | 33 | No | No | Unemployed | Suburban | College | 1,670,824,800 |
16 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | 8167a7af-748a-4cad-ac06-cf672a4a4211 | no_churn | 0.015351 | 0 | no_churn | 0.213694 | 0.002941 | 0.036594 | -0.011928 | 0.078327 | 0.128506 | -0.000403 | 0.009984 | Female | 43 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
64 | No | No phone service | Low Speed | Phone_Support | Month-to-month | <80hrs | Active | 6096ac97-a699-40e4-82ef-140aa83464f9 | no_churn | 0.13598 | 0 | no_churn | -0.129725 | 0.014998 | 0.023641 | 0.016942 | 0.010943 | 0.063252 | 0.068242 | 0.07268 | Female | 29 | No | Yes | Retired | Suburban | Master | 1,670,824,800 |
72 | Yes | Yes | High Speed | Expired | Two year | <80hrs | Disabled | 6b08c5ed-428f-4653-8536-467771c920c5 | no_churn | 0.001763 | 0 | no_churn | -0.097103 | -0.007192 | 0.002973 | -0.023799 | -0.024479 | -0.11748 | 0.012262 | -0.014208 | Male | 28 | No | Yes | Employed | Rural | College | 1,670,824,800 |
16 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | b2c848d3-e780-4fc3-bbe6-f2d49fe2be1b | no_churn | 0.358791 | 1 | churn | 0.140727 | -0.002474 | -0.01265 | -0.043895 | 0.018004 | 0.100286 | 0.010665 | -0.007165 | Female | 67 | Yes | No | Medical Leave | Suburban | Bachelor | 1,670,824,800 |
52 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Active | 08b6c798-2894-4f99-9f31-f4b072882cc8 | no_churn | 0.21391 | 0 | no_churn | -0.120375 | -0.010042 | -0.039569 | -0.020579 | -0.138108 | 0.02387 | 0.017562 | 0.028215 | Female | 29 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
66 | Yes | No | High Speed | Web_Chat_Support | One year | 100hrs+ | Active | 97a2a1c6-1887-48c7-b940-82dacf02095d | no_churn | 0.217638 | 0 | no_churn | -0.084499 | -0.002025 | -0.088776 | -0.001909 | 0.024418 | -0.166802 | 0.04448 | 0.051086 | Male | 52 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
4 | No | No phone service | High Speed | Expired | Month-to-month | 100hrs+ | Active | da8f18d2-f0f7-47db-b54f-38561de3d678 | no_churn | 0.675014 | 1 | churn | -0.007375 | -0.097956 | -0.065679 | -0.035395 | -0.038905 | 0.082658 | -0.040002 | 0.016295 | Female | 37 | No | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | cf4a6628-3f9a-42e1-9e48-9bccdea2eb5d | no_churn | 0.034373 | 0 | no_churn | -0.272601 | -0.003816 | 0.024865 | -0.011984 | 0.015511 | 0.03676 | -0.063771 | 0.052677 | Male | 37 | No | Yes | Employed | Suburban | Master | 1,670,824,800 |
44 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | ae81d810-b1ad-46da-8005-24e25004707b | no_churn | 0.196402 | 0 | no_churn | -0.147455 | -0.006436 | -0.051194 | 0.068868 | -0.01593 | 0.010619 | -0.002959 | 0.025462 | Female | 62 | No | No | Employed | Suburban | Bachelor | 1,670,824,800 |
2 | No | No phone service | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | cfe7ae3d-fe7e-4b91-88f4-e6d72b3fc194 | no_churn | 0.602432 | 1 | churn | 0.206351 | 0.078453 | 0.007458 | -0.011543 | -0.01241 | 0.151063 | -0.015157 | -0.009678 | Male | 54 | No | Yes | Unemployed | Rural | High School or Below | 1,670,824,800 |
65 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Active | 8ae5ce9c-dc29-40a4-b10c-41c3a89a2476 | no_churn | 0.029972 | 1 | churn | -0.094267 | -0.012046 | -0.058616 | -0.019119 | -0.090244 | 0.016094 | 0.0275 | 0.031672 | Female | 75 | No | No | Unemployed | Urban | High School or Below | 1,670,824,800 |
5 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | fdd2b79e-0ddd-4475-90d0-82bccdb8bcf4 | no_churn | 0.034377 | 0 | no_churn | 0.054379 | -0.009408 | -0.050743 | -0.106678 | -0.060277 | 0.027864 | -0.005626 | -0.01903 | Female | 79 | No | No | Unemployed | Suburban | College | 1,670,824,800 |
20 | No | No phone service | High Speed | Expired | Month-to-month | 0hrs | Disabled | 9dceaa30-5b64-4e2a-b860-e4df894aa13c | no_churn | 0.421441 | 1 | churn | -0.176358 | 0.005983 | -0.013775 | -0.057436 | -0.007004 | 0.053986 | -0.03724 | -0.027183 | Female | 64 | No | No | Unemployed | Rural | Master | 1,670,824,800 |
62 | No | No phone service | Low Speed | Expired | Month-to-month | <80hrs | Disabled | 5490897d-7742-4401-b959-a3ee5750c653 | no_churn | 0.009164 | 0 | no_churn | -0.122543 | 0.089243 | 0.036396 | -0.075867 | -0.003956 | 0.080636 | 0.038722 | -0.031657 | Male | 20 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
36 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | 4f310782-3a2d-4b51-8296-5693142486d0 | no_churn | 0.639896 | 1 | churn | -0.078039 | -0.003551 | 0.053237 | 0.111031 | 0.004453 | 0.089525 | 0.018474 | 0.045843 | Male | 76 | Yes | Yes | Employed | Suburban | Bachelor | 1,670,824,800 |
45 | Yes | Yes | High Speed | Phone_Support | Month-to-month | 100hrs+ | Disabled | 1e8e41ba-cc6a-4513-82c0-8c60984d39f3 | no_churn | 0.009062 | 0 | no_churn | -0.131935 | -0.001363 | 0.043245 | 0.005491 | 0.085154 | 0.060849 | -0.012089 | 0.002336 | Female | 38 | No | No | Employed | Suburban | College | 1,670,824,800 |
15 | Yes | No | High Speed | Expired | One year | 0hrs | Disabled | 4cd7f704-7c14-41ce-9146-0278ef594d7f | no_churn | 0.034975 | 0 | no_churn | 0.003913 | -0.005347 | -0.037295 | -0.061149 | -0.003456 | -0.11004 | -0.023959 | -0.031694 | Female | 42 | No | Yes | Unemployed | Suburban | College | 1,670,824,800 |
3 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | f2254471-0e4f-4b15-88fe-4f0ea55cf05f | no_churn | 0.222642 | 1 | churn | 0.124996 | -0.007543 | -0.046483 | -0.029701 | -0.033623 | 0.082641 | 0.045263 | -0.043736 | Female | 71 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
57 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | 94dbce5b-0c1c-4088-9a22-8d71c8613098 | no_churn | 0.03911 | 0 | no_churn | -0.089364 | -0.012073 | -0.025614 | -0.073681 | -0.071754 | 0.029486 | 0.019469 | -0.025495 | Male | 79 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
72 | Yes | Yes | Medium Speed | Expired | Month-to-month | 100hrs+ | Active | 3ba665b0-992e-4532-a9fe-35f38c840d2d | no_churn | 0.012502 | 0 | no_churn | -0.080262 | -0.006742 | 0.042221 | -0.073473 | -0.011653 | 0.075802 | 0.063188 | 0.065225 | Male | 78 | No | Yes | Unemployed | Suburban | High School or Below | 1,670,824,800 |
56 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Disabled | 00b56608-3079-4c69-b9fa-a3d2e028999e | no_churn | 0.010555 | 0 | no_churn | -0.037673 | -0.015537 | 0.032405 | 0.008574 | -0.086062 | 0.059185 | 0.061982 | -0.046899 | Female | 52 | No | No | Employed | Rural | Bachelor | 1,670,824,800 |
23 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | f2c6d604-3c0d-4593-8e61-28ecd7f8fb92 | churn | 0.503454 | 0 | no_churn | -0.034334 | -0.002516 | 0.111929 | 0.113801 | 0.080366 | 0.074826 | 0.019247 | 0.057655 | Male | 72 | No | Yes | Unemployed | Rural | Bachelor | 1,670,824,800 |
59 | Yes | Yes | High Speed | Expired | One year | <80hrs | Active | 7ebe400e-6811-45d5-9bce-803eb80c31d3 | no_churn | 0.214729 | 0 | no_churn | -0.079192 | -0.004955 | 0.019693 | -0.053942 | -0.045555 | -0.109972 | 0.021886 | 0.043012 | Male | 76 | No | No | Unemployed | Suburban | College | 1,670,824,800 |
72 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Active | 3697a370-443d-44db-8a08-7b5beb8c9136 | no_churn | 0.076045 | 0 | no_churn | -0.272601 | -0.003816 | 0.024865 | -0.011984 | 0.015511 | 0.03676 | -0.063771 | 0.052677 | Male | 67 | Yes | No | Employed | Rural | High School or Below | 1,670,824,800 |
15 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | becff750-fad2-42f9-89da-7292fb6a2f3a | no_churn | 0.473349 | 1 | churn | 0.026528 | -0.013658 | -0.024595 | -0.094159 | -0.073425 | 0.051946 | -0.036394 | 0.034732 | Female | 75 | No | Yes | Employed | Suburban | College | 1,670,824,800 |
47 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | 9ea11469-1900-405a-aeca-f23d46c57427 | no_churn | 0.018514 | 0 | no_churn | -0.109303 | -0.004339 | 0.033154 | -0.066249 | -0.035063 | 0.059628 | -0.015529 | 0.038674 | Female | 77 | Yes | Yes | Unemployed | Suburban | College | 1,670,824,800 |
3 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 2eb7faa4-2b49-46cc-aedb-8a7bbf2efb46 | no_churn | 0.473759 | 0 | no_churn | 0.106348 | -0.006458 | -0.067522 | 0.10205 | -0.031048 | 0.069127 | -0.013931 | 0.005533 | Male | 53 | Yes | No | Unemployed | Suburban | Bachelor | 1,670,824,800 |
69 | Yes | No | High Speed | Expired | Two year | 0hrs | Disabled | 25ad833a-1778-4b47-badd-a8bc51b1ff96 | no_churn | 0.008628 | 0 | no_churn | -0.064166 | -0.005001 | -0.02189 | -0.033694 | -0.007725 | -0.105484 | -0.011613 | -0.019453 | Female | 25 | Yes | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | e6b5b8c6-477c-427c-829c-f6e5930f19e4 | no_churn | 0.681721 | 0 | no_churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 56 | Yes | No | Employed | Rural | College | 1,670,824,800 |
15 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 0c318ca8-7d2c-405e-9391-c40c821b4cf4 | no_churn | 0.59587 | 1 | churn | 0.073981 | -0.006546 | -0.036997 | -0.051891 | 0.071679 | 0.104231 | 0.031802 | 0.035716 | Female | 56 | No | Yes | Unemployed | Suburban | Bachelor | 1,670,824,800 |
6 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 6b4d99c7-1e44-40bf-b3f1-1f948a15cdca | no_churn | 0.103797 | 0 | no_churn | 0.067401 | -0.003398 | -0.005591 | -0.100971 | -0.035977 | 0.049561 | -0.015784 | -0.007031 | Male | 32 | No | No | Employed | Urban | College | 1,670,824,800 |
32 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <50hrs | Active | 886793cf-8b08-46e9-a911-b1c86c9fca8d | no_churn | 0.329634 | 1 | churn | -0.098415 | -0.002273 | 0.074412 | 0.000222 | -0.025938 | 0.085086 | -0.032138 | 0.017768 | Male | 79 | No | No | Medical Leave | Suburban | College | 1,670,824,800 |
31 | No | No phone service | High Speed | Expired | Month-to-month | 0hrs | Disabled | fa0cdb58-f827-4567-b6a0-eef6642afbb7 | no_churn | 0.151798 | 0 | no_churn | 0.12546 | 0.09145 | 0.051467 | 0.082011 | 0.116193 | 0.174281 | 0.016813 | 0.013299 | Male | 47 | No | No | Disabled | Urban | College | 1,670,824,800 |
63 | Yes | Yes | High Speed | Expired | One year | <80hrs | Active | 39a633be-4412-46e7-a079-956cb6507031 | no_churn | 0.078104 | 0 | no_churn | -0.051883 | -0.002605 | 0.038102 | -0.044972 | -0.018978 | -0.01267 | 0.064793 | 0.049187 | Female | 75 | Yes | No | Employed | Rural | Bachelor | 1,670,824,800 |
72 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Active | db428ab1-bb54-4686-870c-fa309e59f68f | no_churn | 0.011313 | 0 | no_churn | -0.181785 | -0.00395 | 0.009246 | 0.048534 | 0.083728 | 0.084462 | -0.012663 | 0.058163 | Female | 29 | No | Yes | Employed | Suburban | High School or Below | 1,670,824,800 |
68 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | ffc01fd5-d2e7-4ed3-ac87-858457327085 | no_churn | 0.014027 | 0 | no_churn | -0.171855 | 0.00561 | 0.001798 | -0.016829 | -0.129065 | 0.056619 | -0.000575 | 0.025272 | Female | 49 | No | No | Employed | Suburban | High School or Below | 1,670,824,800 |
42 | Yes | Yes | High Speed | Web_Chat_Support | One year | 100hrs+ | Active | 8f4b8380-f623-4733-889c-321bf65498d8 | no_churn | 0.384044 | 0 | no_churn | -0.049839 | -0.000161 | 0.059261 | 0.052211 | 0.09934 | 0.02001 | 0.12645 | 0.083701 | Female | 51 | Yes | Yes | Unemployed | Suburban | College | 1,670,824,800 |
16 | Yes | No | Medium Speed | Expired | Month-to-month | <80hrs | Disabled | c845fa19-dad9-4750-a223-6dfb74739df9 | no_churn | 0.205557 | 0 | no_churn | 0.053003 | -0.00233 | -0.026892 | -0.114497 | -0.049569 | 0.079792 | 0.050777 | -0.030894 | Male | 45 | No | Yes | Employed | Suburban | College | 1,670,824,800 |