Tenure int64 0 72 | PhoneService stringclasses 2
values | MultipleLines stringclasses 3
values | InternetSpeed stringclasses 4
values | SupportEligibility stringclasses 4
values | Contract stringclasses 3
values | MonthlyStreamingTime stringclasses 4
values | PremiumHDStreaming stringclasses 2
values | prediction_id stringlengths 36 36 | prediction_label stringclasses 2
values | prediction_score float64 0 0.95 | actual_score int64 0 1 | actual_label stringclasses 2
values | shap/Tenure float64 -0.3 0.39 | shap/PhoneService float64 -0.11 0.2 | shap/MultipleLines float64 -0.15 0.17 | shap/InternetSpeed float64 -0.22 0.25 | shap/SupportEligibility float64 -0.22 0.2 | shap/Contract float64 -0.28 0.19 | shap/MonthlyStreamingTime float64 -0.18 0.23 | shap/PremiumHDStreaming float64 -0.09 0.14 | Gender stringclasses 2
values | Age int64 20 80 | Dependents stringclasses 2
values | Partner stringclasses 2
values | EmploymentStatus stringclasses 5
values | LocationCode stringclasses 3
values | Education stringclasses 5
values | timestamp int64 1.67B 1.67B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e23dcf7f-342e-4c68-a3e9-17ed077261a1 | churn | 0.54258 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 24 | No | No | Employed | Suburban | College | 1,671,775,200 |
67 | Yes | No | Medium Speed | Web_Chat_Support | One year | 0hrs | Disabled | 1bbae1be-25bd-47b1-a9eb-4553cf438534 | no_churn | 0.024166 | 0 | no_churn | -0.069084 | -0.00252 | -0.016933 | -0.011895 | 0.003951 | -0.087174 | -0.040553 | -0.044818 | Male | 22 | No | No | Employed | Rural | Master | 1,671,775,200 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 32e274e8-4827-458d-b2d7-54899d8ba2e0 | no_churn | 0.662871 | 0 | no_churn | 0.17067 | -0.006838 | 0.03889 | 0.148428 | -0.029646 | 0.13683 | -0.00991 | -0.038043 | Female | 54 | No | No | Employed | Suburban | Bachelor | 1,671,775,200 |
32 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f261eada-f0dd-4e99-8eda-71c1722cdbb4 | no_churn | 0.38715 | 0 | no_churn | 0.003688 | -0.003332 | -0.038435 | 0.124405 | 0.014193 | 0.037841 | 0.00146 | 0.001235 | Female | 42 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,775,200 |
39 | Yes | No | Medium Speed | In_Store_Support | One year | 0hrs | Disabled | 46e2a1ac-8ae1-4df1-af73-09f1718d43c9 | no_churn | 0.084078 | 0 | no_churn | -0.042288 | -0.004948 | -0.008553 | -0.084679 | -0.043269 | -0.040243 | -0.018597 | -0.026448 | Female | 38 | Yes | No | Employed | Rural | College | 1,671,775,200 |
61 | Yes | Yes | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 05f42029-5095-432c-8851-743a1ba6d4c5 | no_churn | 0.290473 | 0 | no_churn | -0.192826 | -0.001486 | 0.026152 | 0.111754 | 0.037288 | 0.075087 | 0.075853 | 0.099151 | Male | 35 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,775,200 |
52 | Yes | No | Low Speed | In_Store_Support | Two year | <50hrs | Active | a3814175-5d33-4696-984c-44bec29f8175 | no_churn | 0.041286 | 0 | no_churn | -0.078119 | -0.0032 | -0.016041 | -0.024732 | -0.058761 | -0.127059 | 0.019509 | 0.029377 | Female | 27 | No | No | Employed | Rural | High School or Below | 1,671,775,200 |
29 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 95b7be71-33f7-4d66-b148-2a68ba8d64ec | no_churn | 0.540717 | 0 | no_churn | -0.062592 | -0.007967 | -0.01199 | 0.12992 | 0.055456 | 0.096735 | -0.036731 | -0.020901 | Male | 38 | No | No | Employed | Suburban | High School or Below | 1,671,775,200 |
25 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 25b76bf6-37a6-42bd-aa68-b3b92bbd9037 | no_churn | 0.361945 | 0 | no_churn | -0.019173 | -0.004547 | -0.085154 | -0.056403 | 0.101379 | 0.065295 | 0.05428 | 0.099631 | Male | 52 | No | No | Employed | Suburban | Master | 1,671,775,200 |
1 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | e33a2da2-2d4c-4920-8ae9-901b52b341ec | no_churn | 0.305014 | 0 | no_churn | 0.219737 | -0.007025 | -0.022192 | -0.046504 | -0.010735 | 0.11999 | -0.019577 | -0.000988 | Male | 65 | No | No | Disabled | Suburban | Master | 1,671,775,200 |
5 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | feb38cd4-e2e6-4858-a70f-fbad2b8444f8 | churn | 0.379942 | 1 | churn | 0.103405 | -0.004263 | -0.066005 | -0.075011 | 0.05217 | 0.109288 | 0.022951 | 0.084438 | Female | 48 | No | Yes | Unemployed | Rural | Bachelor | 1,671,775,200 |
12 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bb78292f-fbb3-4e53-8f59-3481a1cd8d83 | churn | 0.217158 | 1 | churn | -0.06207 | -0.009067 | -0.019765 | -0.104809 | -0.034372 | 0.040952 | -0.03958 | -0.030982 | Male | 46 | Yes | No | Employed | Suburban | College | 1,671,775,200 |
2 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a86ad65d-38ef-47c3-a03e-781983d5f843 | no_churn | 0.662871 | 0 | no_churn | 0.17067 | -0.006838 | 0.03889 | 0.148428 | -0.029646 | 0.13683 | -0.00991 | -0.038043 | Male | 74 | No | Yes | Employed | Rural | High School or Below | 1,671,775,200 |
1 | No | No phone service | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | bdb36bd9-ebdd-46d5-abe5-0c19a1a5f413 | churn | 0.825048 | 1 | churn | 0.278207 | 0.126938 | 0.041165 | 0.042249 | 0.086491 | 0.160231 | -0.010976 | 0.000418 | Male | 30 | No | No | Employed | Suburban | High School or Below | 1,671,775,200 |
19 | No | No phone service | Low Speed | In_Store_Support | One year | <50hrs | Active | 387e226c-636f-4789-a9ef-c3aae0a604dd | churn | 0.230006 | 1 | churn | 0.069314 | -0.00078 | 0.007185 | 0.014805 | -0.010851 | -0.050808 | 0.031401 | 0.05071 | Female | 48 | Yes | No | Employed | Rural | Doctor | 1,671,775,200 |
27 | Yes | No | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | d52dfee4-e0ab-4af1-8eb0-07d27f8b1bdf | no_churn | 0.00595 | 0 | no_churn | -0.04308 | -0.003771 | -0.018598 | -0.030015 | 0.013004 | -0.102484 | -0.039921 | -0.044163 | Male | 56 | Yes | Yes | Employed | Rural | Bachelor | 1,671,775,200 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | <50hrs | Active | 46c26126-d6f9-4377-bdf0-f5f3c0ac974b | no_churn | 0.009283 | 0 | no_churn | -0.163208 | -0.002079 | -0.002058 | -0.008658 | 0.018613 | -0.185417 | 0.027163 | 0.046617 | Male | 59 | No | Yes | Employed | Urban | College | 1,671,775,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 06fab571-0dfe-4abb-adb2-78b543debb77 | churn | 0.876585 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 67 | No | No | Employed | Suburban | High School or Below | 1,671,775,200 |
32 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2b47a7c3-b42f-438b-ac8c-32a999294884 | no_churn | 0.38715 | 0 | no_churn | 0.003688 | -0.003332 | -0.038435 | 0.124405 | 0.014193 | 0.037841 | 0.00146 | 0.001235 | Male | 23 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,775,200 |
29 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 1d3fb1e7-ba17-459a-b70e-ff010a6b8eed | no_churn | 0.594826 | 0 | no_churn | -0.089311 | -0.003794 | 0.065059 | -0.013165 | 0.021748 | 0.038291 | -0.003504 | 0.017316 | Female | 51 | No | No | Unemployed | Suburban | College | 1,671,775,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 22b41194-be9d-4f4f-bb39-b1ab29bbbd0c | churn | 0.876585 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Male | 46 | No | No | Employed | Urban | Bachelor | 1,671,775,200 |
1 | No | No phone service | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 4020f510-699d-41f3-901a-0b6e2e261329 | no_churn | 0.488396 | 0 | no_churn | 0.1247 | 0.006033 | -0.012867 | -0.221582 | -0.064765 | 0.090704 | -0.05876 | -0.061347 | Female | 46 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,671,775,200 |
64 | Yes | Yes | Fiber optic | Web_Chat_Support | One year | 0hrs | Disabled | 9bde982b-d4b8-4ba9-a53a-ea746d462950 | no_churn | 0.050415 | 0 | no_churn | -0.115588 | -0.003566 | 0.012677 | 0.018228 | 0.000134 | -0.106433 | -0.033272 | -0.023706 | Female | 80 | Yes | No | Unemployed | Suburban | Master | 1,671,775,200 |
3 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 174fcfc0-f849-476e-9b74-dc626b7efea1 | churn | 0.546521 | 1 | churn | 0.08708 | 0.042519 | 0.009868 | -0.098717 | -0.120838 | 0.09081 | -0.049885 | -0.035045 | Female | 69 | No | Yes | Employed | Suburban | Master | 1,671,775,200 |
19 | No | No phone service | Low Speed | In_Store_Support | One year | <50hrs | Active | 59b79d56-c1f7-4576-a7d5-f263ab94cfe2 | churn | 0.230006 | 1 | churn | 0.069314 | -0.00078 | 0.007185 | 0.014805 | -0.010851 | -0.050808 | 0.031401 | 0.05071 | Female | 51 | Yes | No | Employed | Suburban | High School or Below | 1,671,775,200 |
35 | No | No phone service | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 15eec43d-7395-48ac-827e-ed98177f511a | no_churn | 0.425186 | 0 | no_churn | -0.074028 | -0.045774 | -0.016909 | -0.077939 | -0.001452 | 0.057685 | -0.023785 | -0.036824 | Female | 50 | No | Yes | Unemployed | Rural | Bachelor | 1,671,775,200 |
32 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | ce12c82b-3d89-4fec-98ae-95df3a33923e | no_churn | 0.38715 | 0 | no_churn | 0.003688 | -0.003332 | -0.038435 | 0.124405 | 0.014193 | 0.037841 | 0.00146 | 0.001235 | Female | 42 | No | Yes | Employed | Rural | Bachelor | 1,671,775,200 |
29 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Active | 96d52054-98ad-45c4-86d5-60da675e4117 | no_churn | 0.594826 | 0 | no_churn | -0.089311 | -0.003794 | 0.065059 | -0.013165 | 0.021748 | 0.038291 | -0.003504 | 0.017316 | Male | 54 | No | Yes | Unemployed | Suburban | College | 1,671,775,200 |
16 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 907249e8-fa35-49a1-9009-a96b1e6049e0 | no_churn | 0.142407 | 0 | no_churn | 0.038047 | -0.015142 | -0.086817 | -0.078046 | -0.048962 | 0.07454 | -0.046398 | -0.054831 | Male | 65 | No | Yes | Unemployed | Suburban | College | 1,671,775,200 |
56 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 60bd3f15-f4e0-47b1-83ed-ad619b08d514 | no_churn | 0.171258 | 0 | no_churn | -0.175056 | -0.00355 | -0.112115 | 0.001653 | 0.044002 | 0.044287 | -0.033891 | -0.02531 | Male | 35 | No | No | Employed | Urban | Bachelor | 1,671,775,200 |
55 | Yes | No | Low Speed | In_Store_Support | Two year | 0hrs | Disabled | 23427022-0a24-4de0-8385-b36334fdfac1 | no_churn | 0.015105 | 0 | no_churn | -0.051328 | -0.003152 | -0.012838 | -0.05756 | -0.018465 | -0.083116 | -0.014211 | -0.016689 | Male | 46 | Yes | No | Unemployed | Suburban | Bachelor | 1,671,775,200 |
12 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | 5c07ed73-ddf8-4ac1-a5e7-d86ecb1f1fb7 | no_churn | 0.593166 | 0 | no_churn | 0.009117 | -0.003223 | -0.028473 | -0.037438 | -0.00978 | 0.098769 | 0.011513 | 0.036584 | Female | 79 | No | No | Employed | Suburban | College | 1,671,775,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | b214210e-9c71-4929-a2de-cee44d34162a | churn | 0.736379 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 79 | No | No | Employed | Suburban | College | 1,671,775,200 |
22 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 9a440208-2066-46ff-923e-33eac7d75011 | churn | 0.220717 | 1 | churn | -0.083213 | -0.004532 | -0.032046 | -0.074998 | -0.009801 | 0.040666 | -0.046155 | -0.051447 | Female | 78 | No | Yes | Employed | Urban | Master | 1,671,775,200 |
71 | Yes | Yes | High Speed | Web_Chat_Support | Two year | 0hrs | Disabled | cc11c445-6d90-41c7-a236-2105e32cefcb | no_churn | 0.001837 | 0 | no_churn | -0.080753 | -0.003509 | 0.006071 | -0.010925 | 0.007978 | -0.146652 | -0.017508 | -0.023728 | Male | 62 | No | No | Disabled | Suburban | College | 1,671,775,200 |
3 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c4d03e7a-dc16-4002-9a90-9b7f3c00e425 | no_churn | 0.458209 | 0 | no_churn | 0.115694 | -0.007177 | -0.084196 | 0.112574 | -0.019021 | 0.113956 | -0.021779 | -0.03425 | Male | 62 | No | Yes | Retired | Urban | Master | 1,671,775,200 |
64 | No | No phone service | High Speed | Phone_Support | Two year | 100hrs+ | Active | 1a77e4cf-48f2-45e4-986c-94151c17e6fe | no_churn | 0.079131 | 0 | no_churn | -0.120149 | -0.015332 | -0.001248 | 0.009865 | 0.03217 | -0.160248 | 0.035418 | 0.040498 | Male | 68 | No | Yes | Employed | Suburban | High School or Below | 1,671,775,200 |
1 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | dc5fffba-2af6-41cc-8399-3f30c26987f8 | churn | 0.54258 | 1 | churn | 0.246409 | -0.012075 | -0.018046 | -0.05183 | 0.030844 | 0.129298 | -0.031416 | -0.049345 | Male | 55 | No | Yes | Employed | Suburban | College | 1,671,775,200 |
23 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 35975ecf-4ff0-4ff5-9ecd-1b3730f6940d | no_churn | 0.25134 | 0 | no_churn | -0.189144 | -0.009724 | -0.116661 | 0.043 | -0.004063 | 0.047558 | -0.026026 | -0.013966 | Male | 63 | No | No | Employed | Suburban | Bachelor | 1,671,775,200 |
71 | Yes | No | High Speed | In_Store_Support | Two year | <80hrs | Active | 6ba14eed-80a3-411f-8374-caeb414dd233 | no_churn | 0.005304 | 0 | no_churn | -0.07563 | -0.004983 | -0.017068 | -0.017693 | -0.039508 | -0.151407 | 0.016212 | 0.021052 | Female | 52 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,775,200 |
12 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | f2016f80-ab82-43c3-97b4-006a5cb71394 | churn | 0.217158 | 1 | churn | -0.06207 | -0.009067 | -0.019765 | -0.104809 | -0.034372 | 0.040952 | -0.03958 | -0.030982 | Female | 71 | No | Yes | Employed | Suburban | Master | 1,671,775,200 |
67 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <50hrs | Active | a9525ea4-b177-4c20-84cb-fd354e26b9cc | no_churn | 0.456969 | 0 | no_churn | -0.237817 | -0.002209 | -0.012689 | -0.072483 | 0.012037 | 0.04487 | 0.009216 | 0.016048 | Female | 57 | No | No | Unemployed | Suburban | College | 1,671,775,200 |
8 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a4aa7cd1-5e4a-470d-a266-6421d639cc98 | churn | 0.411662 | 1 | churn | 0.093786 | -0.007915 | -0.02917 | 0.094142 | 0.022293 | 0.114676 | -0.038575 | -0.011364 | Male | 59 | No | Yes | Medical Leave | Rural | High School or Below | 1,671,775,200 |
22 | Yes | No | Medium Speed | Phone_Support | Month-to-month | 0hrs | Disabled | d9b52f9b-d877-42fe-a849-442c5fe70057 | churn | 0.220717 | 1 | churn | -0.083213 | -0.004532 | -0.032046 | -0.074998 | -0.009801 | 0.040666 | -0.046155 | -0.051447 | Female | 52 | No | No | Employed | Suburban | College | 1,671,775,200 |
52 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 14db9672-e359-463d-afe5-c147c45e7e27 | no_churn | 0.073798 | 0 | no_churn | -0.076835 | -0.007645 | -0.016275 | -0.028701 | -0.024302 | -0.064996 | -0.021653 | -0.028618 | Female | 41 | No | Yes | Medical Leave | Suburban | Bachelor | 1,671,775,200 |
3 | Yes | No | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 946daf11-7a97-475a-a1cd-84f582dd2367 | churn | 0.366939 | 1 | churn | 0.100651 | -0.007702 | -0.005903 | -0.103438 | -0.027927 | 0.080176 | -0.026896 | -0.034595 | Male | 59 | No | Yes | Employed | Suburban | High School or Below | 1,671,775,200 |
31 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | a3b155e7-e784-4111-b416-7b827ce4fe59 | no_churn | 0.516935 | 0 | no_churn | -0.082752 | -0.005115 | 0.041376 | 0.089668 | 0.007607 | 0.082758 | -0.039369 | -0.030718 | Female | 64 | Yes | Yes | Disabled | Rural | College | 1,671,775,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | c3fde2b3-ac50-475c-83f2-71c8a0724fc8 | churn | 0.876585 | 1 | churn | 0.303582 | -0.006625 | -0.032842 | 0.135235 | 0.072651 | 0.150208 | -0.018065 | -0.012272 | Female | 67 | No | No | Employed | Suburban | College | 1,671,775,200 |
10 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | e599ff62-9657-4fa4-a838-211ad7d551d0 | no_churn | 0.0492 | 0 | no_churn | -0.015325 | -0.006046 | -0.021907 | -0.040875 | -0.024522 | -0.107217 | -0.023438 | -0.029696 | Female | 24 | No | No | Employed | Suburban | High School or Below | 1,671,775,200 |
63 | Yes | Yes | Fiber optic | In_Store_Support | Two year | 0hrs | Disabled | b02e0836-3787-442e-a229-758de4f1699e | no_churn | 0.016458 | 0 | no_churn | -0.09745 | -0.002599 | 0.010104 | 0.040262 | -0.046678 | -0.135592 | -0.009407 | -0.007665 | Male | 47 | No | No | Disabled | Suburban | Master | 1,671,775,200 |
71 | No | No phone service | Medium Speed | Phone_Support | Two year | <80hrs | Active | 32e26f1a-9632-428f-84cb-6e9540f598a8 | no_churn | 0.103461 | 0 | no_churn | -0.110435 | 0.001919 | -0.000137 | -0.006943 | 0.022889 | -0.114237 | 0.035685 | 0.042233 | Male | 66 | Yes | Yes | Retired | Suburban | College | 1,671,775,200 |
12 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | 0hrs | Disabled | a668d548-0d29-484b-a571-045d4c328fca | no_churn | 0.594423 | 0 | no_churn | 0.039429 | -0.001228 | 0.07312 | 0.060426 | 0.008267 | 0.131609 | -0.013412 | -0.025854 | Female | 55 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,671,775,200 |
13 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <50hrs | Active | 1205c587-3ac4-418e-ab89-846a92625baf | churn | 0.647274 | 1 | churn | 0.129696 | -0.006658 | -0.047204 | 0.00121 | 0.138816 | 0.122328 | 0.143816 | 0.126506 | Male | 58 | No | Yes | Unemployed | Rural | High School or Below | 1,671,775,200 |
71 | Yes | Yes | High Speed | Phone_Support | Two year | <80hrs | Active | 819008fb-cb07-4422-a59d-1c5b28c3646a | no_churn | 0.004543 | 0 | no_churn | -0.097947 | -0.002963 | 0.024782 | -0.033041 | 0.023367 | -0.137178 | 0.057878 | 0.052816 | Female | 36 | No | Yes | Employed | Urban | College | 1,671,775,200 |
19 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 91aa3870-09fd-4fe4-b66f-effb7d54f468 | churn | 0.483752 | 1 | churn | 0.026011 | -0.002728 | -0.000413 | 0.158724 | 0.030353 | 0.114279 | -0.02697 | -0.021328 | Female | 72 | Yes | No | Unemployed | Suburban | College | 1,671,775,200 |
69 | Yes | Yes | Fiber optic | Phone_Support | Two year | <50hrs | Active | 4d4595df-a375-4e09-a5a8-d1db1c411dc6 | no_churn | 0.08584 | 0 | no_churn | -0.020187 | -0.001018 | 0.065536 | 0.070268 | 0.014315 | -0.131837 | 0.110121 | 0.063776 | Female | 22 | Yes | No | Unemployed | Suburban | High School or Below | 1,671,775,200 |
65 | Yes | Yes | Fiber optic | Web_Chat_Support | Two year | 0hrs | Disabled | d69520e7-8fb2-48c1-ab86-d940aacc0bd2 | no_churn | 0.082786 | 0 | no_churn | -0.09176 | -0.002737 | 0.018329 | 0.035764 | 0.003913 | -0.196767 | -0.015309 | -0.013794 | Female | 28 | No | Yes | Unemployed | Suburban | High School or Below | 1,671,775,200 |
44 | Yes | No | High Speed | Web_Chat_Support | One year | <50hrs | Active | 70e09b08-1fb8-420f-9fec-717a22d38fd3 | no_churn | 0.129836 | 0 | no_churn | -0.14836 | -0.005624 | -0.017953 | -0.022086 | -0.018931 | -0.099096 | 0.002622 | 0.050403 | Female | 28 | No | Yes | Unemployed | Suburban | Master | 1,671,775,200 |
41 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 50ac8d2f-2334-4f7d-9f70-18e1182c20d5 | no_churn | 0.01698 | 0 | no_churn | -0.036411 | -0.004287 | -0.011275 | -0.0509 | -0.028496 | -0.10619 | -0.012929 | -0.018538 | Female | 36 | No | Yes | Employed | Suburban | College | 1,671,775,200 |
10 | Yes | Yes | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | e45ad578-92f1-4c9e-8d89-08d106ce858a | no_churn | 0.068642 | 0 | no_churn | -0.035437 | -0.014003 | 0.00183 | -0.141581 | 0.008136 | 0.056262 | -0.063515 | -0.070719 | Female | 70 | No | No | Employed | Suburban | High School or Below | 1,671,775,200 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 477f1f84-e688-4aad-b535-3f8f0d78d039 | churn | 0.866903 | 1 | churn | 0.363996 | -0.003773 | -0.023682 | 0.050704 | 0.044275 | 0.157237 | 0.098271 | 0.043945 | Female | 20 | Yes | Yes | Employed | Suburban | Master | 1,671,775,200 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 03dbdde2-bc55-4017-87d7-f48d332dad6c | churn | 0.396786 | 1 | churn | 0.195332 | -0.015414 | -0.064687 | -0.091724 | -0.021266 | 0.107771 | -0.029635 | -0.003611 | Male | 35 | No | Yes | Unemployed | Urban | College | 1,671,775,200 |
31 | No | No phone service | High Speed | Phone_Support | Two year | <80hrs | Active | a1852918-e600-4de0-93eb-d47edc5854a6 | no_churn | 0.020726 | 0 | no_churn | -0.041129 | 0.000077 | -0.031125 | -0.018644 | 0.052218 | -0.102174 | 0.013712 | 0.040538 | Male | 32 | No | Yes | Unemployed | Suburban | Bachelor | 1,671,861,600 |
29 | Yes | No | Low Speed | Phone_Support | Two year | 100hrs+ | Active | 815ba06a-e5cb-4fa7-b7d5-c79127f151e9 | churn | 0.01847 | 0 | no_churn | -0.001222 | -0.001479 | -0.015005 | 0.027547 | 0.095918 | -0.175006 | 0.046471 | 0.07375 | Female | 56 | Yes | No | Employed | Urban | College | 1,671,861,600 |
29 | Yes | No | High Speed | Phone_Support | One year | <50hrs | Active | 24725f79-2884-463a-a7b8-6de4e5e510f6 | no_churn | 0.148133 | 0 | no_churn | 0.064491 | 0.000434 | 0.033348 | 0.040185 | 0.118101 | -0.009324 | 0.162201 | 0.101538 | Male | 31 | Yes | Yes | Employed | Rural | College | 1,671,861,600 |
36 | No | No phone service | High Speed | In_Store_Support | One year | 100hrs+ | Active | 888b16c1-f18c-44b8-9e9e-99098653c709 | no_churn | 0.106967 | 0 | no_churn | -0.085138 | -0.016122 | -0.013481 | -0.041089 | -0.053059 | -0.087205 | 0.018492 | 0.028575 | Male | 44 | No | Yes | Retired | Suburban | Bachelor | 1,671,861,600 |
1 | Yes | No | High Speed | In_Store_Support | One year | 100hrs+ | Active | 5bd2d6e3-5dc2-424f-9c00-3c66effe446d | no_churn | 0.102024 | 0 | no_churn | 0.072215 | -0.006992 | -0.04658 | -0.050475 | -0.103992 | -0.073538 | 0.017046 | 0.043289 | Male | 49 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
48 | Yes | Yes | Medium Speed | Phone_Support | One year | 100hrs+ | Active | a15a6f63-0214-4617-b265-f426b2a2d6e3 | no_churn | 0.123978 | 0 | no_churn | -0.044772 | -0.001203 | -0.039481 | -0.141085 | 0.061254 | -0.014943 | 0.049639 | 0.071565 | Female | 49 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
68 | Yes | Yes | High Speed | In_Store_Support | Two year | 100hrs+ | Active | d92bec8d-ef56-474c-8563-c514e788475d | no_churn | 0.021132 | 0 | no_churn | -0.057383 | -0.00356 | 0.003491 | -0.048008 | -0.063484 | -0.146631 | 0.018033 | 0.028516 | Female | 31 | Yes | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
1 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | <50hrs | Active | 1e499ce3-2fd4-44c4-bdc1-d4815aebf678 | no_churn | 0.475127 | 0 | no_churn | 0.235569 | -0.009578 | -0.052837 | -0.079616 | 0.005739 | 0.125641 | 0.12589 | 0.040166 | Male | 22 | No | No | Employed | Urban | College | 1,671,861,600 |
56 | Yes | No | Medium Speed | Phone_Support | Two year | <50hrs | Active | e3d18ca6-17b9-4c36-94e5-64709dc270d5 | no_churn | 0.021706 | 0 | no_churn | 0.002018 | -0.000792 | 0.00736 | -0.040221 | 0.086619 | -0.137127 | 0.021907 | 0.07121 | Female | 80 | No | Yes | Medical Leave | Suburban | High School or Below | 1,671,861,600 |
51 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | <50hrs | Active | 3e4e949a-e2a7-41d8-ba5f-3a55e6c9946b | no_churn | 0.079476 | 0 | no_churn | -0.172751 | 0.007432 | -0.014431 | -0.050204 | -0.081641 | 0.049814 | -0.001227 | 0.033981 | Male | 55 | Yes | No | Medical Leave | Suburban | High School or Below | 1,671,861,600 |
64 | Yes | No | Medium Speed | In_Store_Support | Two year | 100hrs+ | Active | dc875923-6a2b-44f6-bc1c-2a39ba83d139 | no_churn | 0.012048 | 0 | no_churn | -0.015954 | -0.00231 | 0.008045 | -0.055304 | -0.029229 | -0.0892 | 0.018279 | 0.019146 | Male | 70 | No | No | Employed | Suburban | College | 1,671,861,600 |
70 | Yes | Yes | High Speed | In_Store_Support | Two year | 100hrs+ | Active | 2503668e-3523-4a91-a91b-4dbfcecd0e14 | no_churn | 0.085388 | 0 | no_churn | -0.017406 | -0.002128 | 0.023232 | -0.060208 | -0.040243 | -0.141617 | 0.02719 | 0.022153 | Female | 35 | No | No | Unemployed | Suburban | College | 1,671,861,600 |
36 | Yes | No | High Speed | Phone_Support | One year | <50hrs | Active | 9b133fe9-4056-496b-a8b7-0572d7a39a5e | churn | 0.143107 | 1 | churn | -0.130972 | -0.003563 | -0.022669 | -0.059957 | 0.005309 | -0.070235 | 0.002277 | 0.040784 | Male | 67 | Yes | Yes | Employed | Suburban | College | 1,671,861,600 |
9 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | 7e7dbb4a-7194-4565-be03-6249e10f80f9 | no_churn | 0.162165 | 0 | no_churn | 0.04077 | -0.007133 | -0.060145 | -0.055926 | -0.160315 | 0.055586 | -0.043848 | -0.028015 | Male | 60 | No | No | Employed | Rural | High School or Below | 1,671,861,600 |
20 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <50hrs | Active | f891c8f3-400d-4139-a905-6dbca3bb6bf4 | no_churn | 0.113998 | 0 | no_churn | 0.099656 | -0.003851 | 0.035037 | 0.00943 | 0.109265 | 0.136634 | 0.214237 | 0.130566 | Male | 46 | No | Yes | Employed | Suburban | College | 1,671,861,600 |
33 | Yes | No | High Speed | Phone_Support | Two year | <80hrs | Active | a62dfd1a-e47d-4bca-ae29-509643044ab5 | no_churn | 0.016976 | 0 | no_churn | -0.004918 | -0.000496 | -0.032427 | -0.023854 | 0.082712 | -0.077813 | 0.025904 | 0.061867 | Female | 78 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
55 | Yes | Yes | Low Speed | In_Store_Support | One year | <50hrs | Active | bfdad40c-a599-4588-a688-f5c31c6056be | no_churn | 0.090175 | 0 | no_churn | 0.015197 | 0.000872 | 0.057544 | -0.017363 | -0.035468 | -0.010804 | 0.108459 | 0.052538 | Male | 25 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
31 | Yes | Yes | High Speed | In_Store_Support | One year | <50hrs | Active | 380adedd-3005-4945-a561-4fecbf3059c1 | no_churn | 0.198182 | 0 | no_churn | -0.05165 | -0.002345 | 0.03451 | -0.029693 | -0.0091 | -0.102419 | 0.025957 | 0.045714 | Male | 30 | No | Yes | Unemployed | Suburban | Master | 1,671,861,600 |
64 | No | No phone service | High Speed | Phone_Support | Two year | <80hrs | Active | b4c73312-f951-41ed-a2ef-19e07d51fbd5 | no_churn | 0.014131 | 0 | no_churn | -0.097441 | -0.001193 | 0.002953 | -0.003309 | 0.025 | -0.1778 | 0.027449 | 0.035315 | Male | 21 | No | Yes | Employed | Suburban | Bachelor | 1,671,861,600 |
25 | Yes | No | Low Speed | In_Store_Support | Month-to-month | <80hrs | Active | 12786489-a713-457a-b6fc-00f6115a0871 | no_churn | 0.084532 | 0 | no_churn | -0.075899 | -0.009378 | -0.043285 | 0.000904 | -0.11904 | 0.059393 | 0.062779 | 0.0495 | Female | 63 | No | No | Disabled | Urban | High School or Below | 1,671,861,600 |
8 | Yes | No | High Speed | In_Store_Support | One year | 0hrs | Disabled | a0b910ac-1e96-4735-a8ad-92d893744e25 | no_churn | 0.068826 | 0 | no_churn | -0.004709 | -0.005712 | -0.018881 | -0.052659 | -0.03985 | -0.095633 | -0.024225 | -0.027358 | Male | 55 | No | Yes | Employed | Urban | College | 1,671,861,600 |
67 | No | No phone service | High Speed | Phone_Support | Two year | 0hrs | Disabled | 6d2c0ccf-7156-40f9-9b7b-b79faf62b17f | no_churn | 0.018649 | 0 | no_churn | -0.091472 | 0.007962 | -0.003051 | -0.015801 | 0.003089 | -0.131433 | -0.018144 | -0.020178 | Female | 50 | No | No | Employed | Suburban | Bachelor | 1,671,861,600 |
31 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | e9b5a7c2-4f2c-44fa-9f95-6476c8ea0b51 | churn | 0.19831 | 1 | churn | -0.066243 | -0.008273 | -0.039115 | -0.060907 | -0.085675 | 0.05607 | -0.020503 | -0.044379 | Female | 52 | Yes | Yes | Employed | Rural | College | 1,671,861,600 |
66 | No | No phone service | Medium Speed | In_Store_Support | Two year | 0hrs | Disabled | 5fa14931-4e09-4f95-9c73-9e14ef923f2c | no_churn | 0.009513 | 0 | no_churn | -0.043769 | -0.002066 | -0.009881 | -0.021715 | -0.017966 | -0.144634 | -0.012641 | -0.016353 | Female | 37 | No | No | Unemployed | Suburban | College | 1,671,861,600 |
27 | Yes | No | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | c018001a-2592-4d96-9626-a2483be17e2e | no_churn | 0.061529 | 0 | no_churn | -0.119932 | -0.015295 | -0.028973 | -0.0354 | -0.050996 | 0.035447 | -0.027691 | -0.026185 | Female | 31 | No | No | Employed | Suburban | College | 1,671,861,600 |
3 | No | No phone service | High Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 7ebd3ab9-6d3c-4fd6-972e-303c4909ee66 | churn | 0.313251 | 1 | churn | 0.08708 | 0.042519 | 0.009868 | -0.098717 | -0.120838 | 0.09081 | -0.049885 | -0.035045 | Male | 63 | Yes | No | Retired | Suburban | High School or Below | 1,671,861,600 |
56 | Yes | Yes | High Speed | In_Store_Support | One year | 0hrs | Disabled | 3eb0b94c-ce77-4b32-9863-0524038a38a3 | no_churn | 0.051969 | 0 | no_churn | -0.022684 | -0.00353 | 0.002823 | -0.007852 | -0.105669 | -0.09098 | -0.020788 | -0.020347 | Male | 39 | Yes | No | Employed | Urban | High School or Below | 1,671,861,600 |
65 | No | No phone service | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 7e1bcfe3-203c-43a0-9630-a8d2ff5a6b85 | no_churn | 0.006753 | 0 | no_churn | -0.064718 | 0.000068 | -0.004169 | -0.018157 | -0.029408 | -0.122017 | -0.011878 | -0.018747 | Male | 46 | No | No | Retired | Suburban | Bachelor | 1,671,861,600 |
9 | Yes | No | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 27efc6e0-48d5-4901-aadf-65e79f68f752 | churn | 0.221593 | 1 | churn | 0.142272 | -0.008507 | 0.01509 | 0.082266 | 0.007903 | 0.092885 | -0.018822 | 0.007694 | Female | 52 | No | No | Employed | Urban | Bachelor | 1,671,861,600 |
24 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | 785c6233-f806-45c5-9b23-4ad06a578a42 | no_churn | 0.109326 | 0 | no_churn | -0.113682 | -0.016114 | -0.106022 | -0.02257 | 0.022523 | 0.041576 | -0.03003 | -0.034708 | Male | 34 | Yes | No | Disabled | Suburban | College | 1,671,861,600 |
2 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 5648efd6-d30c-47d2-ae4f-35dd653dd658 | churn | 0.553633 | 1 | churn | 0.306282 | 0.128325 | 0.052827 | 0.046583 | 0.071454 | 0.151404 | -0.017548 | -0.008354 | Female | 55 | Yes | No | Unemployed | Rural | Master | 1,671,861,600 |
50 | Yes | No | High Speed | Phone_Support | One year | 0hrs | Disabled | ba870249-e33f-4ff6-b495-950f1ad7d460 | no_churn | 0.046898 | 0 | no_churn | -0.042956 | -0.008465 | -0.02839 | -0.028072 | 0.014618 | -0.113769 | -0.025399 | -0.036592 | Female | 64 | Yes | No | Retired | Suburban | Bachelor | 1,671,861,600 |
37 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 7c9335fb-c1fb-40c6-9c4a-737d30de5f92 | no_churn | 0.043058 | 0 | no_churn | -0.059634 | -0.003793 | -0.013815 | -0.026371 | -0.017147 | -0.059994 | -0.03098 | -0.057292 | Male | 38 | No | No | Employed | Suburban | Doctor | 1,671,861,600 |
6 | Yes | No | High Speed | Phone_Support | Month-to-month | 0hrs | Disabled | a19101e3-5387-4e20-a846-0c1ebd1cf997 | churn | 0.376232 | 1 | churn | 0.083741 | -0.003429 | 0.017994 | -0.008721 | 0.026333 | 0.094736 | -0.043364 | -0.025263 | Male | 40 | Yes | No | Unemployed | Suburban | High School or Below | 1,671,861,600 |
45 | Yes | No | High Speed | In_Store_Support | Two year | 0hrs | Disabled | 8933e1af-3df5-4308-9841-4c00d6afc2c7 | no_churn | 0.033349 | 0 | no_churn | -0.071387 | -0.003584 | -0.012869 | -0.034988 | -0.021023 | -0.08911 | -0.015492 | -0.016574 | Male | 60 | Yes | Yes | Unemployed | Rural | Bachelor | 1,671,861,600 |
35 | No | No phone service | Low Speed | In_Store_Support | One year | 0hrs | Disabled | b533d922-5922-42f0-8550-9061161e8ce0 | no_churn | 0.061403 | 0 | no_churn | -0.134026 | 0.026088 | 0.005876 | -0.022648 | -0.038354 | -0.058874 | -0.01995 | -0.027138 | Male | 39 | Yes | Yes | Employed | Suburban | Master | 1,671,861,600 |
30 | Yes | No | Low Speed | In_Store_Support | One year | 0hrs | Disabled | 817dae17-6ab4-4169-92b5-da409ca0268d | no_churn | 0.117721 | 0 | no_churn | -0.004051 | -0.00563 | -0.002962 | -0.018172 | -0.014465 | -0.16692 | -0.023397 | -0.033429 | Female | 27 | Yes | Yes | Employed | Suburban | Master | 1,671,861,600 |
34 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | fd76d888-1fe0-4a50-aa1b-4f80a6510b27 | churn | 0.117514 | 1 | churn | -0.055501 | -0.005861 | 0.001961 | -0.035676 | -0.118489 | 0.043786 | -0.0335 | -0.035745 | Male | 71 | No | No | Medical Leave | Suburban | High School or Below | 1,671,861,600 |
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