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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | d11be19d-2ed8-4426-b095-7dc8d313ef45 | no_churn | 0.549765 | 1 | churn | 0.169868 | -0.009387 | -0.027216 | 0.160069 | -0.002259 | 0.084411 | 0.001658 | 0.000413 | Female | 56 | No | No | Employed | Suburban | Bachelor | 1,673,416,800 |
1 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 2d72f592-7203-4854-8c90-678804027131 | no_churn | 0.854489 | 0 | no_churn | 0.279085 | -0.006103 | 0.023676 | 0.165613 | 0.043398 | 0.157234 | -0.021751 | -0.028467 | Female | 35 | No | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
63 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 9d523bae-ef81-4b3b-999c-6b1716b2fccb | no_churn | 0.178172 | 0 | no_churn | -0.247995 | -0.010781 | 0.002527 | 0.050928 | -0.030453 | 0.008057 | 0.001453 | -0.015262 | Male | 25 | Yes | Yes | Unemployed | Suburban | College | 1,673,416,800 |
25 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 6c392550-8b1f-413f-8640-5caec12f3b17 | churn | 0.268763 | 1 | churn | -0.083382 | -0.007985 | -0.108923 | 0.089681 | -0.003309 | 0.037158 | -0.011431 | -0.003336 | Male | 42 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,416,800 |
37 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | f3e9dd41-8a22-47c2-9f95-c604f6367ce1 | no_churn | 0.417099 | 0 | no_churn | -0.110515 | -0.00802 | -0.025879 | 0.104728 | 0.006069 | 0.082569 | 0.014764 | -0.03976 | Male | 67 | No | No | Employed | Urban | High School or Below | 1,673,416,800 |
1 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | f4a03c14-f363-452c-8148-0fc75644b37e | no_churn | 0.857863 | 1 | churn | 0.220709 | -0.006085 | 0.035968 | 0.075524 | -0.042424 | 0.123789 | 0.027063 | -0.01565 | Female | 64 | No | No | Employed | Urban | College | 1,673,416,800 |
55 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 979a7236-dc04-4ae5-a5d0-e34b828955df | no_churn | 0.338764 | 0 | no_churn | -0.23763 | -0.014197 | -0.032947 | 0.056268 | 0.012205 | 0.002696 | -0.028805 | -0.026616 | Male | 76 | No | No | Medical Leave | Suburban | College | 1,673,416,800 |
17 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 042714be-22a7-4d17-9e0a-89f4a1d2d2f2 | no_churn | 0.51465 | 0 | no_churn | 0.123856 | -0.001848 | -0.047814 | 0.126846 | 0.062846 | 0.095233 | -0.008709 | 0.000261 | Male | 29 | No | No | Unemployed | Suburban | High School or Below | 1,673,416,800 |
69 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | efdc1f4b-ed19-462f-90ee-e069846ae887 | no_churn | 0.246825 | 0 | no_churn | -0.128074 | -0.002858 | 0.076924 | 0.050928 | 0.054064 | 0.089748 | 0.028738 | -0.024654 | Female | 20 | Yes | No | Unemployed | Rural | High School or Below | 1,673,416,800 |
20 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 6e171e65-6887-4e16-aef7-f4d7c97dc173 | no_churn | 0.437943 | 0 | no_churn | 0.023523 | -0.003511 | 0.105271 | 0.164393 | 0.049916 | 0.107351 | -0.046941 | 0.002638 | Male | 39 | Yes | Yes | Employed | Rural | Doctor | 1,673,416,800 |
2 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 6be05664-adbf-4a14-ab3f-bfd33e9a8959 | no_churn | 0.714214 | 1 | churn | 0.236828 | -0.006696 | -0.036588 | 0.080046 | 0.025546 | 0.136174 | 0.082667 | -0.040643 | Female | 21 | No | No | Employed | Suburban | Master | 1,673,416,800 |
25 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 3b681fba-9ea1-488a-8789-20f16218c1bb | no_churn | 0.236767 | 1 | churn | -0.084319 | -0.005082 | -0.092968 | 0.107801 | 0.002701 | 0.047567 | -0.011033 | -0.003336 | Male | 50 | No | No | Unemployed | Suburban | Bachelor | 1,673,416,800 |
49 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | f92fb31f-ab44-4c50-8f5a-a0907893b7c9 | no_churn | 0.301486 | 1 | churn | -0.090721 | -0.001523 | 0.075118 | 0.021344 | 0.02606 | 0.067624 | -0.000279 | -0.01427 | Male | 49 | No | No | Disabled | Suburban | College | 1,673,416,800 |
10 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | fb5c6e2c-c447-4fdc-858a-32aa7fcc431d | no_churn | 0.587428 | 0 | no_churn | 0.083519 | -0.006498 | 0.056152 | 0.145499 | 0.044389 | 0.102054 | -0.030115 | 0.008418 | Female | 31 | No | No | Employed | Urban | College | 1,673,416,800 |
18 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 6f252872-a1bc-4aae-aedd-9065e7b08fb5 | churn | 0.296484 | 0 | no_churn | -0.066509 | -0.007016 | -0.035192 | 0.050408 | 0.039794 | 0.07783 | 0.105876 | -0.066216 | Female | 28 | No | No | Employed | Suburban | Bachelor | 1,673,416,800 |
20 | Yes | Yes | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 77814c3b-3caa-43f8-baf4-fb757b47a955 | no_churn | 0.607213 | 1 | churn | 0.059711 | 0.00043 | 0.140067 | 0.208777 | 0.11328 | 0.12047 | -0.007643 | -0.014118 | Male | 59 | No | No | Unemployed | Suburban | College | 1,673,416,800 |
13 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 671184bc-bbdd-4427-aa54-472f43fdc51b | no_churn | 0.499515 | 1 | churn | 0.033294 | -0.004066 | 0.034006 | 0.046172 | 0.038719 | 0.09533 | -0.060992 | 0.003542 | Female | 25 | No | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
17 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 830325ba-98e0-44c6-8429-917e39bc8f15 | no_churn | 0.247944 | 1 | churn | 0.039031 | -0.004326 | -0.00011 | 0.145114 | 0.033446 | 0.103453 | -0.04434 | 0.018707 | Female | 30 | No | No | Employed | Suburban | High School or Below | 1,673,416,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 4f26dead-bd1f-4989-9ac9-39034a61b079 | no_churn | 0.588655 | 0 | no_churn | 0.169868 | -0.009387 | -0.027216 | 0.160069 | -0.002259 | 0.084411 | 0.001658 | 0.000413 | Female | 37 | No | No | Employed | Urban | Bachelor | 1,673,416,800 |
5 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 430a3965-355a-4e6e-8303-07cda232b51e | no_churn | 0.654246 | 1 | churn | 0.149375 | -0.001155 | -0.008741 | 0.113468 | 0.05218 | 0.08097 | -0.030687 | 0.017564 | Female | 78 | No | No | Unemployed | Suburban | College | 1,673,416,800 |
1 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | a8440932-1c75-4fff-87e5-e47ea7ea73a2 | no_churn | 0.767261 | 1 | churn | 0.341176 | -0.004893 | -0.02431 | 0.098129 | 0.053395 | 0.157543 | 0.061336 | -0.027609 | Male | 65 | Yes | Yes | Employed | Suburban | College | 1,673,416,800 |
40 | Yes | No | Fiber optic | Expired | One year | <80hrs | Disabled | e6536028-e41a-4a4f-9599-7a558e35c95e | no_churn | 0.110322 | 0 | no_churn | -0.043964 | -0.000907 | 0.016734 | 0.132302 | 0.104905 | -0.080912 | 0.084515 | -0.055868 | Male | 66 | Yes | No | Employed | Urban | College | 1,673,416,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | 65eef130-f6b0-4bd3-bc9a-781f9831d109 | no_churn | 0.767261 | 1 | churn | 0.120027 | -0.009969 | -0.066587 | 0.050894 | -0.088597 | 0.066058 | -0.016651 | -0.011571 | Female | 74 | No | No | Medical Leave | Suburban | College | 1,673,416,800 |
18 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | ded36bc7-2d8a-4516-8154-323cdd91f063 | no_churn | 0.339616 | 0 | no_churn | -0.096927 | -0.008676 | -0.102251 | 0.093773 | 0.01266 | 0.040395 | 0.054673 | -0.039341 | Male | 76 | Yes | Yes | Employed | Rural | College | 1,673,416,800 |
67 | Yes | No | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | b817f4a4-3a37-4c03-beb6-990d6fe4a585 | no_churn | 0.066103 | 0 | no_churn | -0.190821 | -0.011888 | -0.062099 | 0.041461 | 0.011869 | 0.03826 | 0.019249 | -0.025058 | Male | 29 | No | Yes | Disabled | Suburban | College | 1,673,416,800 |
2 | Yes | No | Fiber optic | Expired | Month-to-month | 0hrs | Disabled | 7af0899d-bbcd-4e88-950e-11bff03a3619 | no_churn | 0.54522 | 1 | churn | 0.211548 | -0.008184 | -0.05143 | 0.158282 | 0.056538 | 0.106806 | 0.001318 | 0.008227 | Male | 45 | No | Yes | Retired | Suburban | College | 1,673,416,800 |
68 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | 52e86d35-7444-4d11-bbeb-9d83efbdd159 | no_churn | 0.136721 | 0 | no_churn | -0.243963 | -0.00911 | 0.001302 | 0.048021 | 0.005018 | 0.033895 | -0.000748 | -0.033442 | Male | 24 | No | Yes | Unemployed | Suburban | High School or Below | 1,673,416,800 |
25 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Disabled | a1626893-0675-4ea2-8899-94d2a8556914 | no_churn | 0.236767 | 1 | churn | 0.029124 | -0.006211 | -0.080337 | 0.095434 | 0.084681 | 0.104411 | 0.025292 | -0.023787 | Female | 47 | Yes | No | Employed | Suburban | College | 1,673,416,800 |
16 | Yes | No | Medium Speed | Expired | Two year | 100hrs+ | Disabled | b13c77c3-4764-4b39-bea5-8b90ba2539ef | no_churn | 0.010162 | 0 | no_churn | 0.016324 | -0.004076 | -0.014449 | -0.070724 | -0.014546 | -0.167937 | 0.024732 | -0.01835 | Female | 49 | No | No | Employed | Suburban | High School or Below | 1,673,416,800 |
41 | Yes | Yes | Medium Speed | Expired | Month-to-month | <80hrs | Active | 03a67d44-ec2f-4938-a516-eafbbd829704 | no_churn | 0.133312 | 0 | no_churn | -0.079388 | -0.003942 | 0.00774 | -0.065996 | -0.056435 | 0.061744 | 0.02408 | 0.054005 | Female | 22 | No | No | Unemployed | Urban | College | 1,673,416,800 |
9 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 10582214-3b5e-4ae3-8071-8e2ade5eddd7 | no_churn | 0.42505 | 1 | churn | -0.00116 | 0.062616 | 0.001995 | -0.027825 | -0.118743 | 0.048168 | 0.021135 | -0.025212 | Male | 68 | Yes | Yes | Unemployed | Suburban | College | 1,673,416,800 |
68 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 2751143f-4497-425d-b5ed-445c641a2004 | no_churn | 0.26778 | 1 | churn | -0.133932 | -0.003379 | 0.017595 | 0.040196 | 0.08958 | 0.097616 | 0.017001 | 0.065129 | Female | 30 | No | Yes | Disabled | Rural | College | 1,673,416,800 |
9 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 585cf71a-c546-4cf9-98d2-987777c80cb6 | churn | 0.263711 | 0 | no_churn | 0.011411 | -0.007501 | -0.066988 | -0.015236 | 0.054214 | 0.081624 | 0.089165 | -0.058377 | Male | 23 | No | Yes | Unemployed | Suburban | College | 1,673,416,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | d3a33c31-c83d-4a2b-b7e4-9a76b3ed17e8 | no_churn | 0.775154 | 1 | churn | 0.319408 | -0.009477 | -0.014906 | -0.012672 | -0.02531 | 0.124034 | 0.101035 | -0.045251 | Male | 25 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
9 | No | No phone service | Low Speed | Expired | Month-to-month | <80hrs | Disabled | 75dbd3b0-9995-4974-b65f-6321a5f4b915 | churn | 0.42505 | 1 | churn | 0.156948 | 0.175199 | 0.084919 | -0.002803 | 0.112987 | 0.138691 | 0.02041 | -0.016043 | Female | 64 | No | No | Unemployed | Suburban | College | 1,673,416,800 |
53 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | f435d0d9-ec2b-4dfa-871d-bca00e28399c | no_churn | 0.099694 | 0 | no_churn | -0.139112 | -0.007672 | 0.022305 | -0.033557 | -0.16468 | 0.034293 | 0.004348 | 0.025049 | Male | 22 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
47 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Disabled | d4983938-6bc2-4cea-b6a6-31c68cb16db3 | no_churn | 0.008746 | 0 | no_churn | -0.083307 | -0.008217 | -0.042065 | -0.088187 | -0.064252 | 0.03236 | 0.010995 | -0.026354 | Male | 78 | Yes | No | Unemployed | Suburban | College | 1,673,416,800 |
6 | Yes | Yes | Fiber optic | Expired | Month-to-month | <50hrs | Active | c51bd953-e326-4b41-ad92-0e6983f28b30 | no_churn | 0.847475 | 1 | churn | 0.019778 | -0.008811 | 0.03663 | 0.042041 | -0.104549 | 0.044933 | 0.00029 | -0.049338 | Male | 20 | No | Yes | Retired | Suburban | Bachelor | 1,673,416,800 |
54 | Yes | No | Low Speed | Expired | Month-to-month | <50hrs | Active | 20a88512-662a-48d8-875a-edcc955a3154 | no_churn | 0.058881 | 0 | no_churn | -0.145498 | -0.009613 | -0.078541 | -0.048382 | -0.076115 | 0.034995 | 0.041068 | 0.043059 | Female | 51 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
22 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 0hrs | Disabled | 34868c13-54f8-4aaf-859d-cf6d10c8d7bc | no_churn | 0.376271 | 1 | churn | 0.131642 | -0.000235 | 0.095584 | 0.046304 | 0.028522 | 0.106628 | 0.003221 | 0.001474 | Male | 61 | Yes | Yes | Unemployed | Rural | High School or Below | 1,673,416,800 |
19 | No | No phone service | Medium Speed | Expired | Month-to-month | 100hrs+ | Disabled | 1c7bd927-7e08-4ee8-8eea-6ea05e6bdd90 | no_churn | 0.186333 | 0 | no_churn | -0.052188 | 0.047282 | 0.003499 | -0.018243 | -0.012219 | 0.071314 | 0.076342 | -0.054813 | Male | 25 | No | No | Unemployed | Suburban | Bachelor | 1,673,416,800 |
49 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 353069dc-227a-464d-be0b-b1b159d6f4ef | no_churn | 0.170976 | 1 | churn | -0.131638 | 0.036982 | -0.003497 | -0.022386 | -0.044196 | 0.0643 | 0.094092 | 0.057318 | Male | 79 | No | Yes | Employed | Rural | Bachelor | 1,673,416,800 |
41 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 18c1fd2e-ce06-4c27-8b73-b690460fd001 | no_churn | 0.021085 | 0 | no_churn | -0.075993 | -0.006835 | -0.028432 | -0.0809 | -0.059607 | 0.042498 | 0.026552 | -0.033809 | Male | 75 | No | Yes | Unemployed | Rural | Master | 1,673,416,800 |
19 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 44dbf3af-e3c6-4a6f-85e5-1f0729ed38e1 | no_churn | 0.038352 | 0 | no_churn | -0.067372 | -0.008148 | -0.053597 | -0.080261 | -0.064838 | 0.020157 | 0.01219 | -0.027157 | Female | 53 | No | No | Unemployed | Rural | Bachelor | 1,673,416,800 |
67 | Yes | Yes | Low Speed | Expired | Two year | 100hrs+ | Disabled | b867bf57-37a1-4870-aedf-c34b8eab089c | no_churn | 0.005235 | 0 | no_churn | 0.017254 | 0.001854 | 0.039729 | 0.023411 | 0.039506 | -0.1115 | 0.103296 | -0.064909 | Male | 32 | No | Yes | Employed | Rural | Doctor | 1,673,416,800 |
38 | Yes | No | Low Speed | Expired | Month-to-month | <80hrs | Active | acf1d095-33b8-4f1e-925f-3dbb7cb54f30 | no_churn | 0.103776 | 1 | churn | -0.030172 | -0.006564 | -0.023001 | -0.114111 | -0.033185 | 0.041319 | -0.00068 | 0.014699 | Male | 40 | No | Yes | Employed | Urban | College | 1,673,416,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 50ba1310-5b12-4a5e-96f8-dfc9833fd9ae | no_churn | 0.48795 | 1 | churn | 0.195451 | -0.012505 | -0.051809 | -0.032142 | -0.061364 | 0.084172 | -0.012665 | -0.018403 | Male | 70 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
13 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | <80hrs | Disabled | 3e6884ed-b9ea-45b6-b32a-a6946ad5dcfc | no_churn | 0.205565 | 0 | no_churn | 0.033054 | -0.006974 | 0.035876 | -0.046785 | -0.093 | 0.075486 | 0.06693 | -0.046198 | Male | 46 | Yes | Yes | Employed | Rural | Bachelor | 1,673,416,800 |
68 | Yes | Yes | High Speed | Expired | Two year | <80hrs | Active | 3ed6fd7e-9de9-489d-9d25-7485f870ebda | churn | 0.102942 | 0 | no_churn | -0.078389 | -0.003747 | 0.012693 | -0.032655 | -0.024409 | -0.163138 | -0.010024 | 0.030643 | Female | 41 | Yes | No | Medical Leave | Suburban | High School or Below | 1,673,416,800 |
5 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 71874810-d90c-4b8b-9da3-32cfd34189ff | churn | 0.249795 | 0 | no_churn | 0.075217 | -0.009671 | -0.058461 | -0.079902 | -0.06466 | 0.014112 | -0.084806 | 0.040312 | Female | 48 | Yes | Yes | Employed | Urban | Bachelor | 1,673,416,800 |
64 | Yes | No | High Speed | Expired | Month-to-month | 100hrs+ | Active | 1fbeaad9-7e50-4a24-af31-d2ade67afd3b | no_churn | 0.091133 | 0 | no_churn | -0.137498 | -0.014503 | -0.040458 | -0.021604 | -0.099928 | 0.019338 | 0.014732 | 0.020895 | Male | 36 | Yes | No | Medical Leave | Suburban | College | 1,673,416,800 |
34 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Active | b56d771d-bb83-4415-95ba-0491af12b655 | no_churn | 0.230636 | 0 | no_churn | -0.113361 | -0.003788 | 0.062278 | 0.08218 | 0.057869 | 0.077695 | 0.009188 | 0.038912 | Female | 64 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
53 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 8bb8e154-e74a-4b70-af33-e20a185cffd8 | no_churn | 0.008206 | 0 | no_churn | -0.024473 | -0.002898 | -0.089464 | 0.028105 | 0.088981 | 0.043969 | 0.083939 | -0.047186 | Male | 57 | Yes | No | Employed | Suburban | Master | 1,673,416,800 |
27 | Yes | Yes | Low Speed | Phone_Support | Month-to-month | 0hrs | Disabled | c60af2da-281a-4823-96fa-88222e2362d7 | no_churn | 0.118555 | 0 | no_churn | -0.080487 | -0.008661 | 0.016682 | -0.08887 | 0.020513 | 0.052329 | -0.062256 | -0.078276 | Male | 62 | Yes | Yes | Employed | Suburban | High School or Below | 1,673,416,800 |
22 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | e8fa6c1c-82e2-4610-a852-cf87d4b851af | no_churn | 0.552813 | 0 | no_churn | -0.08058 | -0.004525 | 0.043797 | -0.085199 | -0.017957 | 0.039644 | 0.001114 | 0.03468 | Female | 36 | No | No | Unemployed | Urban | Bachelor | 1,673,416,800 |
64 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 236241b5-2948-4b90-88fe-de3969289da9 | no_churn | 0.091133 | 0 | no_churn | -0.12691 | -0.014087 | -0.029663 | -0.040395 | -0.096081 | 0.029546 | 0.010016 | 0.01855 | Female | 74 | No | No | Unemployed | Suburban | Master | 1,673,416,800 |
10 | Yes | No | Fiber optic | Web_Chat_Support | One year | <80hrs | Active | 6766ffa2-122f-4236-bd4c-1047f38ac74c | no_churn | 0.375592 | 0 | no_churn | 0.055241 | -0.003053 | -0.002756 | 0.068358 | -0.048238 | -0.202617 | 0.061504 | 0.062534 | Male | 22 | No | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
72 | Yes | Yes | Low Speed | Phone_Support | Two year | <80hrs | Active | 321e668e-f666-4d3b-9c63-71cd8530432e | no_churn | 0.002946 | 0 | no_churn | -0.206011 | -0.002562 | -0.000812 | -0.039793 | 0.029502 | -0.118721 | 0.026817 | 0.046999 | Male | 53 | No | No | Unemployed | Urban | High School or Below | 1,673,416,800 |
38 | Yes | No | Low Speed | In_Store_Support | One year | 100hrs+ | Active | 9c41dcca-f7eb-46a5-9d95-4fda83a36285 | no_churn | 0.103776 | 1 | churn | 0.139941 | 0.004507 | 0.00116 | 0.006226 | 0.073001 | 0.110254 | 0.106543 | 0.099342 | Male | 77 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
26 | Yes | No | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | c801c2cd-ca6b-4dd5-9925-efef4359010c | no_churn | 0.424053 | 1 | churn | -0.00032 | -0.002425 | 0.026892 | -0.014786 | 0.115267 | 0.106008 | 0.103186 | 0.070556 | Male | 79 | No | Yes | Disabled | Suburban | College | 1,673,416,800 |
72 | No | No phone service | High Speed | In_Store_Support | Month-to-month | <80hrs | Active | 9cf129e7-33ca-4a8e-9ae1-7e71fd531c0d | no_churn | 0.005213 | 0 | no_churn | -0.117924 | 0.060602 | 0.044205 | 0.034024 | -0.034853 | 0.102857 | 0.11558 | 0.056483 | Male | 66 | No | No | Employed | Suburban | College | 1,673,416,800 |
5 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 3d49d1ec-16cf-4b7f-8cf5-de1ae79299ff | no_churn | 0.249795 | 0 | no_churn | 0.075217 | -0.009671 | -0.058461 | -0.079902 | -0.06466 | 0.014112 | -0.084806 | 0.040312 | Female | 34 | No | Yes | Unemployed | Rural | College | 1,673,416,800 |
4 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Disabled | 7a521181-492b-4004-9b48-4ea361733f70 | no_churn | 0.098825 | 0 | no_churn | 0.065648 | -0.010478 | -0.09188 | -0.118585 | -0.043407 | 0.047659 | 0.004401 | -0.024455 | Female | 76 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
49 | No | No phone service | High Speed | Expired | One year | 100hrs+ | Active | 86772a60-fb4d-439d-8766-55094cdcce84 | no_churn | 0.170976 | 1 | churn | -0.087601 | -0.000009 | -0.018642 | -0.043112 | -0.057703 | -0.09544 | 0.014595 | 0.028885 | Male | 55 | No | Yes | Employed | Urban | College | 1,673,416,800 |
37 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | 100hrs+ | Disabled | 2fd59ac7-fc4e-4724-96bf-586e41e093b1 | no_churn | 0.417099 | 0 | no_churn | -0.074501 | -0.007004 | 0.08065 | 0.086218 | 0.043877 | 0.100252 | 0.00516 | -0.015885 | Male | 41 | No | No | Unemployed | Urban | College | 1,673,416,800 |
5 | Yes | No | Medium Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | 1b66ca80-9b9f-4d8c-91f7-de32dada7d9e | no_churn | 0.367629 | 1 | churn | 0.035163 | -0.006829 | -0.06307 | -0.150573 | 0.015364 | 0.071643 | -0.054515 | -0.067708 | Female | 28 | No | No | Employed | Suburban | High School or Below | 1,673,416,800 |
13 | Yes | Yes | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | b8e936d8-ee6e-4d25-8f77-032c7de0eb4a | no_churn | 0.205565 | 0 | no_churn | 0.026509 | -0.009183 | 0.056163 | -0.000678 | -0.123143 | 0.077894 | 0.065408 | -0.049163 | Female | 51 | No | Yes | Employed | Urban | College | 1,673,416,800 |
9 | Yes | No | Low Speed | Web_Chat_Support | Month-to-month | 0hrs | Disabled | f7ab5da7-47c8-4879-b6ad-31251dd484d8 | no_churn | 0.263711 | 0 | no_churn | -0.001145 | -0.010826 | -0.042698 | -0.099869 | 0.006419 | 0.059942 | -0.047634 | -0.058377 | Male | 80 | No | No | Disabled | Suburban | College | 1,673,416,800 |
51 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 64adbe49-27eb-4a65-9add-d9360dcd4422 | no_churn | 0.27709 | 0 | no_churn | -0.026751 | -0.002364 | 0.128067 | 0.021715 | 0.091482 | 0.111268 | 0.043071 | 0.003962 | Female | 65 | No | No | Medical Leave | Suburban | Bachelor | 1,673,416,800 |
72 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | 430c1fe9-cdb8-408a-9c43-62af46ed6f34 | no_churn | 0.037147 | 0 | no_churn | -0.143113 | -0.015326 | 0.011341 | -0.055836 | -0.046606 | 0.042361 | 0.03909 | -0.035938 | Male | 40 | No | No | Retired | Suburban | High School or Below | 1,673,416,800 |
72 | Yes | Yes | Medium Speed | Expired | Two year | 100hrs+ | Active | 897ecb83-4497-414e-a8da-89086af5e905 | no_churn | 0.00456 | 0 | no_churn | -0.091218 | -0.003881 | 0.009509 | -0.043064 | -0.015539 | -0.175716 | 0.022052 | 0.028831 | Male | 23 | No | Yes | Employed | Rural | Bachelor | 1,673,416,800 |
47 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | cfbccd07-9109-48f1-ab2b-1ad3648fe3b9 | churn | 0.008746 | 0 | no_churn | -0.108462 | -0.006178 | -0.065663 | -0.05762 | -0.046209 | 0.033444 | 0.020253 | -0.02859 | Female | 48 | No | Yes | Disabled | Suburban | Bachelor | 1,673,416,800 |
68 | Yes | Yes | Fiber optic | Phone_Support | Month-to-month | <80hrs | Disabled | c53ee796-2b6a-44e2-b5b9-7a79b3dc8afa | no_churn | 0.028777 | 0 | no_churn | -0.243767 | -0.003755 | 0.025523 | 0.002676 | 0.015339 | 0.03877 | 0.016097 | -0.032053 | Male | 55 | Yes | Yes | Employed | Urban | Bachelor | 1,673,416,800 |
10 | Yes | Yes | High Speed | Phone_Support | Month-to-month | <80hrs | Disabled | 17c65c66-0cca-41ca-a178-fd1efd8b20ca | no_churn | 0.089682 | 0 | no_churn | 0.009506 | -0.006356 | 0.05162 | -0.068597 | 0.093657 | 0.104559 | 0.130661 | -0.074077 | Female | 67 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
72 | No | No phone service | High Speed | Expired | Month-to-month | <50hrs | Active | a3399ce3-1fa5-4739-9308-c53f3f671892 | no_churn | 0.005213 | 0 | no_churn | -0.206534 | 0.030758 | 0.017885 | -0.002961 | -0.019234 | 0.060375 | -0.063196 | -0.016119 | Male | 20 | Yes | No | Medical Leave | Suburban | Bachelor | 1,673,416,800 |
72 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Disabled | fc2be923-4c57-4f45-9335-bf51d466413c | no_churn | 0.037147 | 0 | no_churn | -0.143113 | -0.015326 | 0.011341 | -0.055836 | -0.046606 | 0.042361 | 0.03909 | -0.035938 | Male | 42 | No | Yes | Employed | Rural | High School or Below | 1,673,416,800 |
59 | Yes | Yes | Low Speed | Expired | Month-to-month | <80hrs | Active | 254c538a-c1cb-47c2-9d46-a7f79f805631 | no_churn | 0.063721 | 0 | no_churn | -0.104567 | -0.010223 | 0.041331 | -0.045329 | -0.094116 | 0.062306 | -0.008016 | 0.059588 | Male | 21 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
71 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | f4b4b213-5f50-4532-b0ed-7029213c4d0b | no_churn | 0.009321 | 0 | no_churn | -0.124626 | -0.009777 | 0.0362 | -0.084163 | -0.059082 | 0.058514 | 0.047222 | 0.061686 | Female | 50 | No | No | Unemployed | Rural | Bachelor | 1,673,416,800 |
53 | Yes | Yes | Fiber optic | Expired | Month-to-month | <80hrs | Active | 38971869-0b9e-4dad-bbbb-5849fc54f7e0 | no_churn | 0.642978 | 1 | churn | -0.171465 | -0.004663 | -0.012455 | 0.071907 | -0.132135 | 0.014204 | 0.013048 | 0.032534 | Male | 69 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
35 | Yes | Yes | Low Speed | Expired | Two year | 0hrs | Disabled | 82d819ab-ab54-47ef-a8a3-76b8026854d0 | no_churn | 0.014155 | 0 | no_churn | -0.055859 | -0.003078 | 0.009511 | -0.036381 | -0.001621 | -0.14375 | -0.016331 | -0.021517 | Female | 77 | No | No | Employed | Suburban | Master | 1,673,416,800 |
17 | Yes | Yes | Fiber optic | Expired | Month-to-month | 100hrs+ | Disabled | c6ec0899-237f-453a-ac04-bad048d3e02a | no_churn | 0.247944 | 1 | churn | 0.114106 | -0.000118 | 0.031272 | 0.1898 | 0.087022 | 0.11368 | 0.040143 | -0.014932 | Male | 72 | No | No | Employed | Suburban | College | 1,673,416,800 |
45 | Yes | Yes | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Active | 95feb4a0-7699-4ae0-9499-a37817f13278 | no_churn | 0.05823 | 0 | no_churn | -0.04795 | -0.000828 | 0.064817 | 0.049218 | 0.115632 | 0.120267 | 0.174043 | 0.055775 | Female | 78 | No | No | Unemployed | Suburban | High School or Below | 1,673,416,800 |
1 | Yes | No | High Speed | Web_Chat_Support | Month-to-month | <80hrs | Disabled | 3c8aed36-2961-48e0-a833-100ed142bb6a | no_churn | 0.589671 | 0 | no_churn | 0.2983 | -0.008212 | -0.015908 | -0.035961 | 0.035131 | 0.145386 | 0.100961 | -0.050774 | Female | 66 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
1 | Yes | No | High Speed | Expired | Month-to-month | 0hrs | Disabled | edb1b31b-662b-4dcd-9765-ff2ab5bd9d98 | no_churn | 0.27511 | 0 | no_churn | 0.208453 | -0.013062 | -0.026373 | -0.040779 | -0.033011 | 0.103481 | -0.034755 | -0.018403 | Male | 64 | No | No | Unemployed | Suburban | Master | 1,673,416,800 |
1 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Disabled | bb4917ae-454f-425e-b02d-03cacd69efd0 | no_churn | 0.767261 | 1 | churn | 0.188002 | -0.007216 | -0.032812 | 0.067995 | -0.06047 | 0.09121 | 0.09468 | -0.040383 | Female | 25 | Yes | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
1 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | b8a8a861-871d-4e1a-8330-ed6bca1fe121 | no_churn | 0.37505 | 0 | no_churn | 0.18506 | -0.013081 | -0.095902 | -0.034473 | -0.058075 | 0.096768 | 0.030791 | -0.020321 | Male | 48 | No | Yes | Employed | Suburban | College | 1,673,416,800 |
58 | Yes | Yes | Medium Speed | In_Store_Support | Month-to-month | 100hrs+ | Active | c797d525-ad3e-417f-a625-58ad209eac57 | no_churn | 0.06346 | 0 | no_churn | -0.125978 | -0.003097 | 0.040768 | -0.023861 | -0.053849 | 0.061018 | 0.045155 | 0.049986 | Male | 55 | Yes | Yes | Unemployed | Suburban | College | 1,673,416,800 |
54 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | c0f4b7c1-ea46-430b-96f6-f122beef2657 | no_churn | 0.019979 | 0 | no_churn | -0.124495 | -0.013526 | 0.040764 | -0.065732 | -0.041087 | 0.018274 | 0.032635 | 0.044142 | Male | 30 | No | No | Employed | Suburban | Bachelor | 1,673,416,800 |
13 | Yes | No | High Speed | Expired | Month-to-month | <80hrs | Active | 86cad6ba-fa51-481e-adc4-32abb67cced8 | churn | 0.14737 | 0 | no_churn | 0.017742 | -0.016441 | -0.025511 | -0.137233 | -0.065911 | 0.040995 | 0.013012 | 0.044322 | Male | 40 | No | Yes | Employed | Urban | High School or Below | 1,673,416,800 |
48 | Yes | Yes | Medium Speed | Expired | One year | 100hrs+ | Active | 5d12649b-e77e-4243-9a8b-7690c000255b | no_churn | 0.123172 | 0 | no_churn | -0.098845 | -0.005421 | 0.01568 | -0.072108 | -0.048948 | -0.054477 | 0.031538 | 0.035055 | Male | 35 | No | Yes | Employed | Suburban | High School or Below | 1,673,416,800 |
68 | Yes | Yes | High Speed | Expired | Month-to-month | <80hrs | Active | 18d8c501-d812-4603-b0fc-412797166b59 | no_churn | 0.014864 | 0 | no_churn | -0.105036 | -0.010858 | 0.028632 | -0.022852 | -0.048923 | 0.04047 | 0.005848 | 0.048693 | Male | 38 | No | No | Unemployed | Urban | Bachelor | 1,673,416,800 |
22 | Yes | Yes | High Speed | Expired | Month-to-month | 100hrs+ | Active | f1fce464-87e6-4b4a-b587-86a172568fca | no_churn | 0.60466 | 1 | churn | -0.08058 | -0.004525 | 0.043797 | -0.085199 | -0.017957 | 0.039644 | 0.001114 | 0.03468 | Female | 68 | No | Yes | Employed | Suburban | High School or Below | 1,673,416,800 |
6 | No | No phone service | Low Speed | In_Store_Support | Month-to-month | 100hrs+ | Disabled | 6c5e1f33-3b80-4cae-b5e2-92f25aba7549 | no_churn | 0.018398 | 0 | no_churn | -0.017697 | 0.039129 | 0.000176 | -0.042642 | -0.117782 | 0.052981 | 0.006721 | -0.022054 | Female | 48 | Yes | Yes | Employed | Rural | High School or Below | 1,673,416,800 |
7 | No | No phone service | High Speed | Expired | Month-to-month | <80hrs | Disabled | c383d8df-3167-42f3-9c91-3b3c031c79e6 | no_churn | 0.244359 | 0 | no_churn | -0.06896 | 0.054618 | 0.020709 | -0.082557 | 0.017118 | 0.088022 | 0.056654 | -0.040296 | Male | 47 | No | No | Unemployed | Suburban | College | 1,673,416,800 |
1 | Yes | No | Low Speed | Expired | Month-to-month | 100hrs+ | Disabled | 5dc82cbc-134d-4938-9486-24b7fb7da650 | no_churn | 0.37505 | 0 | no_churn | 0.18506 | -0.013081 | -0.095902 | -0.034473 | -0.058075 | 0.096768 | 0.030791 | -0.020321 | Male | 72 | No | No | Employed | Suburban | High School or Below | 1,673,416,800 |
72 | No | No phone service | High Speed | Expired | Two year | <50hrs | Active | e334fd14-fe95-455c-9c48-732f024a8d41 | no_churn | 0.005213 | 0 | no_churn | -0.099093 | 0.014834 | 0.00081 | -0.014591 | -0.008794 | -0.176644 | 0.002044 | 0.014408 | Female | 43 | Yes | Yes | Employed | Suburban | Bachelor | 1,673,416,800 |
60 | Yes | Yes | Fiber optic | Web_Chat_Support | Month-to-month | <80hrs | Active | 6f2398d5-a7b5-4656-9ccc-37634914a61d | no_churn | 0.160142 | 0 | no_churn | -0.27535 | -0.005077 | 0.013043 | -0.043383 | 0.002115 | 0.036341 | 0.00573 | 0.009936 | Female | 58 | No | Yes | Unemployed | Urban | Bachelor | 1,673,416,800 |
72 | Yes | Yes | Low Speed | Expired | Month-to-month | 100hrs+ | Active | 604f160f-84d7-4457-ae89-0a6ba572c3e7 | no_churn | 0.002946 | 0 | no_churn | -0.098337 | 0.000039 | 0.088723 | 0.040028 | 0.001792 | 0.102807 | 0.116743 | 0.109178 | Female | 31 | Yes | Yes | Unemployed | Suburban | High School or Below | 1,673,416,800 |
26 | Yes | No | Medium Speed | Expired | One year | <80hrs | Disabled | 6f5a84a5-0db0-42b8-869f-041f73220ec0 | no_churn | 0.055246 | 0 | no_churn | -0.101939 | -0.004493 | -0.014854 | -0.040322 | -0.021027 | -0.077316 | 0.020253 | -0.019329 | Female | 78 | No | Yes | Unemployed | Suburban | Bachelor | 1,673,416,800 |
3 | Yes | No | Fiber optic | Expired | Month-to-month | <80hrs | Active | 5ec58f78-3c7a-4c48-930e-ec7fe3851c89 | no_churn | 0.821015 | 1 | churn | 0.083459 | -0.009164 | -0.033893 | 0.15088 | -0.078525 | 0.050503 | 0.063331 | 0.004384 | Male | 37 | Yes | No | Employed | Rural | College | 1,673,416,800 |
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