Split (1)

train · 17.7k rows

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
4	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	3a001bb5-5933-443b-aa75-ccb03a45faaf	no_churn	0.443382	0	no_churn	0.078754	-0.011243	-0.03788	-0.109608	-0.130874	0.064211	-0.03427	-0.024428	Female	49	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
33	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	13164e88-dcb9-4392-91ba-3fa37b485020	churn	0.326643	1	churn	-0.024214	-0.003502	0.060542	0.019004	0.146503	0.05782	0.090214	0.086844	Male	26	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
1	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	940ee43e-07c2-44f3-9c84-b1fe0ba0b2a5	no_churn	0.44839	0	no_churn	0.308048	0.118279	0.067553	0.029049	0.067418	0.180741	-0.015453	-0.024661	Male	42	No	Yes	Employed	Rural	High School or Below	1,671,256,800
33	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	599e5f82-5afa-49c2-9db3-77509f1596bb	no_churn	0.019272	0	no_churn	-0.02759	-0.003849	-0.021756	-0.091092	0.014971	-0.062518	-0.036264	-0.040929	Male	73	No	No	Employed	Urban	High School or Below	1,671,256,800
37	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	086b0755-85c7-433c-b485-0e5e02d848dd	no_churn	0.054265	0	no_churn	-0.10779	-0.018883	-0.076706	-0.038655	-0.036495	0.048067	-0.016618	-0.021945	Male	53	No	Yes	Employed	Urban	Bachelor	1,671,256,800
58	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	36b8227b-ee67-4b15-a9ae-8af08f4694e0	no_churn	0.255719	0	no_churn	-0.183452	-0.005231	-0.038284	-0.077844	0.010867	0.03444	-0.000255	0.031567	Male	45	No	Yes	Employed	Urban	Master	1,671,256,800
35	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	5266d00f-1e43-4abb-b352-76e798934d49	no_churn	0.006307	0	no_churn	-0.052039	-0.004151	-0.011382	-0.060805	0.016323	-0.097216	-0.02202	-0.037738	Male	41	No	No	Employed	Urban	Bachelor	1,671,256,800
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	346ca8de-49b7-4b4d-addd-5737588a5f5c	churn	0.64955	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Female	67	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
63	Yes	Yes	Medium Speed	In_Store_Support	Two year	100hrs+	Active	e2c53bf1-6ae1-4f94-bf14-756161812bc4	no_churn	0.01412	0	no_churn	-0.068373	-0.002918	-0.008646	-0.017008	-0.051236	-0.157246	0.015428	0.020974	Male	80	No	Yes	Unemployed	Suburban	Master	1,671,256,800
11	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	34780ce6-a073-4ca9-8351-d071f840664a	churn	0.601029	1	churn	0.097297	-0.001456	-0.01367	0.044236	0.159999	0.112133	0.127233	0.126035	Female	22	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b4e7811f-58d6-4c7c-a15b-0c055b08049b	churn	0.878255	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	30	Yes	No	Employed	Rural	College	1,671,256,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	aa2b2908-4727-4366-8355-0537708070c2	no_churn	0.025313	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Female	77	No	Yes	Employed	Rural	College	1,671,256,800
52	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	0eb9c928-83ef-42c8-a084-20ce5d9ec317	no_churn	0.037436	0	no_churn	-0.07149	-0.005349	-0.010157	-0.041224	0.007198	-0.089305	-0.030182	-0.028517	Female	21	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
11	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	7d90467c-b8bb-4ae5-ac14-9b7760c38d6b	churn	0.601029	1	churn	0.097297	-0.001456	-0.01367	0.044236	0.159999	0.112133	0.127233	0.126035	Female	67	No	No	Medical Leave	Suburban	College	1,671,256,800
31	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	74caa1fc-7e02-4161-94a0-9ce91da4ce8e	no_churn	0.156126	0	no_churn	-0.040086	-0.003384	0.017835	0.041787	-0.004256	-0.149966	-0.025853	-0.065102	Female	32	No	No	Retired	Suburban	College	1,671,256,800
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4b92b16d-1a51-4844-a91a-20781e746f06	churn	0.64955	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Male	23	No	Yes	Retired	Suburban	Bachelor	1,671,256,800
60	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	9c36f546-d0b9-4b69-965e-f8a9cebac297	no_churn	0.006924	0	no_churn	-0.056129	-0.003968	-0.010231	-0.027065	-0.005244	-0.110848	-0.029385	-0.026157	Male	65	Yes	Yes	Employed	Rural	High School or Below	1,671,256,800
8	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	d9b0f861-44da-4ff7-b3ed-f0b918174645	no_churn	0.011927	0	no_churn	-0.003701	-0.004765	-0.012632	-0.03485	-0.029863	-0.1383	-0.019024	-0.019225	Female	51	Yes	Yes	Retired	Suburban	College	1,671,256,800
26	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	5f954aae-c6a5-4705-9fe8-ac094122b4d9	no_churn	0.020773	0	no_churn	-0.095579	-0.00389	-0.015669	-0.03031	-0.030857	-0.051566	-0.017612	-0.023543	Female	58	Yes	No	Retired	Rural	College	1,671,256,800
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	21fdca5c-0ca4-445a-bb69-6074cebcf6a7	churn	0.726694	1	churn	0.219952	-0.000674	-0.015623	0.114802	0.097826	0.141496	0.077494	0.085701	Male	44	Yes	No	Unemployed	Suburban	High School or Below	1,671,256,800
19	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f73a41b4-a562-4601-8407-ea1e435232ac	no_churn	0.090735	0	no_churn	-0.052689	-0.007144	-0.030111	-0.110831	0.01802	0.04195	-0.061963	-0.066259	Female	60	No	No	Employed	Suburban	College	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d9264c07-3972-46b8-b91d-8d12b94ca6d4	churn	0.783377	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	40	No	Yes	Employed	Urban	Bachelor	1,671,256,800
9	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	1b5ae831-dbc3-4064-a6bf-b2c0a8c566ab	no_churn	0.0466	0	no_churn	-0.00498	-0.006285	-0.020145	-0.047888	-0.030982	-0.106671	-0.022625	-0.029452	Female	32	Yes	Yes	Medical Leave	Urban	Bachelor	1,671,256,800
31	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	020e33a2-7331-404f-ac09-19960042d7ac	no_churn	0.156126	0	no_churn	-0.040086	-0.003384	0.017835	0.041787	-0.004256	-0.149966	-0.025853	-0.065102	Male	47	No	Yes	Unemployed	Rural	High School or Below	1,671,256,800
72	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	c7d8b2a3-a046-479b-a075-4a4ecf905170	no_churn	0.001778	0	no_churn	-0.078641	-0.003957	-0.010697	-0.020207	0.000268	-0.112405	-0.019716	-0.023672	Male	71	No	Yes	Unemployed	Rural	High School or Below	1,671,256,800
3	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	7f717b8e-4179-4f9e-8c20-9ddc83b74af2	no_churn	0.012051	0	no_churn	0.068771	-0.004446	0.030364	-0.03121	0.025032	-0.244411	-0.019745	-0.023381	Female	49	No	No	Retired	Urban	Bachelor	1,671,256,800
60	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	148651fa-755b-406f-bb94-e66df34e63e4	no_churn	0.01755	0	no_churn	-0.044229	-0.004669	-0.016507	-0.071238	0.008685	-0.074774	-0.034917	-0.031377	Male	31	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
61	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	ebbaaefc-11bc-4f00-bf5e-cb2119f96062	churn	0.22986	1	churn	-0.063996	-0.001103	-0.030837	-0.018578	0.064152	-0.044778	0.037634	0.068479	Male	76	No	No	Employed	Urban	Master	1,671,256,800
18	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	68b93022-6f53-46bd-9146-1ce95a678925	no_churn	0.160768	0	no_churn	-0.008454	-0.006007	0.004014	0.002339	0.020268	0.062352	-0.028401	-0.013684	Male	44	No	Yes	Unemployed	Suburban	College	1,671,256,800
12	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	1eb8871b-56e6-4543-9d52-018d0b9b504c	churn	0.751347	1	churn	0.100112	-0.002369	0.109363	-0.00856	0.073997	0.108014	0.032204	0.062926	Male	80	Yes	Yes	Unemployed	Urban	High School or Below	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	427d1a29-62a5-4b4e-b947-736d6916ab8e	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	49	No	No	Employed	Suburban	College	1,671,256,800
69	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	a2e6cf89-3842-4519-8d4a-d98d2d2f102f	churn	0.432274	1	churn	0.084264	0.000684	0.099325	0.144016	0.050756	-0.006862	0.176277	0.082513	Male	66	No	No	Unemployed	Suburban	College	1,671,256,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f3d96d7d-784f-4039-8470-11aced205bc8	churn	0.333974	1	churn	-0.126559	-0.003168	0.083777	0.067687	0.05296	0.085137	0.003366	0.010253	Female	59	No	No	Unemployed	Urban	High School or Below	1,671,256,800
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	7084770e-399a-465b-99b0-4ef603efa444	no_churn	0.044371	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Male	54	No	No	Employed	Rural	College	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ae08e5e0-3042-4aa6-9acc-679a5ff1f2b4	churn	0.857863	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	56	No	Yes	Employed	Urban	High School or Below	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c81c7dcb-85f5-4c7c-9851-e1045c3ad222	churn	0.816267	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	58	No	Yes	Employed	Suburban	Master	1,671,256,800
48	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	a0bb70e8-871b-4ab1-8916-16d152b1c82b	churn	0.260049	1	churn	-0.089886	-0.005023	0.022287	-0.025156	0.033128	-0.1407	-0.067273	0.057597	Male	58	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	059b01a6-8308-40d6-9696-23380855bf8f	churn	0.422499	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Male	71	No	Yes	Employed	Suburban	College	1,671,256,800
48	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	b616dbb6-33f7-42ae-83e4-a2f664b99603	churn	0.260049	1	churn	-0.089886	-0.005023	0.022287	-0.025156	0.033128	-0.1407	-0.067273	0.057597	Male	64	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	51ff30c6-8805-4927-b190-77628a6ebbf5	churn	0.333974	1	churn	-0.126559	-0.003168	0.083777	0.067687	0.05296	0.085137	0.003366	0.010253	Female	73	No	No	Employed	Suburban	High School or Below	1,671,256,800
33	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	a70b8217-df87-4d2e-9731-8f6892beb956	churn	0.60142	1	churn	-0.079903	-0.000866	0.092316	-0.028786	0.061511	0.069946	0.055	0.078887	Male	74	No	No	Employed	Suburban	Master	1,671,256,800
64	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	a61c2cd9-7fa2-4fa9-a2c2-700dd700f307	churn	0.239139	1	churn	-0.001606	0.000255	0.028588	0.017792	0.099267	-0.010461	0.097746	0.092727	Female	31	Yes	No	Unemployed	Suburban	High School or Below	1,671,256,800
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a23e091f-57b0-4c39-90de-7d5474004012	no_churn	0.313736	0	no_churn	-0.064309	-0.001687	0.109327	0.0559	0.000835	0.104889	-0.021242	-0.01427	Male	62	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b5af7e62-b87f-4f49-8d7c-19a9521e2d87	churn	0.755006	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	60	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
25	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	ca0bc21f-ee3d-4294-8a20-735fb410257c	no_churn	0.136331	0	no_churn	0.050637	-0.001813	0.01095	-0.016774	0.074845	-0.222403	0.058886	0.060646	Female	68	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
61	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	fd2deefc-028b-43f4-8c5f-7de248f499dc	no_churn	0.063211	0	no_churn	-0.111354	-0.002277	-0.009021	-0.03623	-0.013701	-0.048595	-0.01717	-0.006344	Male	34	Yes	Yes	Employed	Urban	College	1,671,256,800
71	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	c745d12b-5d7f-470c-b91b-ee0da17f98db	no_churn	0.002747	0	no_churn	-0.076247	-0.003737	-0.016402	-0.015735	0.003698	-0.119689	-0.016406	-0.024508	Female	33	Yes	No	Employed	Suburban	High School or Below	1,671,256,800
18	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	b0bf98d8-9c1c-43be-b5ee-65bee12dffe6	no_churn	0.352454	0	no_churn	-0.030482	0.106478	0.042133	0.036959	0.025466	0.102661	-0.040202	-0.033789	Female	48	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	598aa27f-a02e-4fd8-91c6-5e9443df0ac3	churn	0.553671	1	churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	20	Yes	No	Medical Leave	Suburban	High School or Below	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	5444bdc9-3330-4ac2-b083-9041b4112387	no_churn	0.00893	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Male	33	No	No	Employed	Suburban	High School or Below	1,671,256,800
59	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	e67a3aa9-1a24-4198-8832-89d380aabc25	no_churn	0.130154	0	no_churn	-0.10065	-0.00543	-0.015742	-0.039746	0.006202	0.036539	-0.054867	-0.045334	Male	23	No	No	Retired	Suburban	Bachelor	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	4e942758-0009-4fa1-8601-4c4c51a0ce3c	churn	0.891816	1	churn	0.28411	-0.004907	0.070539	0.064627	0.080494	0.157836	0.036574	0.041702	Male	74	No	No	Employed	Suburban	Bachelor	1,671,256,800
58	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cc43699c-e355-4ff7-b2f3-9811a4086438	no_churn	0.255719	0	no_churn	-0.183452	-0.005231	-0.038284	-0.077844	0.010867	0.03444	-0.000255	0.031567	Male	73	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
68	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	3f69c9e9-85eb-438e-9c2e-30980f7bcc3c	no_churn	0.008456	0	no_churn	-0.06142	-0.003706	-0.014377	-0.018269	-0.000219	-0.11634	-0.024979	-0.029715	Male	47	No	No	Employed	Urban	Bachelor	1,671,256,800
11	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	16e886bd-baa8-4368-98af-389bb48d4ab3	no_churn	0.211062	0	no_churn	-0.032361	-0.00702	-0.03234	-0.06134	-0.042743	0.052851	-0.031715	-0.025024	Female	40	No	No	Retired	Suburban	College	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	3bab8778-ce64-4961-ab9c-86aa8caf9a9d	no_churn	0.630346	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	49	No	No	Employed	Suburban	College	1,671,256,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	63b9937b-9bb3-44c6-9692-b8d1fa2f64d9	no_churn	0.331582	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Female	38	No	No	Disabled	Rural	High School or Below	1,671,256,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f19f51ae-2a50-4940-bfc1-52eb3fb0c962	no_churn	0.331582	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	20	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	197973ee-1a5b-435d-8ede-f19704cb24a5	churn	0.328104	1	churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Female	37	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5bbd1a2b-9537-49ff-bbfa-612ccec570e0	no_churn	0.331582	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	28	Yes	No	Employed	Suburban	College	1,671,256,800
72	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	e7b67246-c49f-4d17-835c-a49ae7860bae	no_churn	0.001778	0	no_churn	-0.078641	-0.003957	-0.010697	-0.020207	0.000268	-0.112405	-0.019716	-0.023672	Female	69	No	Yes	Unemployed	Urban	College	1,671,256,800
68	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	a542753f-e6fc-4106-8c73-e8b437457a88	no_churn	0.008379	0	no_churn	-0.064676	-0.003618	-0.017177	-0.017092	0.003373	-0.124578	-0.019782	-0.025476	Female	41	No	Yes	Employed	Suburban	Master	1,671,256,800
25	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	abee5a68-1417-49cb-8cad-b9c29aee2db5	no_churn	0.063871	0	no_churn	-0.064143	-0.017124	-0.098994	-0.078449	0.022424	0.037473	-0.032967	-0.037246	Female	72	Yes	Yes	Employed	Rural	Doctor	1,671,256,800
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b44c5762-36b4-4135-80fa-08d7b2048a0b	churn	0.543671	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	56	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
61	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	58749c43-14d0-4f3f-a579-105908eee898	no_churn	0.015616	0	no_churn	-0.053939	-0.004605	-0.010715	-0.06402	0.00463	-0.075749	-0.033367	-0.03126	Female	37	No	Yes	Employed	Rural	High School or Below	1,671,256,800
12	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	77f6a123-db6e-4a78-948c-31a517a1c720	no_churn	0.221626	0	no_churn	-0.056453	-0.007658	-0.028512	-0.10258	0.011337	0.048558	-0.063801	-0.069917	Male	28	No	No	Employed	Suburban	High School or Below	1,671,256,800
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	da9098d8-cfa4-43b2-8312-ac14b78b4e3b	no_churn	0.105474	0	no_churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Male	64	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
23	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	4db5c03b-8e6f-4682-9de8-e52d3d7aabe6	no_churn	0.051018	0	no_churn	-0.091721	-0.004132	-0.016009	-0.024536	0.007563	-0.059036	-0.030089	-0.051065	Female	79	No	Yes	Employed	Urban	Bachelor	1,671,256,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e31d19af-6eef-4386-9adf-0c375fdd48c9	churn	0.604036	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	31	No	No	Employed	Suburban	High School or Below	1,671,256,800
64	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	f1ef20a0-0402-47c0-a1f8-6746416a0014	no_churn	0.10727	0	no_churn	-0.115666	-0.004465	0.000822	-0.008363	-0.124769	-0.051373	0.032158	0.03263	Male	69	No	Yes	Employed	Suburban	College	1,671,256,800
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d2b9bab7-b7ee-41e4-93ef-a2e2ecf9b02d	no_churn	0.313736	0	no_churn	-0.064309	-0.001687	0.109327	0.0559	0.000835	0.104889	-0.021242	-0.01427	Female	64	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	341600a8-b054-4522-82c3-b811e449d9c3	churn	0.783377	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	44	Yes	No	Unemployed	Suburban	High School or Below	1,671,256,800
22	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	565f9af0-50ed-467a-8d98-6b5812eb0cea	churn	0.325465	1	churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Male	75	No	Yes	Employed	Urban	College	1,671,256,800
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f8fceddc-7ef2-4aec-aec4-1b9131ea2513	no_churn	0.583586	0	no_churn	0.052194	-0.005021	-0.0668	0.148805	-0.008346	0.108179	-0.039669	-0.027313	Female	55	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
48	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	84ad5c92-1b1e-42f4-9b7b-b49e713a0b35	no_churn	0.009673	0	no_churn	-0.041577	-0.00511	-0.016853	-0.031066	0.01396	-0.116932	-0.022618	-0.04883	Female	59	No	No	Unemployed	Suburban	College	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8a30cbd8-800b-4cd6-a6db-51e333bd65f9	no_churn	0.630346	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	49	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
18	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	9d429749-2ed8-4f2d-8011-47a5ceef133e	no_churn	0.352454	0	no_churn	-0.030482	0.106478	0.042133	0.036959	0.025466	0.102661	-0.040202	-0.033789	Female	71	No	No	Unemployed	Urban	College	1,671,256,800
1	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	231fbfad-7f9d-41e6-81d2-574fb046e5e8	no_churn	0.44839	0	no_churn	0.308048	0.118279	0.067553	0.029049	0.067418	0.180741	-0.015453	-0.024661	Male	72	No	No	Employed	Urban	College	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6a403409-ba14-44ad-9f05-b8ff14489d34	churn	0.422499	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Female	77	No	No	Retired	Suburban	Bachelor	1,671,256,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	752212e6-7b0f-47fb-a831-219fcd75c8df	churn	0.025313	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Male	79	Yes	No	Unemployed	Rural	Bachelor	1,671,256,800
33	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	3f4d1511-09ff-430c-a112-3061e1931e71	no_churn	0.019272	0	no_churn	-0.02759	-0.003849	-0.021756	-0.091092	0.014971	-0.062518	-0.036264	-0.040929	Female	35	No	No	Employed	Suburban	High School or Below	1,671,256,800
47	Yes	No	Low Speed	In_Store_Support	Two year	100hrs+	Active	51f7599a-357c-436a-a79b-2559c2a6e339	churn	0.017329	0	no_churn	-0.055342	-0.003812	-0.0225	-0.0205	-0.075188	-0.127171	0.011091	0.024396	Female	63	No	No	Employed	Rural	Master	1,671,256,800
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	100hrs+	Active	75d37deb-4b38-4818-bf18-947aef57968d	no_churn	0.02342	0	no_churn	-0.131928	-0.002706	-0.003185	-0.009854	0.030912	-0.232194	0.03476	0.045168	Female	26	No	Yes	Unemployed	Rural	High School or Below	1,671,256,800
42	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	2f42b11e-85f4-42bd-8281-d12152defac5	no_churn	0.206325	0	no_churn	-0.038316	-0.054848	-0.015522	-0.100961	-0.042645	0.051095	-0.021938	-0.035892	Male	45	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	827901ca-46e8-4f31-aa96-9ad25b9a1673	churn	0.891816	1	churn	0.28411	-0.004907	0.070539	0.064627	0.080494	0.157836	0.036574	0.041702	Male	79	No	No	Employed	Suburban	Bachelor	1,671,256,800
4	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e62792eb-6426-4652-8395-b0ba91ecf064	no_churn	0.443382	0	no_churn	0.078754	-0.011243	-0.03788	-0.109608	-0.130874	0.064211	-0.03427	-0.024428	Male	61	No	No	Employed	Rural	High School or Below	1,671,256,800
55	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1f181f0b-e08e-48ab-9808-6625d0836080	no_churn	0.215591	0	no_churn	-0.084812	-0.007286	0.0122	-0.009303	-0.113294	0.026084	-0.034919	-0.027695	Female	49	No	No	Unemployed	Suburban	High School or Below	1,671,256,800
72	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	19ec6439-cc00-4f44-bfa7-5bf486031d34	no_churn	0.002485	0	no_churn	-0.068223	-0.00301	-0.004667	-0.018331	0.002265	-0.127098	-0.022298	-0.027665	Male	59	Yes	Yes	Employed	Suburban	Master	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	36587e71-003c-49e0-a55e-7b8d85b46ebb	churn	0.629044	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	31	No	Yes	Employed	Urban	High School or Below	1,671,256,800
3	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f8191542-c8f9-4347-aa0e-adb3b339f876	no_churn	0.270671	0	no_churn	0.161613	0.100334	0.035027	0.010374	0.067211	0.145554	-0.007111	0.004512	Female	79	No	No	Employed	Rural	College	1,671,256,800
2	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	62addbfe-5375-4342-8c9c-593a726b998f	no_churn	0.255325	0	no_churn	0.179694	-0.015275	-0.013266	-0.050628	0.007986	0.110382	-0.014215	-0.017062	Male	38	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
15	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	7af68b84-a5cf-4170-a6df-bf44fbba0b3d	no_churn	0.030421	0	no_churn	-0.004523	-0.006068	-0.036773	-0.027622	-0.042733	-0.099661	-0.021084	-0.030563	Male	60	No	No	Employed	Suburban	Bachelor	1,671,256,800
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	40934349-7078-45d5-9182-7a00a3bb974d	churn	0.64955	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Male	29	Yes	No	Medical Leave	Suburban	College	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dabb5090-173e-466b-a846-d10b5289f04c	churn	0.422499	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Female	30	No	No	Medical Leave	Urban	College	1,671,256,800
12	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5e9f828b-66b6-4004-a779-efda5cf69a44	no_churn	0.221626	0	no_churn	-0.056453	-0.007658	-0.028512	-0.10258	0.011337	0.048558	-0.063801	-0.069917	Female	80	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
28	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e4a6bc88-8a0d-45e1-97cc-2942f2ad170b	churn	0.340891	0	no_churn	-0.108946	0.09442	0.027527	-0.01739	0.002534	0.081461	-0.027974	-0.030659	Male	65	No	Yes	Medical Leave	Suburban	Bachelor	1,671,256,800
46	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	88a6de97-a031-46de-a75f-32addc6e20c6	no_churn	0.230498	0	no_churn	-0.214878	-0.00271	0.021009	-0.054239	-0.024302	0.060127	0.024954	0.031012	Male	76	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
33	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	8e26898c-beac-4a63-a206-f4a56117ed47	no_churn	0.052153	0	no_churn	-0.046111	-0.004811	-0.00368	-0.103317	0.041315	0.043948	-0.053808	-0.057562	Male	46	No	No	Medical Leave	Rural	Bachelor	1,671,256,800
33	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	932464aa-2bd6-4892-9dd8-f5c8eb281f08	churn	0.326643	1	churn	-0.024214	-0.003502	0.060542	0.019004	0.146503	0.05782	0.090214	0.086844	Male	31	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7af5c07d-4c6e-4fd7-a7fb-fd8913075114	churn	0.629044	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	36	No	Yes	Medical Leave	Suburban	College	1,671,256,800

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