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
6	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1366ff32-8d2e-4bc4-9aaf-f8a26aeb5161	no_churn	0.689612	1	churn	0.14413	0.000529	0.005862	0.18783	0.064062	0.092946	0.010666	0.005352	Male	25	No	No	Unemployed	Rural	Bachelor	1,671,170,400
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Disabled	ffedc484-4c88-4569-8fef-c34c782cb44f	no_churn	0.011931	0	no_churn	-0.119528	-0.002566	0.023158	0.038996	0.022254	-0.090159	0.050361	-0.029805	Male	27	Yes	No	Employed	Rural	Bachelor	1,671,170,400
21	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	73f6f37e-a4c6-47b5-b475-b12452397435	churn	0.452485	1	churn	-0.148638	-0.007492	-0.082594	0.077182	-0.004301	0.040664	-0.000552	-0.013176	Female	34	No	No	Employed	Suburban	Bachelor	1,671,170,400
54	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	15181e7c-a987-43ad-b7be-a9dbd9e093ce	churn	0.289074	0	no_churn	-0.257444	-0.009367	0.026509	0.062035	-0.020297	0.023242	-0.025882	-0.051988	Female	57	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
51	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e67380ae-60dd-4280-8aba-8b8108394766	no_churn	0.4473	1	churn	-0.219211	-0.004659	0.038357	0.031573	-0.082402	0.024666	0.003246	-0.020595	Male	66	No	No	Employed	Suburban	Bachelor	1,671,170,400
15	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1458c2b1-0105-412d-a2ec-3c93eb1e01b9	no_churn	0.400054	0	no_churn	0.067691	-0.0073	0.000548	0.129558	0.00323	0.098234	-0.080748	0.02213	Female	48	No	Yes	Employed	Suburban	College	1,671,170,400
10	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	cf580156-0568-4a7c-9171-fe939a74c0e3	no_churn	0.501329	0	no_churn	0.083519	-0.006498	0.056152	0.145499	0.044389	0.102054	-0.030115	0.008418	Female	77	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	7f4450f5-36e4-4f09-aa22-c417983c0697	no_churn	0.347732	0	no_churn	-0.151918	-0.009204	0.033502	0.033656	-0.002083	0.077619	0.065904	-0.054726	Female	29	No	No	Employed	Suburban	Bachelor	1,671,170,400
27	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1c28dccc-38e2-44cd-a463-932974c71d12	churn	0.585787	1	churn	-0.071542	-0.005622	0.088017	0.134959	0.017996	0.07717	0.008267	-0.042747	Female	35	No	Yes	Employed	Urban	College	1,671,170,400
49	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	3ea2dd3f-df0d-4955-bb87-e42b2e0c5dba	no_churn	0.360061	0	no_churn	0.05807	0.000917	0.127272	0.157873	0.074199	0.121127	0.042428	-0.015793	Female	46	Yes	No	Employed	Rural	Bachelor	1,671,170,400
25	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	a4af7c26-3cf0-4ae3-8429-3480c74535ca	churn	0.662172	1	churn	0.041381	-0.004455	0.098482	0.184177	0.002325	0.107973	0.00058	-0.020489	Female	56	No	No	Employed	Suburban	High School or Below	1,671,170,400
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	4fba779b-e900-42bd-a23c-dfb7cfb9cdd5	no_churn	0.476662	0	no_churn	-0.084202	-0.00453	-0.071596	0.045681	0.053391	0.068275	-0.026685	-0.0167	Male	45	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
4	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	d9616d43-8c94-472c-b600-d3d5e2c5fe43	churn	0.659239	1	churn	0.21182	0.0016	0.090856	0.169116	0.05923	0.139955	0.015612	0.029034	Female	32	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
15	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	204d2480-510d-4ad5-ad06-b31dbc27fb55	no_churn	0.136573	0	no_churn	0.024128	-0.017288	-0.089283	-0.126662	-0.067454	0.055713	-0.021446	-0.026735	Male	62	Yes	Yes	Unemployed	Suburban	College	1,671,170,400
5	No	No phone service	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	560d67ca-477d-4eeb-85d5-10ccf1833606	no_churn	0.396116	0	no_churn	0.146892	0.115488	0.042402	0.001391	-0.004963	0.126189	0.051056	-0.024228	Female	20	No	Yes	Unemployed	Suburban	College	1,671,170,400
1	No	No phone service	Medium Speed	Expired	One year	<80hrs	Disabled	9cf42dbf-7e32-4be2-9183-3b28349958cb	no_churn	0.15292	0	no_churn	0.140788	0.00443	-0.000661	-0.067182	-0.000129	-0.141408	0.049735	-0.024598	Female	55	No	No	Employed	Suburban	College	1,671,170,400
72	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	e5425850-f193-49db-b321-8e4541cf8a16	no_churn	0.002069	0	no_churn	-0.110112	-0.00334	-0.012769	-0.004518	0.021421	-0.147944	0.041673	-0.023437	Male	60	No	No	Employed	Rural	College	1,671,170,400
1	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	bd29365d-6ffb-4901-ba50-0fc89373afd2	churn	0.85391	1	churn	0.168508	-0.007009	0.07073	0.061092	-0.046787	0.106318	-0.01573	-0.003899	Male	43	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
27	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	100hrs+	Disabled	78c9ff16-2a13-4b64-a4dd-d6f981fe5aae	no_churn	0.010747	0	no_churn	-0.011737	-0.002687	-0.007586	-0.061016	0.046307	-0.15617	0.059964	-0.0361	Male	40	No	No	Unemployed	Suburban	Master	1,671,170,400
19	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	6d6d278a-4a88-4444-a2c7-1dc2a9958479	no_churn	0.1922	0	no_churn	-0.067516	0.089234	0.025984	-0.034731	-0.002227	0.086239	0.093111	-0.049121	Female	34	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
11	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	74bf4b2f-9c95-4203-a1b2-2a3dbc56ec35	no_churn	0.370032	0	no_churn	0.001048	0.015779	-0.034395	-0.039479	-0.012266	0.018496	-0.033946	-0.044263	Male	55	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
71	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Active	8f24b28d-8983-473d-8165-8e09e4f80e96	churn	0.027745	0	no_churn	-0.088989	-0.007603	0.005406	-0.074596	-0.02823	-0.119251	0.016266	0.02797	Female	27	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
42	Yes	Yes	Medium Speed	Expired	One year	<80hrs	Disabled	be9c0c5d-c1bf-43fa-8e52-d8ae26a969e1	no_churn	0.065821	0	no_churn	-0.044598	-0.004043	-0.018162	-0.052434	-0.04085	-0.079953	0.014407	-0.023393	Female	33	No	Yes	Employed	Urban	Bachelor	1,671,170,400
2	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	acca2671-1b6a-41b0-9c08-153cc0a1162d	churn	0.672073	1	churn	0.07154	-0.005094	0.032096	-0.171176	0.001258	0.11074	-0.013938	0.058048	Female	29	No	No	Employed	Suburban	High School or Below	1,671,170,400
41	No	No phone service	High Speed	Expired	One year	100hrs+	Active	4ef71991-b598-4472-8548-bfcb5f286e35	churn	0.214785	0	no_churn	-0.064288	-0.033641	-0.029001	-0.084631	-0.029336	-0.074689	0.024472	0.032088	Female	65	No	No	Employed	Rural	College	1,671,170,400
28	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	e1ed39a1-d4a5-42ab-a40d-b3aaa9e7152c	no_churn	0.078686	0	no_churn	0.001165	-0.006896	-0.015775	-0.004191	0.087942	0.072158	0.116044	-0.079474	Female	53	Yes	No	Unemployed	Suburban	Bachelor	1,671,170,400
50	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Disabled	00ca4b60-5728-413d-b879-6f8b2cc79749	no_churn	0.020728	0	no_churn	-0.045952	-0.003477	0.013907	-0.074416	-0.016209	-0.132115	0.0076	-0.018364	Female	31	Yes	No	Employed	Urban	College	1,671,170,400
2	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	4c31d975-3547-4f82-9fc9-d7ed20ca2eab	no_churn	0.167727	0	no_churn	0.143067	-0.007023	-0.027661	-0.051391	0.051677	0.08347	-0.027797	-0.054996	Female	20	No	No	Employed	Urban	College	1,671,170,400
5	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	b02f17ed-4d6a-458a-9c2e-9fdfadd86f84	no_churn	0.144573	0	no_churn	0.124392	-0.00418	-0.034207	-0.091235	0.000908	0.082807	0.028061	-0.041632	Female	64	Yes	Yes	Employed	Suburban	Bachelor	1,671,170,400
69	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	524a093b-4684-4a53-a2ac-110682c8d116	no_churn	0.025007	0	no_churn	-0.060787	-0.004326	0.005895	-0.029956	-0.00847	-0.117459	-0.015312	-0.038609	Male	43	No	Yes	Employed	Suburban	Master	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	5b20ae29-5779-4346-90a3-f1e45a60a8c2	churn	0.380758	0	no_churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Female	59	No	No	Unemployed	Suburban	College	1,671,170,400
47	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	08e96d74-d9c5-4d64-833a-366e54e09576	no_churn	0.226255	0	no_churn	0.033912	-0.001943	-0.037527	0.101253	0.094576	0.098289	0.02745	-0.025416	Female	34	No	No	Employed	Suburban	Bachelor	1,671,170,400
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8e5fada0-569b-45a1-a033-4fcd65a7fa19	churn	0.648372	1	churn	-0.049538	-0.00532	-0.016011	-0.018836	0.039959	0.047604	0.031736	0.072123	Female	33	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ef0ffbcd-3b21-4f68-8fed-46e060842358	no_churn	0.47758	0	no_churn	0.236828	-0.006696	-0.036588	0.080046	0.025546	0.136174	0.082667	-0.040643	Male	30	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
72	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	3f3394c2-28ca-442c-bcad-4f006848ec76	churn	0.007962	0	no_churn	-0.091218	-0.003881	0.009509	-0.043064	-0.015539	-0.175716	0.022052	0.028831	Male	49	No	Yes	Unemployed	Rural	High School or Below	1,671,170,400
5	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	631025ff-8059-4be2-9684-f705abfba994	churn	0.683005	1	churn	0.083139	-0.001086	0.01386	0.093746	0.031162	0.086299	-0.050644	0.026653	Male	65	No	No	Employed	Suburban	High School or Below	1,671,170,400
27	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	349f346a-fe05-4296-b495-5a6e6dc48eaa	no_churn	0.38165	1	churn	-0.107286	0.082576	0.045137	-0.034324	-0.030318	0.100909	-0.009148	0.043428	Female	60	No	Yes	Unemployed	Rural	Master	1,671,170,400
21	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	635ae6f6-5c91-43fa-860e-83bbec0f6eb6	churn	0.452485	1	churn	-0.121652	-0.004493	-0.102104	0.086409	-0.018369	0.044096	-0.015586	-0.031542	Male	65	No	No	Employed	Urban	High School or Below	1,671,170,400
14	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	f1abe792-0d74-42e8-bb32-6471ebfcef1a	no_churn	0.124468	0	no_churn	-0.03258	-0.018497	-0.051325	-0.119674	-0.020704	0.043319	0.013809	-0.023375	Male	38	No	Yes	Employed	Rural	Doctor	1,671,170,400
71	Yes	No	High Speed	Expired	Two year	<80hrs	Active	5a70c004-ace5-45b0-80df-6c09dc13d744	churn	0.006428	0	no_churn	-0.076144	-0.015702	-0.059609	-0.024371	-0.021351	-0.114314	0.019142	0.023322	Male	58	Yes	Yes	Employed	Suburban	Master	1,671,170,400
53	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	6136eb20-5d9e-42d2-8048-7b7672478bcd	churn	0.275252	0	no_churn	-0.079309	-0.001123	0.034131	0.148676	0.094782	-0.033409	0.121075	0.076151	Female	63	No	No	Employed	Urban	Bachelor	1,671,170,400
70	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	137b4ba5-144d-41f6-af87-faa7cff764cf	no_churn	0.222481	0	no_churn	-0.171319	-0.008983	0.043169	0.069735	0.016751	0.048869	0.080645	-0.063893	Female	35	No	Yes	Employed	Suburban	College	1,671,170,400
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	6a2c4788-e0cd-4b79-9170-f717b793e9d4	churn	0.878336	1	churn	0.222148	-0.004005	0.067764	0.128821	0.101189	0.123289	0.038706	0.045561	Female	48	No	No	Employed	Suburban	Bachelor	1,671,170,400
17	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	ac1b55bd-95e6-4be0-8cbb-1d395df55e56	no_churn	0.618154	1	churn	0.121485	-0.000779	0.051358	0.168045	0.049756	0.080964	0.060813	0.002666	Male	20	No	No	Employed	Suburban	Bachelor	1,671,170,400
13	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	10cc5048-0762-4ac0-9cb8-1d9ef71cf7bf	churn	0.050943	0	no_churn	0.004239	-0.005254	-0.020034	-0.07941	0.015241	-0.058515	0.034685	-0.029978	Female	35	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
21	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	b9f7a0a6-3fc0-400c-9ba4-85e136b8e269	no_churn	0.565776	1	churn	-0.082157	0.047737	-0.004886	-0.017528	-0.09828	0.056774	0.023986	-0.034672	Female	45	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
72	Yes	No	Medium Speed	Expired	Two year	<80hrs	Disabled	abb55b72-351c-431b-a716-cc93648a1f8f	churn	0.002327	0	no_churn	-0.085499	-0.00447	-0.007455	-0.029282	-0.018294	-0.125798	0.015388	-0.013616	Female	35	No	No	Retired	Suburban	Bachelor	1,671,170,400
23	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	33754b81-55c5-4f74-922b-b332c330edb1	no_churn	0.149911	0	no_churn	-0.193861	-0.007339	-0.074421	0.019049	0.005271	0.047476	0.011065	-0.0171	Female	57	Yes	Yes	Employed	Suburban	College	1,671,170,400
64	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Active	d8d05d45-c800-412b-bd39-b13c86de377c	churn	0.012605	0	no_churn	-0.105851	-0.00338	0.014376	-0.014304	-0.015497	-0.203113	0.031881	0.036862	Female	76	Yes	Yes	Employed	Urban	Bachelor	1,671,170,400
33	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	9512af41-a4f4-4721-a956-aeace0d81e86	no_churn	0.15861	0	no_churn	-0.088338	-0.004074	0.016113	-0.060309	-0.065535	0.048584	0.051825	-0.037293	Female	72	Yes	No	Unemployed	Suburban	Bachelor	1,671,170,400
6	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	1cf45d12-5b91-4e3f-a275-53f9504c4ac7	no_churn	0.064883	0	no_churn	0.132065	0.000454	0.036422	-0.01472	0.028538	0.100866	0.095424	-0.046403	Female	74	No	No	Unemployed	Urban	Bachelor	1,671,170,400
27	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	da0f516b-2302-4819-8ae0-869e610b3ad7	no_churn	0.38165	1	churn	-0.107286	0.082576	0.045137	-0.034324	-0.030318	0.100909	-0.009148	0.043428	Female	69	Yes	No	Medical Leave	Suburban	Bachelor	1,671,170,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	feb07303-50c5-46d6-b73b-1664bdc63a90	churn	0.777477	1	churn	0.245503	-0.001704	0.056161	0.068925	0.077107	0.153726	0.063131	0.058126	Female	23	No	No	Employed	Suburban	High School or Below	1,671,170,400
71	Yes	No	High Speed	Expired	Two year	100hrs+	Active	cf178484-1842-477f-a36f-d14ebaae2b53	churn	0.006428	0	no_churn	-0.092086	-0.005504	-0.025996	-0.021834	-0.035562	-0.128006	0.016142	0.023821	Male	77	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
6	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	ec16f265-b37c-4005-b082-0f697d5e4b64	churn	0.689612	1	churn	0.14413	0.000529	0.005862	0.18783	0.064062	0.092946	0.010666	0.005352	Female	34	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
21	No	No phone service	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	8d6301f7-bdde-41c6-afc8-4bcd9d1525a2	churn	0.565776	1	churn	0.097241	0.132851	0.055198	0.095705	0.04232	0.113967	0.036405	-0.022713	Male	48	No	Yes	Employed	Rural	College	1,671,170,400
6	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	5fae8061-2ddd-4e6e-9834-9a71b8746590	churn	0.689612	1	churn	0.137554	-0.00125	-0.018325	0.131529	0.04172	0.086109	-0.039265	0.033307	Female	54	No	No	Employed	Suburban	High School or Below	1,671,170,400
12	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	b880074c-44c2-4f89-8279-fc78f5d6fbc0	no_churn	0.735214	1	churn	-0.004635	-0.014712	0.021894	-0.057222	-0.126339	0.04987	-0.089317	0.032768	Male	25	Yes	Yes	Employed	Suburban	College	1,671,170,400
66	Yes	Yes	High Speed	Expired	One year	<50hrs	Active	af14b029-4de7-4560-a9b0-a4f1c0c821ba	no_churn	0.32117	1	churn	0.05416	0.003871	0.107035	0.032841	0.08433	0.0078	0.155173	0.09493	Female	33	No	No	Employed	Suburban	Bachelor	1,671,170,400
23	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	c9d1ab06-5115-45a0-bc89-abc9e620aa8d	no_churn	0.017643	0	no_churn	-0.064159	-0.006181	-0.041359	-0.017765	0.002849	-0.073758	-0.032963	-0.035689	Female	50	No	Yes	Unemployed	Suburban	College	1,671,170,400
72	Yes	No	Medium Speed	Expired	Two year	0hrs	Disabled	ab59e396-cbcd-4906-bd87-e43b79133871	no_churn	0.002327	0	no_churn	-0.073205	-0.004474	-0.009413	-0.034199	-0.006702	-0.116142	-0.010712	-0.01418	Male	60	Yes	Yes	Employed	Suburban	College	1,671,170,400
26	Yes	No	Low Speed	Web_Chat_Support	One year	100hrs+	Disabled	bbf25186-2832-45bf-a995-7fb93076ca83	churn	0.020685	0	no_churn	-0.041635	-0.004891	-0.025646	-0.00837	0.03295	-0.096958	0.067925	-0.042402	Female	79	No	No	Unemployed	Suburban	Master	1,671,170,400
34	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	524bd995-b62e-4d1a-a81b-7b8290b6c228	no_churn	0.325372	0	no_churn	-0.115979	-0.005158	-0.017616	0.102187	-0.041676	0.041669	-0.032234	-0.00022	Female	25	No	No	Employed	Rural	Master	1,671,170,400
17	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	73d4b9d2-a28c-4a87-8502-3757d94840bb	no_churn	0.04483	0	no_churn	0.027227	-0.004202	-0.031386	-0.041651	-0.018884	-0.145902	0.02025	-0.019478	Male	70	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
6	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	3bdefc29-59f4-41c0-abe0-46c7570d9c55	no_churn	0.064883	0	no_churn	0.068962	-0.005569	0.006825	-0.1302	0.042057	0.074425	-0.038606	-0.031214	Male	60	Yes	No	Employed	Urban	High School or Below	1,671,170,400
26	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	c2d33c0a-eff4-4f0c-bc02-d4db67174a7e	no_churn	0.120488	0	no_churn	-0.12123	0.022288	0.027125	-0.03097	0.023358	0.075902	0.075089	-0.040588	Female	38	Yes	Yes	Employed	Rural	Bachelor	1,671,170,400
4	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	6059a0bb-f191-403a-ba0e-b8d9bfc29a34	no_churn	0.785296	1	churn	0.150384	0.000993	0.05868	0.090968	-0.008585	0.102694	-0.039527	0.029034	Male	79	No	No	Employed	Suburban	College	1,671,170,400
7	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	4ba777f7-5f2e-4fcd-93f0-2f96de1dae00	no_churn	0.774294	1	churn	-0.010185	-0.004001	0.032526	-0.011435	-0.114689	0.031711	-0.036405	-0.066547	Male	39	No	No	Disabled	Urban	College	1,671,170,400
35	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	9a678e15-1331-420e-b210-38cd9dba8a11	churn	0.178254	0	no_churn	-0.100635	-0.002551	0.018076	-0.052098	-0.023868	-0.068001	-0.033425	0.003476	Female	78	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	02e34d61-031f-4e2a-8567-db37688b6b0d	churn	0.648372	1	churn	0.023006	-0.003444	0.088472	0.02989	0.057675	0.11996	0.093413	0.084497	Male	40	No	No	Retired	Suburban	High School or Below	1,671,170,400
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	6c856a3e-9bbe-4d5e-8c39-783f74e6d3d4	no_churn	0.716263	1	churn	0.112101	-0.006569	-0.071171	-0.040972	-0.010812	0.056556	0.024141	0.034366	Female	34	No	Yes	Employed	Rural	Bachelor	1,671,170,400
25	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	5964faf0-f52f-459e-857d-3531e728979b	no_churn	0.240904	1	churn	-0.048759	-0.002392	0.032228	0.097883	0.017331	-0.140091	-0.051749	0.044023	Male	23	No	Yes	Disabled	Suburban	High School or Below	1,671,170,400
11	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	7b354c77-25e3-4bc2-aed4-cd2a993a52b7	churn	0.517595	0	no_churn	0.000568	-0.017303	-0.067173	-0.095608	-0.060782	0.047362	-0.026267	0.030177	Male	52	No	No	Employed	Suburban	High School or Below	1,671,170,400
71	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	7cc7de00-b6e5-48a1-a84b-d458bb78b82e	churn	0.011434	0	no_churn	-0.020792	0.076075	0.025217	-0.068855	0.038909	-0.107185	0.082624	0.04498	Male	39	No	No	Unemployed	Suburban	College	1,671,170,400
72	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Disabled	878e4e7a-8d2a-4e01-b49b-6501aa866a8f	no_churn	0.034495	0	no_churn	-0.169719	-0.00457	-0.001802	0.048377	-0.002069	-0.133338	0.009257	-0.015161	Female	42	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
66	No	No phone service	Medium Speed	Expired	Two year	100hrs+	Active	04b0d2b9-4a69-4f69-bb55-722e9b170094	churn	0.028313	0	no_churn	-0.031482	0.009181	-0.006901	-0.010184	-0.012257	-0.165122	0.007966	0.029773	Female	42	No	No	Medical Leave	Suburban	Bachelor	1,671,170,400
27	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	55699b50-7ec9-4f05-9f96-6813058a74ab	no_churn	0.38165	1	churn	-0.107286	0.082576	0.045137	-0.034324	-0.030318	0.100909	-0.009148	0.043428	Female	25	Yes	No	Employed	Suburban	College	1,671,170,400
58	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	11007e5b-f1fb-410c-b4b6-8973675ca0af	churn	0.178184	0	no_churn	-0.08907	-0.001698	-0.018331	0.135073	0.092345	0.003876	0.127976	0.080804	Male	69	No	Yes	Employed	Suburban	Master	1,671,170,400
17	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	b5f1ba81-3565-47b9-aeba-7c5b4c547bd3	no_churn	0.618154	1	churn	0.121485	-0.000779	0.051358	0.168045	0.049756	0.080964	0.060813	0.002666	Female	67	Yes	Yes	Employed	Urban	Bachelor	1,671,170,400
40	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	498b695f-026d-45de-85d0-d580473228a4	churn	0.469398	0	no_churn	-0.023196	-0.010332	0.10148	0.163832	0.124846	0.096121	0.00151	-0.003286	Male	74	Yes	Yes	Unemployed	Suburban	College	1,671,170,400
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f21e312a-21c4-42d3-8cad-83d94531c670	churn	0.648372	1	churn	-0.049538	-0.00532	-0.016011	-0.018836	0.039959	0.047604	0.031736	0.072123	Male	47	No	No	Employed	Suburban	Master	1,671,170,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	5860e95d-ab98-4f18-be27-bab291516800	no_churn	0.633671	0	no_churn	0.312441	-0.004928	-0.030207	0.036458	0.083415	0.145939	0.100079	0.086776	Male	77	Yes	Yes	Employed	Rural	High School or Below	1,671,170,400
4	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4025ee2f-dcaa-428c-a48c-334bd3dee778	no_churn	0.785296	1	churn	0.150384	0.000993	0.05868	0.090968	-0.008585	0.102694	-0.039527	0.029034	Female	67	No	No	Employed	Suburban	Bachelor	1,671,170,400
49	Yes	Yes	Medium Speed	Expired	Month-to-month	0hrs	Disabled	20382baf-47e3-4a57-9e8d-1ed9c8f85ff3	no_churn	0.174623	0	no_churn	-0.041771	-0.008396	0.0593	-0.181222	0.04103	0.062209	-0.014341	-0.013336	Male	43	No	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
38	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Disabled	a16e66bd-2216-42e3-b9b8-09eeb0c9e1f0	churn	0.219799	1	churn	-0.016519	-0.007889	-0.011472	0.107735	-0.001538	0.052965	-0.036927	0.029058	Female	40	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
27	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Disabled	30ef60d2-fa8f-42cf-bb28-89314a56092f	no_churn	0.010747	0	no_churn	-0.038999	-0.005085	0.012102	-0.059393	-0.03551	-0.125379	0.020081	-0.016844	Male	53	No	No	Unemployed	Urban	Bachelor	1,671,170,400
68	No	No phone service	Low Speed	Expired	Month-to-month	<50hrs	Active	209f0628-3973-45f8-9987-5501c1e9710d	churn	0.123602	0	no_churn	-0.199241	-0.010118	-0.015581	-0.033688	-0.05314	0.050688	-0.021343	0.023399	Male	63	No	Yes	Employed	Suburban	College	1,671,170,400
2	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	176fbb27-9e2b-4f0c-86de-a591b52ebf29	churn	0.327421	1	churn	0.325173	-0.005462	0.098858	-0.002923	0.071569	0.155575	0.046366	-0.022016	Female	33	No	Yes	Employed	Suburban	College	1,671,170,400
41	Yes	No	High Speed	Expired	One year	<80hrs	Active	57cf18fb-3694-4c9a-9a5a-36d7839e9a5d	churn	0.219188	0	no_churn	-0.076358	-0.001567	-0.005567	-0.093755	0.000327	-0.068577	-0.028505	0.044976	Male	51	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
65	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	dd079d7a-f3ee-40a4-845e-519b8cbf6a36	no_churn	0.022141	0	no_churn	-0.066646	-0.001583	-0.003637	0.005553	-0.002456	-0.135473	0.058652	-0.033437	Male	32	No	No	Retired	Suburban	Bachelor	1,671,170,400
27	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Disabled	0f0f67dd-5cc2-489c-ad0f-771311f4fa54	no_churn	0.010747	0	no_churn	-0.038999	-0.005085	0.012102	-0.059393	-0.03551	-0.125379	0.020081	-0.016844	Male	73	No	No	Employed	Suburban	Bachelor	1,671,170,400
47	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	7bce8ad7-b8ca-4496-801f-ab702e8a870b	no_churn	0.226255	0	no_churn	-0.109265	-0.005654	-0.086012	0.091976	-0.045317	0.013995	-0.002885	-0.012529	Male	80	No	No	Employed	Suburban	High School or Below	1,671,170,400
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6ebe7902-e270-4880-951c-351aebe03ecd	churn	0.683005	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	43	No	No	Employed	Suburban	High School or Below	1,671,170,400
47	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	edcbef1d-e3e8-4786-a830-06086bc7cd4f	no_churn	0.008336	0	no_churn	-0.038043	-0.003438	-0.011323	-0.095485	-0.005204	-0.092564	-0.009917	-0.013052	Female	40	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400
17	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	cc5a16d9-c2c9-411d-88fa-09b629ad6c24	churn	0.400344	1	churn	0.036332	-0.006336	-0.016891	-0.18293	-0.056672	0.055007	-0.022052	-0.025484	Male	57	No	No	Employed	Urban	Bachelor	1,671,170,400
14	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	cd951cdb-14f6-454f-920d-179211fb901c	no_churn	0.124468	0	no_churn	-0.043274	-0.020806	-0.081455	-0.119036	0.008491	0.043541	-0.021721	-0.034766	Male	55	No	Yes	Employed	Urban	Bachelor	1,671,170,400
56	Yes	No	High Speed	Expired	Two year	100hrs+	Active	afa6827c-4eac-4733-aca3-dd6f85b5ad0d	churn	0.062275	0	no_churn	-0.037923	-0.004674	-0.01304	-0.029041	-0.100347	-0.102247	0.018005	0.030241	Male	57	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	6e688882-acd1-4c8d-9262-8de9f7b3868b	churn	0.633671	0	no_churn	0.125009	-0.011298	-0.016499	0.134791	-0.076627	0.060948	0.022684	-0.008034	Male	22	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400
71	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	6d09c1a9-d4f1-47e9-9908-6defc20ce6af	churn	0.011434	0	no_churn	-0.020792	0.076075	0.025217	-0.068855	0.038909	-0.107185	0.082624	0.04498	Female	37	Yes	No	Medical Leave	Suburban	Bachelor	1,671,170,400
59	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	b354a926-141d-4ad2-904d-cbe1eb0974ed	no_churn	0.226453	0	no_churn	-0.17954	-0.004666	0.040254	-0.00883	0.042692	0.065968	0.048566	0.049662	Male	60	No	No	Unemployed	Suburban	Bachelor	1,671,170,400

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