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
54	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	fe8f90d1-fd61-40cb-93be-53dbf2827613	churn	0.299521	1	churn	0.156695	-0.001737	0.121687	0.045173	0.080328	0.064772	0.114914	0.109142	Female	63	Yes	Yes	Employed	Suburban	Bachelor	1,673,330,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	d378382c-4439-46de-a221-c8d9ae38d5bc	churn	0.680685	0	no_churn	0.272153	-0.000102	-0.026664	0.104267	0.08758	0.136905	0.06191	0.073092	Female	35	Yes	No	Retired	Rural	Master	1,673,330,400
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	27db6200-84be-4756-b41f-78137b300e3b	no_churn	0.283128	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	58	No	Yes	Employed	Suburban	High School or Below	1,673,330,400
29	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	6f11a11e-0311-48ff-8534-f601a9fd212c	no_churn	0.110159	0	no_churn	0.046412	0.000058	0.041656	0.047089	0.155703	0.125197	0.114248	0.13061	Male	78	No	No	Unemployed	Suburban	College	1,673,330,400
20	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	d08b5516-659f-4286-85db-38bbf73341f4	no_churn	0.225046	0	no_churn	0.020835	-0.002077	0.077119	0.163505	0.03512	0.120171	-0.019782	-0.015065	Male	57	No	No	Employed	Suburban	College	1,673,330,400
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	35c7842e-c813-4dbf-8c74-45b54162f58f	churn	0.671165	1	churn	0.006216	-0.004063	0.050267	0.113125	0.020646	0.118432	-0.027742	-0.036109	Female	33	No	Yes	Employed	Rural	Master	1,673,330,400
1	No	No phone service	High Speed	Phone_Support	Month-to-month	<50hrs	Active	12a12be9-3fe6-4979-b42c-e008ec72f3d2	churn	0.563926	1	churn	0.171774	0.059765	-0.015713	-0.04874	-0.036044	0.138407	-0.074195	-0.001779	Female	75	No	Yes	Employed	Suburban	High School or Below	1,673,330,400
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	318b37ef-20be-4103-a71c-0defaf97fa49	churn	0.93866	1	churn	0.260026	-0.004489	0.010868	-0.028575	0.059984	0.161195	0.090646	0.096891	Female	21	Yes	No	Retired	Rural	Master	1,673,330,400
72	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d9ac5ac1-465d-4f94-bdc5-04c28ee2c462	no_churn	0.002329	0	no_churn	-0.059845	-0.00361	0.000853	-0.031221	0.000365	0.054503	-0.016787	-0.013285	Female	53	Yes	Yes	Employed	Suburban	Bachelor	1,673,330,400
66	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	9797dbbc-55ab-418b-b929-4020e31a114b	churn	0.228494	1	churn	-0.049188	-0.00046	0.036632	-0.034061	-0.020231	-0.131902	0.018414	0.065659	Male	21	No	Yes	Unemployed	Suburban	Master	1,673,330,400
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e3d6291b-2235-4144-b9c4-428875532b95	no_churn	0.577111	0	no_churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Female	64	No	Yes	Employed	Suburban	College	1,673,330,400
48	Yes	Yes	Medium Speed	In_Store_Support	One year	0hrs	Disabled	78e89c0d-747b-4702-8e76-63c0f157550f	no_churn	0.031041	0	no_churn	-0.076472	-0.00385	-0.014273	-0.045798	-0.020123	-0.05359	-0.025471	-0.029449	Female	26	Yes	Yes	Unemployed	Suburban	High School or Below	1,673,330,400
38	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	196d138f-e7ca-447c-a71f-8263d6962af2	no_churn	0.103776	1	churn	-0.030172	-0.006564	-0.023001	-0.114111	-0.033185	0.041319	-0.00068	0.014699	Female	69	No	Yes	Employed	Suburban	High School or Below	1,673,416,800
72	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	b13e0bc3-0fb5-462a-8d24-5fc3e301e463	no_churn	0.005213	0	no_churn	-0.06007	0.091155	0.050878	0.007357	0.035914	0.112395	0.021856	0.006491	Female	78	Yes	No	Unemployed	Urban	College	1,673,416,800
71	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	0be46e73-c6c2-4708-ab73-c0d6b07ac80b	no_churn	0.003162	0	no_churn	-0.124103	-0.006605	-0.102809	-0.010036	-0.058823	0.051179	0.037386	0.044786	Female	41	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	2d0dfd57-83f7-40b7-96ee-78a959311472	no_churn	0.019469	0	no_churn	-0.130722	-0.00975	0.033789	-0.084863	-0.057009	0.057432	0.046026	0.06107	Female	43	No	Yes	Unemployed	Suburban	High School or Below	1,673,416,800
46	Yes	No	High Speed	Expired	One year	100hrs+	Active	5b6b5add-063b-48c2-98dd-4f28a63d09de	no_churn	0.081682	0	no_churn	-0.142874	-0.003622	-0.01272	-0.053877	-0.040467	-0.01358	0.029575	0.048539	Female	39	No	Yes	Unemployed	Suburban	High School or Below	1,673,416,800
68	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	7485d752-8f7c-4946-ad6c-061aad5b2ff7	no_churn	0.014864	0	no_churn	-0.110156	-0.00959	0.038825	-0.100234	-0.045845	0.045762	0.042998	0.059212	Male	55	No	No	Unemployed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Active	8c3c6f8c-1139-46fd-a111-cd9796ba52bf	no_churn	0.002946	0	no_churn	-0.111064	-0.002916	0.018782	-0.009753	-0.01003	-0.228903	0.035179	0.039679	Female	58	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
66	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	f61c920b-6c2f-49bc-8d76-6b73d5daf36c	no_churn	0.015353	0	no_churn	-0.069477	-0.005562	0.020893	-0.019462	-0.097666	0.04053	-0.020756	0.042474	Male	77	No	No	Medical Leave	Suburban	College	1,673,416,800
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	f0c40000-4edb-4a4b-8f56-0ea7a5ba67fc	no_churn	0.005304	0	no_churn	-0.102066	-0.008616	0.006529	-0.023598	-0.039713	-0.13382	0.007234	0.025024	Male	36	No	Yes	Disabled	Suburban	High School or Below	1,673,416,800
25	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Active	b1475065-5db1-45ca-9c54-8fc4ffb03f5d	no_churn	0.077565	0	no_churn	-0.085882	-0.017987	-0.074835	-0.056017	-0.068339	0.029311	0.003782	0.020942	Female	60	Yes	Yes	Employed	Urban	Bachelor	1,673,416,800
63	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	e4eb56f4-7a66-4818-8e99-fde582eefa21	no_churn	0.011877	0	no_churn	-0.11994	-0.01414	-0.028708	-0.043925	-0.107826	0.032344	0.014204	0.018964	Male	55	No	Yes	Employed	Rural	Bachelor	1,673,416,800
36	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	29ee869c-10dd-487b-afc2-56fe8e1198d3	no_churn	0.056524	0	no_churn	-0.184636	-0.004851	0.060429	-0.115022	0.012335	0.080303	0.042976	0.018773	Female	31	Yes	No	Employed	Suburban	High School or Below	1,673,416,800
13	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	75a61270-960a-45be-86e9-cc924da4776d	no_churn	0.14737	0	no_churn	0.017742	-0.016441	-0.025511	-0.137233	-0.065911	0.040995	0.013012	0.044322	Female	26	No	Yes	Employed	Urban	Bachelor	1,673,416,800
54	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	85d6ea0a-18ae-4fe7-b02f-0cb26612b1ea	no_churn	0.058881	0	no_churn	-0.113586	-0.009487	-0.030389	-0.064415	-0.110947	0.01979	0.005389	0.034619	Female	77	No	No	Employed	Rural	High School or Below	1,673,416,800
58	Yes	Yes	Medium Speed	Expired	Two year	<50hrs	Active	a964534f-c793-4d86-a1bd-8698334d1459	churn	0.06346	0	no_churn	-0.075926	-0.004153	0.00363	-0.05205	-0.053921	-0.135855	0.021841	0.02741	Male	56	No	No	Employed	Rural	Bachelor	1,673,416,800
61	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Active	addc2894-def5-49be-a0dd-479927944b5f	no_churn	0.014485	0	no_churn	-0.068267	-0.00895	0.002292	-0.036995	-0.034026	-0.12101	0.017142	0.020788	Male	78	No	Yes	Employed	Rural	Bachelor	1,673,416,800
59	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	d56806a9-67be-4c28-bb50-1d76a463d082	churn	0.063721	0	no_churn	-0.141765	-0.002985	0.085054	0.065836	-0.009697	0.089251	0.079246	0.086034	Female	47	Yes	Yes	Employed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	a5e6cddd-26de-4a1f-8f28-cfa877b89269	no_churn	0.00456	0	no_churn	-0.158728	-0.005773	-0.004727	-0.045026	-0.034203	0.042829	-0.030303	0.036905	Male	30	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
5	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	318c056b-22cf-45c9-b509-4b53c421c62b	no_churn	0.249795	0	no_churn	0.075217	-0.009671	-0.058461	-0.079902	-0.06466	0.014112	-0.084806	0.040312	Female	43	Yes	Yes	Employed	Suburban	College	1,673,416,800
69	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	f4a12082-c460-4431-9cd5-8602d5df57d9	no_churn	0.018587	0	no_churn	-0.083631	-0.008727	0.044818	-0.089514	-0.067025	0.030228	0.050836	0.061847	Female	75	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
70	No	No phone service	Low Speed	Expired	One year	<80hrs	Active	aa5afc99-5687-4a85-84d2-bad44496d4bd	churn	0.057928	0	no_churn	-0.096393	0.01066	0.01038	-0.047104	-0.026623	-0.071375	0.017316	0.044113	Female	63	No	No	Unemployed	Suburban	College	1,673,416,800
57	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	50fff669-f98c-40fa-bea9-d0c0b0b1ba97	no_churn	0.009835	0	no_churn	-0.150424	-0.017493	0.020469	-0.037863	-0.030606	0.027732	-0.003209	0.032368	Female	45	No	No	Employed	Suburban	Bachelor	1,673,416,800
41	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Active	c3c9abaf-834d-482a-a622-8c7870428f3d	no_churn	0.115145	1	churn	-0.087011	-0.003369	-0.014555	-0.074767	-0.052569	0.054537	0.060192	0.038516	Male	33	No	No	Employed	Suburban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	37f161d8-6393-4bf8-9bfd-5321b5eed005	no_churn	0.440528	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	59	No	No	Employed	Urban	Bachelor	1,673,416,800
11	No	No phone service	High Speed	Expired	One year	<80hrs	Disabled	14594223-0b32-4553-9d3d-a04a81be281a	no_churn	0.132206	0	no_churn	0.003413	0.004255	0.008331	-0.064684	0.000664	-0.148108	0.041476	-0.024373	Male	52	No	No	Employed	Rural	College	1,673,416,800
72	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Disabled	6b3a706d-8bbd-4f9e-a21f-a697989cf263	no_churn	0.0032	0	no_churn	-0.098578	-0.003622	0.007919	-0.02207	-0.005249	-0.158074	0.032116	-0.021467	Male	52	Yes	No	Unemployed	Rural	Bachelor	1,673,416,800
35	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Disabled	6167c825-a541-4a1d-bd01-72e0d57d5e9a	no_churn	0.014155	0	no_churn	-0.018867	-0.002534	0.029221	0.020779	0.070147	-0.103173	0.09571	-0.060309	Female	38	No	Yes	Employed	Urban	College	1,673,416,800
7	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	503a6a33-211a-49d7-a508-2300170618a2	no_churn	0.244359	0	no_churn	-0.06896	0.054618	0.020709	-0.082557	0.017118	0.088022	0.056654	-0.040296	Female	31	No	No	Unemployed	Suburban	College	1,673,416,800
40	No	No phone service	High Speed	Expired	One year	100hrs+	Disabled	3cc04ed3-f591-4533-855e-6a02ef10ae72	no_churn	0.053589	0	no_churn	-0.023786	0.030444	0.003694	-0.03821	-0.038217	-0.192918	0.027486	-0.01752	Female	62	Yes	No	Unemployed	Suburban	Bachelor	1,673,416,800
30	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	5206daba-1360-4f66-af09-6211cbee19a9	churn	0.098543	0	no_churn	-0.095304	-0.008619	-0.001259	-0.064619	-0.095254	0.039014	0.006081	-0.029067	Male	78	No	Yes	Disabled	Suburban	High School or Below	1,673,416,800
13	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	602d0f2a-055f-40c0-93fe-ce1362093f74	churn	0.205565	0	no_churn	0.023364	-0.011417	0.042023	-0.040341	-0.060632	0.079995	0.085342	-0.065692	Female	27	Yes	No	Employed	Rural	High School or Below	1,673,416,800
16	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	3f1d64f0-9d62-4ff4-9c90-641d5e29ab03	no_churn	0.230812	1	churn	0.140727	-0.002474	-0.01265	-0.043895	0.018004	0.100286	0.010665	-0.007165	Female	63	No	No	Employed	Suburban	Bachelor	1,673,416,800
1	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	f01bf3c6-2014-40a9-8fbd-9984351e1ca0	no_churn	0.359715	0	no_churn	0.212382	0.106936	0.037348	-0.011588	-0.025131	0.158494	-0.028461	-0.006957	Female	75	Yes	No	Disabled	Urban	Bachelor	1,673,416,800
29	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	3eaf0d6b-f4a7-49c2-bdbb-a0955a25ef20	no_churn	0.075831	0	no_churn	-0.099052	-0.011476	-0.027279	-0.050798	-0.084839	0.033027	0.019399	-0.02801	Male	33	Yes	Yes	Unemployed	Suburban	High School or Below	1,673,416,800
72	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	da6155f5-3d7c-42a4-9d3c-d37d18624fe4	no_churn	0.037147	0	no_churn	-0.149524	-0.015901	0.004574	-0.024247	-0.046542	0.039513	0.00999	-0.021888	Female	77	No	No	Employed	Suburban	Master	1,673,416,800
6	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	9df0c2cf-ef73-4c9f-a134-ac86c0bcb4db	no_churn	0.018398	0	no_churn	0.018813	0.03809	-0.000976	-0.024175	-0.042475	0.078214	0.018072	-0.026256	Female	48	No	No	Employed	Suburban	College	1,673,416,800
37	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	2968ebf3-a95d-4b9d-b0da-7a8de11ebf4e	no_churn	0.013551	0	no_churn	-0.032461	-0.003276	-0.00436	-0.063421	0.016497	-0.171369	0.007748	-0.008383	Female	70	Yes	No	Retired	Suburban	Bachelor	1,673,416,800
17	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	36905b06-eb70-4da6-982e-bf388d843b28	no_churn	0.252454	0	no_churn	0.117666	-0.003186	-0.002359	-0.037804	-0.039344	0.079205	-0.040812	0.011024	Female	36	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
26	Yes	No	Medium Speed	In_Store_Support	One year	100hrs+	Disabled	afb25e02-012a-4257-8add-69a1e7a87a78	no_churn	0.055246	0	no_churn	-0.086519	-0.004075	-0.017294	-0.034268	-0.078163	-0.050223	0.025058	-0.023543	Female	42	No	No	Employed	Suburban	College	1,673,416,800
57	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	4ef915c1-9206-49db-834e-a28eb4e3462b	no_churn	0.105694	0	no_churn	-0.089364	-0.012073	-0.025614	-0.073681	-0.071754	0.029486	0.019469	-0.025495	Male	77	Yes	Yes	Medical Leave	Urban	Bachelor	1,673,416,800
27	Yes	No	High Speed	Expired	One year	100hrs+	Active	1c48f290-3ec6-4f82-876a-c125dd52ff1f	no_churn	0.172407	0	no_churn	-0.053238	-0.000697	0.003075	-0.020586	0.021336	0.032029	0.083919	0.065135	Male	49	No	No	Employed	Suburban	High School or Below	1,673,416,800
71	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	39512acd-e5e6-4896-b861-2989c4773be2	no_churn	0.009321	0	no_churn	-0.140831	-0.013138	0.01639	-0.022683	-0.049198	0.027789	-0.011253	0.043898	Male	32	No	No	Unemployed	Suburban	Bachelor	1,673,416,800
69	Yes	No	High Speed	Expired	Two year	<80hrs	Active	fdc8304c-9dde-4d98-a1a2-f0dbcf0ce8f2	no_churn	0.133366	0	no_churn	-0.071016	-0.003892	-0.021665	-0.036951	-0.026477	-0.132765	0.000085	0.023656	Male	56	Yes	No	Employed	Suburban	Master	1,673,416,800
41	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	537757a1-eeae-4910-a8c3-14d54cc6b417	no_churn	0.149977	0	no_churn	-0.107036	-0.00849	-0.061482	-0.053907	-0.041329	0.015371	-0.003663	0.021511	Male	64	No	Yes	Unemployed	Suburban	High School or Below	1,673,416,800
70	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	af526b25-729a-4eb1-aa46-a75b30f27e7c	no_churn	0.09035	0	no_churn	-0.072934	-0.002553	0.003824	-0.036981	-0.031821	-0.140205	-0.01254	0.024184	Male	23	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	109c9715-e6cc-4951-aafb-08a51c2e5ba4	no_churn	0.006514	0	no_churn	-0.104441	-0.004174	0.010704	-0.03072	-0.022539	-0.170353	0.023317	0.02918	Male	23	No	No	Unemployed	Suburban	Bachelor	1,673,416,800
66	Yes	Yes	Fiber optic	In_Store_Support	One year	100hrs+	Active	f3cfd4ef-ff5e-43b8-8943-a53c6daa4ea8	no_churn	0.130221	0	no_churn	-0.16017	-0.002389	0.017326	0.018436	-0.077661	-0.086227	-0.004901	0.02656	Female	36	Yes	No	Unemployed	Rural	Bachelor	1,673,416,800
60	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	69e18110-8e03-4900-b8cd-bf0fe829c7c9	churn	0.082451	0	no_churn	-0.204934	-0.009438	-0.004786	0.021917	0.01265	0.000922	-0.00633	0.020974	Female	35	No	Yes	Medical Leave	Suburban	High School or Below	1,673,416,800
41	Yes	Yes	Fiber optic	In_Store_Support	One year	100hrs+	Active	1cc11a2f-496a-4e0f-9d26-6dffe04cd666	no_churn	0.339814	1	churn	0.004332	-0.000116	-0.0099	0.056601	-0.027927	0.018094	0.033132	0.043425	Female	51	No	No	Unemployed	Suburban	College	1,673,416,800
29	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	d3b99e70-216a-47f5-8748-ba21912cf5e8	no_churn	0.32131	0	no_churn	-0.130696	-0.010894	-0.116276	0.048602	-0.029508	0.022238	-0.003109	0.00395	Female	20	No	No	Unemployed	Suburban	College	1,673,416,800
20	Yes	No	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	bd5aefae-5338-4ead-b4b9-20e3ae7bfb0a	no_churn	0.322845	0	no_churn	-0.091673	-0.012891	-0.042232	0.063663	-0.149974	0.04244	0.034631	0.05701	Male	36	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
40	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	941a77c4-0f20-4388-bc1c-b38e762b41ca	no_churn	0.266696	1	churn	0.01309	0.001832	0.047413	0.200709	0.173491	-0.001623	0.075648	0.100414	Female	53	Yes	Yes	Employed	Rural	Bachelor	1,673,416,800
64	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	c2d02da6-be32-4246-8a7a-d3ae9e65d32b	no_churn	0.211973	0	no_churn	-0.171403	-0.00776	0.057972	0.053387	0.065174	0.055568	0.05197	0.046066	Male	34	Yes	No	Employed	Suburban	College	1,673,416,800
54	Yes	No	Fiber optic	Expired	One year	100hrs+	Active	a9319836-b0e5-4739-ad33-37c417793e1a	no_churn	0.30798	1	churn	-0.165725	-0.002619	-0.033466	0.05936	0.030879	-0.034471	0.006024	0.05099	Female	77	No	Yes	Employed	Urban	High School or Below	1,673,416,800
27	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	bb2c660d-7d34-4cdc-b60a-ef5aff42b9a6	no_churn	0.214083	0	no_churn	-0.038466	-0.003465	0.089751	0.15836	-0.013493	0.099031	0.031935	-0.038822	Female	42	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
18	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	381fedf7-0573-48a3-a7a4-a9cecdcaa514	no_churn	0.20613	0	no_churn	-0.166756	-0.011049	-0.126434	0.073664	0.042907	0.036803	-0.013821	-0.039341	Female	28	Yes	Yes	Employed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Disabled	892dca71-f6ba-45db-a5dc-b0c5f334479f	no_churn	0.009269	0	no_churn	-0.156384	-0.004669	0.014535	0.044583	-0.067882	0.045305	0.035568	-0.026081	Male	40	No	Yes	Unemployed	Suburban	College	1,673,416,800
63	Yes	Yes	Fiber optic	Expired	One year	0hrs	Disabled	0d0f4785-9d21-49b6-bf5d-4d5684d57306	no_churn	0.046139	0	no_churn	-0.143011	-0.00386	0.01059	0.045215	0.007617	-0.117243	-0.039475	-0.028861	Female	29	No	No	Employed	Suburban	College	1,673,416,800
23	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	a9e0ed2e-4e02-411c-800b-a304b531a994	churn	0.299772	1	churn	-0.197713	-0.007557	-0.049067	0.075421	0.040727	0.036707	0.000944	-0.007928	Female	57	No	Yes	Unemployed	Suburban	High School or Below	1,673,416,800
68	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Disabled	67c180f2-2f4d-4581-89ea-9ec055168357	no_churn	0.028777	0	no_churn	-0.147414	-0.002986	0.004527	0.053356	-0.013427	-0.128253	-0.001368	-0.02346	Male	23	No	No	Unemployed	Urban	Master	1,673,416,800
3	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	85e3db93-e928-4348-ac23-0311912b0f24	no_churn	0.290394	0	no_churn	0.172033	-0.005821	-0.068354	0.133776	0.003716	0.121461	0.076368	-0.03333	Female	60	No	No	Employed	Suburban	Bachelor	1,673,416,800
59	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	18f9e887-6a7b-49de-b11b-4e3cf243e5ad	no_churn	0.175152	1	churn	-0.207399	-0.004431	0.022851	-0.003062	0.005848	0.056585	0.031645	-0.03673	Female	67	No	No	Unemployed	Suburban	Doctor	1,673,416,800
51	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	852da8a2-9823-4aba-8908-13d7f6085c79	no_churn	0.056321	0	no_churn	-0.117591	-0.00267	0.002344	0.066227	-0.053442	-0.108996	0.024488	-0.024388	Female	31	No	Yes	Employed	Urban	Doctor	1,673,416,800
70	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	285c05a9-77f3-40b1-8f0d-ae618b87dbf9	no_churn	0.058406	0	no_churn	-0.161384	-0.004156	0.00981	-0.008379	-0.034652	0.047008	-0.026088	0.063815	Female	41	No	Yes	Employed	Suburban	College	1,673,416,800
72	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	d27d692a-c8fd-44a3-81e9-ec01bcebf3b7	no_churn	0.015161	0	no_churn	-0.131928	-0.002706	-0.003185	-0.009854	0.030912	-0.232194	0.03476	0.045168	Male	74	No	Yes	Employed	Urban	Bachelor	1,673,416,800
8	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	1c2dcc49-bd5a-4a30-9174-2070edac9daf	no_churn	0.244306	0	no_churn	0.010969	-0.016861	-0.116931	-0.027576	-0.121185	0.012522	0.015955	0.014272	Male	64	No	No	Unemployed	Rural	Bachelor	1,673,416,800
55	Yes	No	Low Speed	Expired	One year	<80hrs	Active	3e7db49a-cf6a-4190-b7ff-c79497f6f0bb	no_churn	0.097193	0	no_churn	-0.094716	-0.006422	-0.018539	-0.08442	-0.059526	-0.04462	0.02051	0.038706	Male	28	Yes	No	Employed	Urban	Master	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	dc0cd2dc-85a5-4a39-8f09-84a8af1d6b1f	no_churn	0.694361	0	no_churn	0.181783	-0.011457	-0.07954	-0.015073	-0.092902	0.065495	-0.025357	0.011478	Male	60	No	Yes	Employed	Urban	High School or Below	1,673,416,800
5	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Active	63012939-81c9-4c41-afc0-fbd8886c8d57	no_churn	0.503806	0	no_churn	0.070292	-0.069293	-0.057256	0.029859	-0.057208	0.085654	-0.000822	0.038081	Male	77	No	No	Employed	Suburban	Bachelor	1,673,416,800
18	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	235c0e39-0c79-4e64-b8bf-108b508e63a1	no_churn	0.243671	0	no_churn	0.133231	-0.00573	0.025418	0.085601	-0.004006	0.1018	0.161001	0.093659	Female	60	No	No	Employed	Suburban	Bachelor	1,673,416,800
54	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	46acc64e-af00-4723-8b74-aced25883bd6	no_churn	0.019979	0	no_churn	-0.124495	-0.013526	0.040764	-0.065732	-0.041087	0.018274	0.032635	0.044142	Female	76	No	Yes	Disabled	Suburban	Bachelor	1,673,416,800
49	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	14ba8e36-d890-4391-a87f-5c32eeebccab	no_churn	0.170976	1	churn	-0.129915	0.039395	0.023391	-0.007524	-0.034575	0.082456	0.001009	0.046737	Male	72	Yes	No	Employed	Suburban	High School or Below	1,673,416,800
41	Yes	Yes	Medium Speed	Expired	One year	100hrs+	Active	0dc1b89a-8156-48dd-92ae-44ea378e8d44	no_churn	0.133312	0	no_churn	-0.074077	-0.004641	0.005848	-0.13218	-0.031753	-0.060784	0.039933	0.050128	Male	68	No	No	Employed	Urban	Bachelor	1,673,416,800
48	Yes	Yes	Medium Speed	In_Store_Support	One year	100hrs+	Active	33673813-54f1-4f3b-9cef-4db204ec49f2	no_churn	0.123172	0	no_churn	-0.053367	-0.001719	0.030882	-0.030305	-0.046031	-0.04411	0.030099	0.045524	Female	55	Yes	No	Employed	Suburban	College	1,673,416,800
53	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	ff6a1a82-6b60-40f4-8038-295979675886	no_churn	0.099694	0	no_churn	-0.057197	-0.011821	-0.010295	-0.056651	-0.090574	-0.047331	0.040724	0.044559	Male	24	No	No	Employed	Urban	Doctor	1,673,416,800
72	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	fb2749c3-332c-4dab-b76f-10adade61366	no_churn	0.002182	0	no_churn	-0.090261	-0.006995	-0.014942	-0.031132	-0.015305	-0.10914	0.011772	-0.013024	Male	26	No	No	Unemployed	Suburban	Master	1,673,416,800
11	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	f0efd7b3-1145-4681-b8e5-5cbe814ce559	no_churn	0.030922	0	no_churn	0.053103	-0.000635	-0.005476	-0.033928	0.035321	-0.043927	0.096302	-0.049786	Female	77	No	No	Employed	Suburban	Master	1,673,416,800
41	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	1c75f130-96a9-4453-b168-eff56a9a9c08	no_churn	0.021085	0	no_churn	-0.102438	-0.011825	-0.02867	-0.071817	-0.0355	0.028628	-0.024728	-0.022677	Female	29	No	Yes	Retired	Suburban	Bachelor	1,673,416,800
9	No	No phone service	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2e70360a-aa94-495b-afb1-c3c849f59441	no_churn	0.42505	1	churn	0.005861	0.073021	0.020297	-0.00639	-0.113432	0.027759	-0.02093	-0.025212	Female	54	No	No	Unemployed	Rural	College	1,673,416,800
66	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	6a7d7db2-c27e-45e0-a5cf-faa90befe9a2	no_churn	0.005765	0	no_churn	-0.040901	-0.00467	-0.024533	-0.038241	-0.028461	-0.126852	0.015498	-0.020866	Male	43	No	Yes	Unemployed	Suburban	Master	1,673,416,800
61	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	cb974318-6e58-40c5-a33f-892520563618	no_churn	0.005477	0	no_churn	-0.06354	-0.005054	0.004037	-0.097071	0.008523	-0.093563	-0.010461	-0.011897	Male	67	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
4	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	d831e7d8-895d-495f-bdc9-749aa14fa259	no_churn	0.306026	0	no_churn	0.054683	-0.00697	-0.106507	-0.129003	-0.005385	0.068023	-0.0314	-0.059097	Male	45	No	No	Employed	Rural	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	fab83850-47fc-484c-a712-6391092a4a11	no_churn	0.27511	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	38	No	Yes	Unemployed	Suburban	College	1,673,416,800
10	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Disabled	07b0dd86-1874-4cf2-b394-b761c821823e	no_churn	0.010412	0	no_churn	0.010835	-0.003529	0.017738	-0.033331	0.040246	-0.184817	0.067873	-0.041542	Female	35	No	Yes	Employed	Rural	High School or Below	1,673,416,800
47	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	a6e022b5-97ed-4c87-a07e-09ab667acb5a	no_churn	0.008746	0	no_churn	-0.100687	-0.004479	-0.04439	-0.095083	0.046944	0.051213	0.050493	-0.046372	Female	64	No	Yes	Employed	Urban	High School or Below	1,673,416,800
15	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	d1790beb-609f-49db-8103-f0705392cace	no_churn	0.22963	1	churn	0.169751	-0.003163	0.009975	0.007528	0.073017	0.112088	-0.007934	-0.016431	Female	41	No	No	Employed	Suburban	College	1,673,416,800
33	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	3701a145-ab17-4f69-9a6c-b50a5f11b8b9	no_churn	0.02046	0	no_churn	-0.070237	-0.005587	-0.029241	-0.063292	-0.087459	0.030859	0.021508	-0.025577	Female	28	Yes	No	Unemployed	Suburban	College	1,673,416,800
27	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	f76a8e57-d1ca-450c-bcb2-82f206295a25	no_churn	0.118555	0	no_churn	-0.091016	-0.008278	0.00664	-0.093314	-0.070085	0.041157	0.012759	-0.026889	Male	70	No	No	Employed	Rural	High School or Below	1,673,416,800

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