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
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	1f3660c1-9c8f-44a7-b68a-fb325bc0f6ac	churn	0.27143	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	76	Yes	No	Employed	Urban	College	1,671,775,200
25	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	0ce82764-9e2b-4227-8489-677776ccfcc5	no_churn	0.027173	0	no_churn	-0.044478	-0.005771	-0.036882	-0.03256	-0.034148	-0.067233	-0.021192	-0.026762	Female	23	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	234038cc-43e5-46bd-ae4b-c33a8cd03ac1	churn	0.62984	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Male	35	Yes	No	Unemployed	Suburban	College	1,671,775,200
10	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	4b4ee9ee-d66c-48c6-a831-5f1903d22e53	no_churn	0.13003	0	no_churn	-0.061116	0.005716	-0.003562	-0.067502	-0.093875	0.051357	-0.046161	-0.053882	Female	54	Yes	Yes	Unemployed	Urban	College	1,671,775,200
3	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	f979324c-7be0-4f97-b9f8-5eb0119044c9	no_churn	0.374297	0	no_churn	0.080356	-0.004457	-0.051125	0.029218	0.104608	0.093556	0.111835	0.110315	Female	59	No	No	Disabled	Suburban	College	1,671,775,200
1	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	3f88b745-8638-476b-b33b-8f9c25628cb9	no_churn	0.488396	0	no_churn	0.1247	0.006033	-0.012867	-0.221582	-0.064765	0.090704	-0.05876	-0.061347	Male	42	No	No	Disabled	Urban	College	1,671,775,200
68	Yes	Yes	Medium Speed	Phone_Support	One year	0hrs	Disabled	d0b88c91-61d0-45dd-ba5a-e1deeef15767	no_churn	0.060683	0	no_churn	-0.057459	-0.002689	0.000126	-0.047964	0.004378	-0.071268	-0.038937	-0.051881	Male	20	No	Yes	Employed	Urban	College	1,671,775,200
52	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	64c26ab6-c9f0-4b96-8f5e-e96f05efc5ac	no_churn	0.586049	0	no_churn	-0.235353	-0.003445	-0.050027	0.020409	0.015361	0.044748	-0.095774	0.035056	Female	68	Yes	Yes	Unemployed	Rural	Bachelor	1,671,775,200
67	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	92d57bcc-7679-46bd-b984-9dc9e4e4f92c	no_churn	0.105595	0	no_churn	-0.152994	-0.003182	0.060962	0.059378	0.035345	0.054726	-0.001357	-0.010218	Female	72	No	No	Unemployed	Suburban	Bachelor	1,671,775,200
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d8d820fe-51c2-4c72-85bc-2aecab7e9a55	churn	0.661534	1	churn	0.030578	-0.003541	0.020737	0.154612	-0.022964	0.121836	-0.032772	-0.042072	Male	55	Yes	No	Employed	Rural	College	1,671,775,200
63	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	b2ff2d57-a412-4c40-9bed-c1d3cf1e6034	no_churn	0.016458	0	no_churn	-0.09745	-0.002599	0.010104	0.040262	-0.046678	-0.135592	-0.009407	-0.007665	Female	46	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e3517e8-d15e-4001-84e6-fdd624c7f3be	no_churn	0.466503	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	70	Yes	No	Unemployed	Suburban	Bachelor	1,671,775,200
4	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	956894b0-0955-4c47-9158-f6d97e73cbec	churn	0.80293	1	churn	0.180423	-0.002166	0.118832	-0.026453	0.109393	0.150106	0.085897	0.095775	Female	40	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4d0f0c09-36b1-4ce1-bff1-47718d66cd0c	no_churn	0.422131	0	no_churn	0.052194	-0.005021	-0.0668	0.148805	-0.008346	0.108179	-0.039669	-0.027313	Female	41	No	No	Unemployed	Urban	High School or Below	1,671,775,200
67	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	dcd213fa-49ec-4f57-b2b5-81421413e944	no_churn	0.456969	0	no_churn	-0.237817	-0.002209	-0.012689	-0.072483	0.012037	0.04487	0.009216	0.016048	Male	65	No	No	Employed	Suburban	College	1,671,775,200
71	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	cd868cce-919f-4394-8bb6-39d99bab593c	no_churn	0.002621	0	no_churn	-0.080753	-0.003509	0.006071	-0.010925	0.007978	-0.146652	-0.017508	-0.023728	Female	66	No	Yes	Employed	Suburban	College	1,671,775,200
63	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	1edf14d9-aacc-4bcd-8743-580200c4c257	no_churn	0.100929	0	no_churn	-0.214029	-0.005287	-0.044973	-0.041551	0.05268	0.034501	-0.023331	0.062965	Male	21	No	Yes	Unemployed	Suburban	College	1,671,775,200
39	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	71a4f516-d46d-4eaa-8932-376378c72104	churn	0.175804	1	churn	0.059483	0.190933	0.084324	0.026086	0.048267	0.130707	0.010382	0.020792	Male	80	Yes	No	Unemployed	Suburban	College	1,671,775,200
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	4b72411c-3ead-4877-ae98-7e13350e04ed	no_churn	0.387835	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	34	No	Yes	Employed	Rural	Master	1,671,775,200
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	ef34ebcb-9557-42b5-bc73-a2b495e6d252	no_churn	0.603475	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	52	No	No	Employed	Rural	High School or Below	1,671,775,200
23	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a6d614bc-6eff-4445-8f91-77620c3686f5	no_churn	0.25134	0	no_churn	-0.189144	-0.009724	-0.116661	0.043	-0.004063	0.047558	-0.026026	-0.013966	Female	76	No	No	Employed	Suburban	Bachelor	1,671,775,200
47	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e92bfe10-0b59-4f71-8798-3eaa320169cf	no_churn	0.137437	0	no_churn	-0.046141	-0.004098	-0.064355	-0.065505	0.041294	0.053906	-0.037401	-0.056012	Female	72	Yes	No	Employed	Suburban	Master	1,671,775,200
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	63acb741-c95f-455e-bdc0-4bfe9b87b8b6	churn	0.384257	1	churn	0.065413	-0.003302	-0.025443	0.102843	-0.006661	0.114229	-0.037738	-0.044144	Female	55	No	No	Retired	Suburban	High School or Below	1,671,775,200
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f572c05d-ef6b-44ab-a884-78019afe1205	churn	0.61417	1	churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Female	57	No	Yes	Employed	Rural	Bachelor	1,671,775,200
36	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	a15725f8-635e-4c2e-a20c-cca3938c9c0a	no_churn	0.066211	0	no_churn	-0.052766	-0.003984	-0.012348	-0.034683	-0.034054	-0.055959	-0.028339	-0.046894	Female	63	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
6	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	cc31d9b4-e5c9-49a1-a0c0-e375b61c2dd3	churn	0.699115	1	churn	0.046114	-0.002174	-0.065348	-0.066288	0.086934	0.090657	0.030911	0.037836	Male	42	Yes	Yes	Retired	Urban	Bachelor	1,671,775,200
3	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	0a224abc-222f-4571-ad86-a38bf3aed015	no_churn	0.420306	0	no_churn	0.039286	-0.016937	-0.0878	-0.120189	-0.032741	0.054326	-0.058014	0.023043	Male	79	No	Yes	Retired	Rural	Master	1,671,775,200
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c3381380-f29e-4460-a4b1-46d0f31a7b05	churn	0.411662	1	churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Female	72	No	No	Employed	Suburban	Bachelor	1,671,775,200
10	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5c92a9cf-ec42-4024-9add-dbd30c3fb076	no_churn	0.068642	0	no_churn	-0.035437	-0.014003	0.00183	-0.141581	0.008136	0.056262	-0.063515	-0.070719	Female	40	Yes	Yes	Employed	Urban	High School or Below	1,671,775,200
67	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	aefcfea6-0f1b-4273-8238-39331ce8275d	no_churn	0.456969	0	no_churn	-0.237817	-0.002209	-0.012689	-0.072483	0.012037	0.04487	0.009216	0.016048	Female	63	No	No	Medical Leave	Suburban	Bachelor	1,671,775,200
39	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1dc53f04-1f15-4c4d-b08e-7980f4bc4206	churn	0.175804	1	churn	0.059483	0.190933	0.084324	0.026086	0.048267	0.130707	0.010382	0.020792	Female	67	No	No	Employed	Suburban	High School or Below	1,671,775,200
39	Yes	No	Fiber optic	In_Store_Support	One year	<50hrs	Active	d8517451-f5b7-4741-a621-188f9b69ed91	churn	0.342266	1	churn	0.008365	-0.000384	0.011918	0.064156	0.001845	-0.043756	0.021003	0.047827	Female	70	No	Yes	Employed	Suburban	College	1,671,775,200
18	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ae179b9e-c0c4-4b38-8879-51b9b043d913	churn	0.495268	1	churn	-0.144107	-0.006956	0.020893	0.056638	-0.141014	0.041333	-0.043672	-0.042141	Male	67	Yes	Yes	Unemployed	Urban	Bachelor	1,671,775,200
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3b3cea92-99ea-4258-844f-9f92c062ef17	no_churn	0.546397	0	no_churn	0.063281	-0.001547	-0.039401	0.054692	0.008549	0.108293	-0.020649	-0.007416	Male	61	No	Yes	Unemployed	Suburban	College	1,671,775,200
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	96db4d87-5949-402a-ad9c-158156c8b066	no_churn	0.540717	0	no_churn	-0.062592	-0.007967	-0.01199	0.12992	0.055456	0.096735	-0.036731	-0.020901	Female	75	No	Yes	Unemployed	Suburban	High School or Below	1,671,775,200
11	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e8d166bd-dcee-4081-8995-1390dbaa37ca	churn	0.141238	1	churn	0.017865	-0.007259	-0.118955	-0.142226	0.027698	0.059348	-0.04688	-0.058617	Male	44	No	No	Disabled	Suburban	Bachelor	1,671,775,200
44	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	7430164e-0413-47e5-be2d-85853af430a4	no_churn	0.006936	0	no_churn	-0.070697	-0.003947	-0.019366	-0.024083	0.012995	-0.096847	-0.023388	-0.043695	Female	42	Yes	No	Employed	Urban	Bachelor	1,671,775,200
61	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	5b202702-02c8-428e-9709-fcc3604346ac	no_churn	0.30596	0	no_churn	-0.288451	-0.003907	0.014791	-0.013934	-0.000102	-0.006904	0.0224	0.029583	Female	25	No	Yes	Employed	Suburban	College	1,671,775,200
23	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	ed4e019e-448a-4dcc-962d-2ceefc8d69bf	no_churn	0.012935	0	no_churn	-0.06045	-0.004021	-0.016169	-0.033884	0.012815	-0.094188	-0.029364	-0.043766	Male	69	No	No	Employed	Urban	Bachelor	1,671,775,200
8	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	9d2275be-9122-4eb2-93a2-c027ccfca5dc	no_churn	0.013475	0	no_churn	0.018492	-0.005406	-0.009643	-0.030451	0.017852	-0.188041	-0.032872	-0.038958	Female	56	No	No	Employed	Rural	High School or Below	1,671,775,200
67	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	b5758278-52ba-4645-af81-9147cf59451d	no_churn	0.456969	0	no_churn	-0.237817	-0.002209	-0.012689	-0.072483	0.012037	0.04487	0.009216	0.016048	Male	48	No	No	Employed	Urban	High School or Below	1,671,775,200
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f4bfc193-53eb-4eb6-9a4f-c7cdb2939b4e	no_churn	0.603173	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	28	No	No	Retired	Suburban	College	1,671,775,200
69	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	263069e5-8d0d-4bb0-8f8c-3f6bed92839d	no_churn	0.08584	0	no_churn	-0.020187	-0.001018	0.065536	0.070268	0.014315	-0.131837	0.110121	0.063776	Male	43	No	Yes	Employed	Rural	High School or Below	1,671,775,200
70	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	3152b1dc-9dd9-4966-99e3-26579035bfed	no_churn	0.235855	0	no_churn	-0.173164	0.000899	-0.010389	-0.01609	0.045478	0.088185	0.054581	0.106807	Female	80	No	No	Employed	Suburban	Bachelor	1,671,775,200
26	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	b2ed6d97-d763-4608-8abd-d8c9f7e9c908	no_churn	0.217745	0	no_churn	-0.182478	-0.002753	-0.049823	-0.056093	0.034715	0.039883	-0.066874	0.064399	Male	74	No	No	Employed	Rural	Bachelor	1,671,775,200
66	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	7f5d24f4-33a4-441f-8fd6-8dc895b545be	no_churn	0.012869	0	no_churn	0.000725	-0.002504	-0.000748	-0.07992	-0.016863	-0.133376	-0.01652	-0.014821	Male	42	No	No	Unemployed	Rural	High School or Below	1,671,775,200
4	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	4ef87b4e-a4e1-4325-af82-dc3f62d46d00	churn	0.80293	1	churn	0.180423	-0.002166	0.118832	-0.026453	0.109393	0.150106	0.085897	0.095775	Female	64	Yes	No	Unemployed	Suburban	Bachelor	1,671,775,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	8eba86c4-1a0a-45dd-bf8d-95bf368c611a	no_churn	0.007129	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Female	52	No	No	Disabled	Suburban	High School or Below	1,671,775,200
27	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	a17660e1-02c6-4f27-955a-9b3b1cc8210c	no_churn	0.229861	0	no_churn	-0.00834	-0.000876	-0.027888	0.006324	0.075025	-0.149118	0.039298	0.083882	Female	58	Yes	No	Disabled	Suburban	Bachelor	1,671,775,200
71	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	618a1459-efd1-4cdc-ba4a-c140e26497e2	no_churn	0.025381	0	no_churn	-0.069201	-0.002838	-0.002952	0.000619	-0.0002	-0.161198	-0.016775	-0.01648	Male	27	Yes	Yes	Unemployed	Urban	Bachelor	1,671,775,200
45	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	c651eafb-9aff-4835-b740-3d87cd37cff5	no_churn	0.166754	0	no_churn	-0.19975	-0.005125	-0.018436	-0.013462	0.018278	0.057984	-0.00422	0.065706	Male	25	Yes	No	Employed	Urban	College	1,671,775,200
63	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	afd64704-9ea3-4f6d-a02a-2d1e164dc886	no_churn	0.016458	0	no_churn	-0.09745	-0.002599	0.010104	0.040262	-0.046678	-0.135592	-0.009407	-0.007665	Male	45	Yes	Yes	Unemployed	Urban	Master	1,671,775,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6b29d140-9c95-4bb2-b2f2-cf4f107ece22	churn	0.723946	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	29	Yes	No	Employed	Suburban	College	1,671,775,200
47	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	37d82ec6-e314-48e8-9129-87a980c03f39	no_churn	0.007092	0	no_churn	-0.03205	-0.004982	-0.010815	-0.04698	0.007455	-0.115299	-0.027441	-0.038914	Female	74	No	No	Disabled	Suburban	High School or Below	1,671,775,200
55	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	a10851f7-4fcd-43a0-ab87-4d5138fad921	no_churn	0.015105	0	no_churn	-0.051328	-0.003152	-0.012838	-0.05756	-0.018465	-0.083116	-0.014211	-0.016689	Female	61	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
23	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	0da84b31-0e7c-479d-b9c5-0f519c7163e6	no_churn	0.02202	0	no_churn	-0.039407	-0.005814	0.016089	-0.039903	0.008114	-0.128615	-0.039157	-0.040332	Male	48	No	Yes	Unemployed	Urban	Doctor	1,671,775,200
72	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	bbb983ec-ac36-4709-8544-c81449148143	no_churn	0.004151	0	no_churn	-0.032539	-0.002737	-0.003323	-0.00777	-0.002053	-0.199057	-0.010252	-0.011294	Female	61	No	Yes	Unemployed	Suburban	Bachelor	1,671,775,200
46	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	aeb584b3-3948-4838-a5a8-a5793cb98189	no_churn	0.014181	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Female	75	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
6	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	d35b2dfc-e1aa-49cc-a0d2-9342e6ecd23a	churn	0.699115	1	churn	0.046114	-0.002174	-0.065348	-0.066288	0.086934	0.090657	0.030911	0.037836	Female	69	No	No	Employed	Suburban	Bachelor	1,671,775,200
68	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	6fee8e9a-08c1-407e-b68f-e2ce86c51e7e	no_churn	0.082265	0	no_churn	-0.076678	-0.002912	0.005613	-0.027454	-0.056067	-0.1743	0.032426	0.030345	Male	34	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,775,200
3	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e3f3b9ec-fe02-4faf-8bbc-a429dd4b414d	churn	0.366939	1	churn	0.100651	-0.007702	-0.005903	-0.103438	-0.027927	0.080176	-0.026896	-0.034595	Male	66	No	Yes	Employed	Suburban	High School or Below	1,671,775,200
52	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	59946a70-5e63-4332-8af8-35ddab4d6f94	no_churn	0.073798	0	no_churn	-0.076835	-0.007645	-0.016275	-0.028701	-0.024302	-0.064996	-0.021653	-0.028618	Male	29	No	No	Employed	Suburban	High School or Below	1,671,775,200
28	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	97f58a1b-b070-4360-9f32-909d28f52c9e	no_churn	0.441982	0	no_churn	-0.079189	-0.005869	-0.032693	0.106386	0.016852	0.077926	-0.013452	-0.0132	Male	53	No	No	Employed	Urban	College	1,671,775,200
47	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	5963dc92-70d9-4204-990c-ca4b0f8ed56a	no_churn	0.007092	0	no_churn	-0.03205	-0.004982	-0.010815	-0.04698	0.007455	-0.115299	-0.027441	-0.038914	Male	74	No	Yes	Medical Leave	Suburban	Bachelor	1,671,775,200
6	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	65dde5d7-5305-4fe9-ba8d-d85ed0e426df	churn	0.699115	1	churn	0.046114	-0.002174	-0.065348	-0.066288	0.086934	0.090657	0.030911	0.037836	Male	60	No	Yes	Retired	Rural	College	1,671,775,200
65	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	dd91f965-dbbf-4a77-9e0a-9712e9352adc	no_churn	0.082786	0	no_churn	-0.09176	-0.002737	0.018329	0.035764	0.003913	-0.196767	-0.015309	-0.013794	Male	21	Yes	Yes	Employed	Suburban	Bachelor	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7975212a-3408-4d7b-9933-d637a51193f0	churn	0.876585	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	74	No	No	Unemployed	Suburban	Bachelor	1,671,775,200
44	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	cde1dd61-ed33-4612-8418-e656f4bbc10e	no_churn	0.006936	0	no_churn	-0.070697	-0.003947	-0.019366	-0.024083	0.012995	-0.096847	-0.023388	-0.043695	Female	57	No	No	Retired	Suburban	College	1,671,775,200
22	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	66da3ba4-8dc2-45f2-b99b-2839a86b98eb	churn	0.063888	1	churn	-0.042143	-0.00407	-0.033564	-0.045952	-0.027052	-0.067993	-0.01861	-0.024643	Male	50	No	Yes	Employed	Rural	College	1,671,775,200
41	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	3c192e7e-1951-48b6-8cf2-5110f719d37b	churn	0.100387	1	churn	-0.047383	-0.01153	0.022202	-0.044593	-0.062688	0.035797	-0.016924	0.047925	Male	26	Yes	No	Employed	Suburban	College	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cf8ef3d5-2884-405e-a05d-e8a541d19871	churn	0.876585	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	39	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
4	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	84b98c68-fd03-4952-810c-f463a6d96ff5	no_churn	0.684831	0	no_churn	0.109563	-0.003598	-0.066902	-0.030148	-0.003964	0.106678	0.135985	0.098835	Male	40	No	No	Employed	Suburban	High School or Below	1,671,775,200
71	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	d3e1a2e1-c47e-4b92-859f-62d1b1c7bf10	no_churn	0.025381	0	no_churn	-0.069201	-0.002838	-0.002952	0.000619	-0.0002	-0.161198	-0.016775	-0.01648	Female	49	No	No	Medical Leave	Rural	College	1,671,775,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	cfa3d819-0337-4299-9b9c-bc44af9ed5ad	no_churn	0.007129	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Female	70	No	Yes	Employed	Suburban	Bachelor	1,671,775,200
25	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	cb52544e-3e20-45dd-bdc0-725c1e515bea	no_churn	0.361945	0	no_churn	-0.019173	-0.004547	-0.085154	-0.056403	0.101379	0.065295	0.05428	0.099631	Female	25	No	No	Employed	Suburban	College	1,671,775,200
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bb25d4e0-2852-4dbd-bb95-87864fbd203f	no_churn	0.516935	0	no_churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Male	79	No	No	Employed	Urban	Bachelor	1,671,775,200
72	Yes	Yes	Medium Speed	In_Store_Support	Two year	100hrs+	Active	5ece3c74-afdf-4b26-aece-29cc0d46fc51	no_churn	0.003912	0	no_churn	-0.083792	-0.003166	0.004891	-0.024109	-0.041273	-0.161161	0.015544	0.024038	Female	71	Yes	Yes	Employed	Suburban	Bachelor	1,671,775,200
29	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	dd48067f-c76c-464a-905e-17c3979fe069	no_churn	0.556852	0	no_churn	-0.182244	-0.004469	-0.004294	-0.141527	0.02178	0.055503	0.009053	0.067173	Male	42	No	Yes	Unemployed	Suburban	College	1,671,775,200
72	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	c0f4e708-95a0-4c27-abf2-c8d6bb9c6953	no_churn	0.003958	0	no_churn	-0.091569	-0.003876	-0.001083	-0.025286	0.002409	-0.110491	-0.016341	-0.022789	Male	34	No	Yes	Unemployed	Urban	High School or Below	1,671,775,200
47	No	No phone service	High Speed	Phone_Support	Two year	100hrs+	Active	7c26166f-2c57-49ea-b262-be8d15cc6fc1	no_churn	0.01516	0	no_churn	0.003755	-0.018367	0.018465	0.008096	0.10075	-0.148404	0.058229	0.060784	Female	20	Yes	No	Employed	Suburban	Master	1,671,775,200
55	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	ba356d15-ee59-40e3-bd62-79a0592e67ad	no_churn	0.015105	0	no_churn	-0.051328	-0.003152	-0.012838	-0.05756	-0.018465	-0.083116	-0.014211	-0.016689	Female	76	No	Yes	Employed	Rural	College	1,671,775,200
44	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	4e62df75-b107-4df3-8b88-7fd52dc8dab9	no_churn	0.006936	0	no_churn	-0.070697	-0.003947	-0.019366	-0.024083	0.012995	-0.096847	-0.023388	-0.043695	Female	30	No	Yes	Employed	Urban	Master	1,671,775,200
22	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	13d028ef-1334-4e1b-b1f8-61ca10494724	no_churn	0.302695	0	no_churn	-0.07877	-0.00397	-0.030487	0.081884	0.020576	0.073363	-0.021556	-0.028461	Male	29	No	Yes	Employed	Suburban	High School or Below	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e962a4a-e49a-45ee-b9a2-f5aea0a31c7f	churn	0.787462	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	38	Yes	No	Employed	Rural	High School or Below	1,671,775,200
72	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	e882ee02-7c14-4824-a2ba-26fa032a8886	no_churn	0.004151	0	no_churn	-0.032539	-0.002737	-0.003323	-0.00777	-0.002053	-0.199057	-0.010252	-0.011294	Female	36	No	No	Employed	Suburban	College	1,671,775,200
12	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ed363994-e08f-43fa-ae69-6055be43a720	churn	0.217158	1	churn	-0.06207	-0.009067	-0.019765	-0.104809	-0.034372	0.040952	-0.03958	-0.030982	Male	67	Yes	No	Employed	Suburban	Bachelor	1,671,775,200
3	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	a9d14945-138a-478c-86f8-8841b9bf5ec7	no_churn	0.374297	0	no_churn	0.080356	-0.004457	-0.051125	0.029218	0.104608	0.093556	0.111835	0.110315	Female	40	No	Yes	Employed	Suburban	College	1,671,775,200
68	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	57e112de-81c7-44e1-91ee-36fabffbab4a	no_churn	0.082265	0	no_churn	-0.076678	-0.002912	0.005613	-0.027454	-0.056067	-0.1743	0.032426	0.030345	Female	56	No	Yes	Unemployed	Suburban	Doctor	1,671,775,200
7	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	c3f9baf9-da8d-4630-aea1-992dfa757891	churn	0.852988	1	churn	0.124707	-0.001101	0.001219	-0.04808	0.109155	0.109408	0.106457	0.129209	Female	42	Yes	Yes	Employed	Rural	Bachelor	1,671,775,200
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	273db292-c2ab-4ee4-b845-32667670880d	no_churn	0.542283	0	no_churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	47	No	No	Employed	Suburban	College	1,671,775,200
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	567ef4b2-2f95-49a3-b9ac-e68a9aac084a	churn	0.659047	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Male	35	No	No	Employed	Urban	Bachelor	1,671,775,200
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b91721fa-b400-4818-abed-d49a152292ed	no_churn	0.604778	0	no_churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	63	No	No	Employed	Urban	High School or Below	1,671,775,200
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	dfdd05d1-b08c-4a35-b3f0-f9d2aede3ca2	no_churn	0.145601	0	no_churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Female	40	No	No	Employed	Rural	Bachelor	1,671,775,200
27	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7b389bbf-5cc4-4b52-8fbf-70d925b26fb3	no_churn	0.145796	0	no_churn	-0.015393	-0.012156	0.041668	-0.004549	-0.004454	0.062731	-0.036011	-0.010862	Male	77	Yes	Yes	Employed	Suburban	High School or Below	1,671,775,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	485bd6a3-1834-4d5d-8566-d09a8bfa0c16	churn	0.787462	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	28	No	No	Employed	Urban	Master	1,671,775,200
65	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	e06bb59c-e575-4237-8669-0ccf7e8cc9b3	no_churn	0.012071	0	no_churn	-0.03712	-0.00163	-0.005356	-0.015154	-0.012193	-0.127291	-0.015556	-0.054727	Female	43	No	No	Unemployed	Suburban	High School or Below	1,671,775,200
23	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	22bd675e-a81e-45b7-b580-8811c8876f1c	no_churn	0.02202	0	no_churn	-0.039407	-0.005814	0.016089	-0.039903	0.008114	-0.128615	-0.039157	-0.040332	Male	21	Yes	No	Employed	Suburban	Master	1,671,775,200
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8e3ff383-7e4f-469e-b35d-dc3db5a7d1bf	no_churn	0.171258	0	no_churn	-0.175056	-0.00355	-0.112115	0.001653	0.044002	0.044287	-0.033891	-0.02531	Female	51	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,775,200
22	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	64fb23f4-7124-422f-8e77-ea4e5c08db9b	no_churn	0.302695	0	no_churn	-0.07877	-0.00397	-0.030487	0.081884	0.020576	0.073363	-0.021556	-0.028461	Female	59	No	No	Unemployed	Suburban	Master	1,671,775,200
24	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	5bf12a86-f2ff-4f13-8903-28504925f94c	no_churn	0.106478	0	no_churn	0.044793	0.166404	0.054213	0.068585	0.136994	0.131742	0.00166	-0.003418	Male	36	No	No	Employed	Urban	High School or Below	1,671,775,200

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