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
71	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	891f016a-7c9d-49ef-aa50-de886cafea69	no_churn	0.004543	0	no_churn	-0.11389	-0.002714	0.001059	-0.049495	0.033472	-0.221916	0.041581	0.050876	Female	72	Yes	No	Unemployed	Suburban	Master	1,671,343,200
42	Yes	No	High Speed	In_Store_Support	One year	<50hrs	Active	dbe7b406-5a8c-4f1a-8837-2c9b7c639517	churn	0.090657	1	churn	-0.026076	-0.006222	-0.019062	-0.065806	-0.022031	-0.113179	0.00943	0.053918	Female	64	Yes	Yes	Employed	Rural	Master	1,671,343,200
64	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	3eb2f13e-c5f0-4152-a9aa-e9be877129bc	no_churn	0.015854	0	no_churn	-0.098594	-0.004346	-0.014907	-0.014009	-0.040464	-0.122729	0.009007	0.017015	Female	42	No	No	Employed	Urban	Bachelor	1,671,343,200
67	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	6cb62544-ab30-4086-82a9-19d35d8e3b05	no_churn	0.095949	0	no_churn	-0.12902	-0.008143	0.024171	0.011568	0.043339	0.056006	0.040541	0.072514	Female	28	No	Yes	Unemployed	Suburban	College	1,671,343,200
44	No	No phone service	High Speed	In_Store_Support	One year	<80hrs	Active	0f3cf1ea-55cb-418c-ac04-be260059784d	no_churn	0.193489	0	no_churn	-0.067337	-0.039677	-0.00888	-0.02478	0.023763	-0.071749	0.035982	0.043652	Male	26	No	No	Unemployed	Urban	College	1,671,343,200
60	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	39ec9d5e-98ba-4641-93dd-eb913fdce5d9	no_churn	0.012876	0	no_churn	-0.063793	-0.003136	-0.01162	-0.015941	-0.063105	-0.162165	0.02766	0.023074	Male	62	No	No	Unemployed	Urban	High School or Below	1,671,343,200
7	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	e7efddd7-ed03-4e1a-9684-d9d6ad7691c0	churn	0.365757	1	churn	-0.02747	-0.002827	-0.100455	-0.023757	0.078611	0.071994	-0.069028	0.06762	Female	67	No	No	Employed	Suburban	College	1,671,343,200
49	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	09d259a9-8cd5-400b-a57c-2fdea0cac73f	churn	0.019104	0	no_churn	-0.079944	-0.00186	-0.011801	-0.070548	0.037144	-0.190999	0.036431	0.062551	Male	73	No	No	Disabled	Suburban	College	1,671,343,200
13	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	4c7606a6-ff4c-43c9-9b9d-ee34053a8b2d	no_churn	0.235548	0	no_churn	0.091437	-0.010978	0.073104	0.004708	0.003898	0.08889	-0.017489	-0.017921	Male	52	No	No	Unemployed	Urban	High School or Below	1,671,343,200
47	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	8fe85e14-e727-4a5c-89ac-225653f2fbfe	no_churn	0.021741	0	no_churn	-0.042373	-0.004028	-0.00588	-0.037105	-0.0326	-0.109791	-0.017101	-0.020148	Female	24	No	Yes	Employed	Suburban	College	1,671,343,200
52	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	28cfdcdd-9722-404c-9aa4-9b80d6d9da3f	no_churn	0.044146	0	no_churn	-0.050998	-0.006795	0.013836	-0.004209	0.017658	-0.177653	-0.028123	-0.032741	Male	79	Yes	No	Employed	Suburban	College	1,671,343,200
15	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	4033ae5a-3fce-46b3-a78c-176b57e84cfc	no_churn	0.064902	0	no_churn	-0.034239	-0.005785	-0.04817	-0.036779	-0.02863	-0.065818	-0.020151	-0.029455	Female	26	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
66	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	577ace5f-e11f-4bff-a00f-c2f632ed581f	no_churn	0.031882	0	no_churn	-0.038602	-0.006458	-0.000772	-0.038568	-0.030678	-0.087034	-0.020732	-0.026182	Female	21	No	No	Employed	Suburban	Bachelor	1,671,343,200
18	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	04576a7e-a26c-4315-9bd8-689ab2601bc3	no_churn	0.062462	0	no_churn	-0.044237	-0.006204	-0.034929	-0.018206	-0.000261	-0.083025	-0.040512	-0.041653	Female	79	No	No	Unemployed	Suburban	High School or Below	1,671,343,200
72	No	No phone service	High Speed	In_Store_Support	Two year	0hrs	Disabled	97619031-ff16-4aa8-8586-7413fb4a0508	no_churn	0.012554	0	no_churn	-0.079434	0.004591	-0.003499	-0.01804	-0.028265	-0.121278	-0.010996	-0.012105	Female	51	No	Yes	Employed	Rural	Master	1,671,343,200
17	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	47dfb4dd-de05-4543-b0e3-76281ebc8f17	no_churn	0.054763	0	no_churn	0.086151	-0.003341	0.031356	0.008487	0.023917	-0.23339	-0.035943	-0.056264	Female	65	No	Yes	Disabled	Suburban	Master	1,671,343,200
7	No	No phone service	Medium Speed	Phone_Support	One year	0hrs	Disabled	66d7d8d9-15d3-416d-bb86-3a8c2d820179	no_churn	0.11823	0	no_churn	0.08362	0.036864	0.027492	0.040526	0.01824	-0.13492	-0.016368	-0.024481	Male	61	No	No	Employed	Urban	Master	1,671,343,200
27	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	27749c5b-f7d1-4f0f-9534-875190dacd39	no_churn	0.036226	0	no_churn	-0.065417	-0.005162	-0.025089	-0.028537	-0.029959	-0.071002	-0.020804	-0.023057	Female	21	No	Yes	Medical Leave	Suburban	Master	1,671,343,200
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e5f7adf7-3aff-4d7d-9b91-141ae68da8e9	churn	0.451323	1	churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Male	79	No	Yes	Unemployed	Suburban	High School or Below	1,671,343,200
3	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	95455bd6-15e6-459b-9051-4d472d5b084a	churn	0.495278	1	churn	0.065264	-0.010272	-0.031141	-0.110485	-0.147547	0.055669	-0.047543	-0.038972	Male	78	No	No	Unemployed	Suburban	Bachelor	1,671,343,200
58	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	4ddf4463-547d-4500-87b5-4cd91acf3958	no_churn	0.011525	0	no_churn	-0.049071	-0.003753	0.011006	-0.006445	0.020707	-0.167949	-0.034846	-0.038675	Male	39	No	Yes	Employed	Urban	Master	1,671,343,200
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7cac903f-5855-4b63-aeff-a86cd8994b00	no_churn	0.358426	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	69	No	Yes	Employed	Rural	Bachelor	1,671,343,200
25	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	6cd03051-1de7-4796-9de6-5fca47bf5218	no_churn	0.089175	0	no_churn	-0.047271	-0.003136	-0.015826	-0.039101	0.011133	-0.073901	-0.035925	-0.065	Male	39	No	No	Employed	Suburban	College	1,671,343,200
21	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	2b46b765-a7ed-461b-8f28-f2b4fe446518	no_churn	0.019735	0	no_churn	0.010552	-0.002652	-0.015999	-0.003634	-0.000829	-0.228626	-0.014408	-0.01343	Female	22	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
41	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	b32ca8d4-5d50-4e57-b8f1-be7e6ca09ae8	no_churn	0.049689	0	no_churn	-0.037379	-0.004548	-0.018324	-0.046288	-0.017796	-0.070552	-0.020705	-0.053434	Female	61	Yes	No	Employed	Suburban	Bachelor	1,671,343,200
71	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	73bc5919-fe0e-473a-8ea3-b496df6a1bb7	no_churn	0.003962	0	no_churn	-0.058453	-0.00337	-0.013227	-0.031635	-0.012488	-0.125123	-0.010111	-0.014619	Male	41	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
4	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	85d9ee64-796a-4191-94ab-5158bacd9e4c	churn	0.315468	1	churn	0.127494	-0.008182	0.000709	-0.063779	0.036799	0.088141	-0.031509	-0.005999	Female	30	Yes	Yes	Employed	Suburban	Master	1,671,343,200
72	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	5553d94c-fd20-4767-a490-5c8b4fae3a59	no_churn	0.002295	0	no_churn	-0.075034	-0.003769	-0.006018	-0.019083	-0.027044	-0.111405	-0.012998	-0.013676	Male	50	No	Yes	Employed	Rural	High School or Below	1,671,343,200
30	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	5213d3c6-dfe5-4308-a167-50860c230e23	no_churn	0.253877	0	no_churn	-0.06135	-0.002862	0.014489	-0.040349	0.023492	0.096093	0.059405	0.010246	Male	49	No	No	Employed	Rural	College	1,671,343,200
64	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	ec350c62-dfbc-4793-aecc-a39868ef8917	churn	0.10018	0	no_churn	-0.131447	-0.002454	-0.003516	0.006	0.026247	-0.233006	0.0399	0.04925	Male	50	No	No	Unemployed	Suburban	High School or Below	1,671,343,200
72	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	049860d5-b6bf-4e76-8364-0cb7db5765cf	no_churn	0.012395	0	no_churn	-0.084165	-0.003952	0.002304	-0.019774	-0.056281	-0.143697	0.012268	0.02427	Female	67	Yes	No	Employed	Suburban	Bachelor	1,671,343,200
35	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	3d805de4-86fe-4f31-96a9-ff49f0d9e46d	no_churn	0.243999	0	no_churn	-0.129637	-0.002784	0.087098	-0.032106	0.051739	0.08339	0.125037	0.064249	Female	70	No	Yes	Employed	Rural	High School or Below	1,671,343,200
28	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	f72f1c13-5792-4792-9513-48b4d3fbaa6e	no_churn	0.619187	0	no_churn	0.027442	-0.00176	0.091644	-0.019201	0.123099	0.129508	0.166986	0.133255	Female	65	No	Yes	Unemployed	Suburban	College	1,671,343,200
40	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	a7362db6-4e00-4b94-9b19-2e720273b9f4	no_churn	0.289238	0	no_churn	-0.098064	-0.005065	0.001432	-0.026749	-0.022605	-0.138799	-0.017141	0.045464	Male	71	No	Yes	Employed	Rural	High School or Below	1,671,343,200
72	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	fd434035-cc8c-4a2c-bf42-ed8651974ccb	no_churn	0.010934	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Male	73	Yes	No	Unemployed	Suburban	High School or Below	1,671,343,200
41	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	c580b2ca-8d81-4d9d-a62d-16cb6c8141e7	churn	0.215179	1	churn	-0.068538	-0.006035	0.012025	-0.060655	-0.008946	0.089406	0.032468	0.068535	Male	32	No	Yes	Employed	Rural	High School or Below	1,671,343,200
35	Yes	No	Low Speed	In_Store_Support	One year	100hrs+	Active	e6cc100c-1221-44df-a3f5-9d4ec8965ac9	churn	0.30658	0	no_churn	-0.023039	-0.00137	-0.038386	0.038839	-0.026496	0.015219	0.055758	0.07045	Female	27	No	Yes	Unemployed	Rural	College	1,671,343,200
36	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	a74677c7-d0e8-4043-898b-621b247ada34	no_churn	0.22452	0	no_churn	-0.069968	-0.002959	0.011943	-0.025259	-0.041137	-0.207474	0.038005	0.027822	Female	54	Yes	No	Employed	Suburban	High School or Below	1,671,343,200
67	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	de32f9ed-54fb-40fc-80a6-af2e024023a8	no_churn	0.219142	0	no_churn	-0.095354	-0.00318	0.00705	-0.010114	-0.054865	-0.058073	0.01682	0.038689	Female	71	No	Yes	Employed	Suburban	Master	1,671,343,200
49	Yes	Yes	Low Speed	In_Store_Support	One year	<80hrs	Active	5185b214-5404-4e79-8880-4893c6670cbd	no_churn	0.268695	0	no_churn	-0.063759	-0.01562	0.006564	-0.092833	-0.039617	-0.103726	0.01286	0.047105	Male	48	Yes	No	Employed	Suburban	High School or Below	1,671,343,200
70	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	dd00b518-00c9-4071-a367-c22afb2892d9	no_churn	0.165042	0	no_churn	-0.053299	-0.002526	0.024836	-0.047926	0.009234	-0.037674	-0.000413	0.058742	Female	38	No	Yes	Disabled	Suburban	College	1,671,343,200
29	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	fb886236-a77a-4776-b15a-4f527ee024ab	no_churn	0.35116	0	no_churn	-0.121865	-0.005039	-0.077926	-0.053209	0.037712	0.051531	-0.019256	-0.024308	Female	72	Yes	No	Unemployed	Urban	College	1,671,343,200
45	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	7fd22115-0d7f-45a9-b52b-a6fd0ad3b222	no_churn	0.332746	0	no_churn	-0.143193	-0.002334	-0.016569	-0.033835	-0.032841	-0.091972	0.024562	0.037157	Female	68	No	No	Employed	Suburban	High School or Below	1,671,343,200
49	Yes	No	Fiber optic	In_Store_Support	One year	100hrs+	Active	10fd4c60-abe0-4dc7-aa22-d5e69da796af	no_churn	0.210896	0	no_churn	-0.130761	-0.00323	-0.095219	0.042494	-0.053695	-0.050978	0.028261	0.044102	Male	58	No	No	Employed	Suburban	Bachelor	1,671,343,200
65	Yes	No	Fiber optic	Phone_Support	Two year	<80hrs	Active	a3c3fc18-a819-4164-91b5-7d4613fb4251	no_churn	0.075163	0	no_churn	-0.125713	-0.001773	-0.022429	-0.016881	0.009058	-0.108325	0.00831	0.028727	Male	76	No	Yes	Employed	Suburban	Doctor	1,671,343,200
15	Yes	No	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	c80db7cc-bb94-4e5c-8c19-e25c847749fb	churn	0.801168	1	churn	-0.035591	-0.005747	-0.115055	-0.074662	-0.005671	0.074011	-0.089389	0.013077	Male	76	No	No	Employed	Suburban	High School or Below	1,671,343,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<80hrs	Active	aa04276d-73f8-4e3c-bfe8-7e1a4272c977	no_churn	0.013261	0	no_churn	-0.157379	-0.003192	0.006919	0.03463	-0.050445	-0.147903	0.023061	0.025284	Female	32	Yes	No	Employed	Suburban	College	1,671,343,200
42	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	986ff5ae-de4b-4b06-938a-57c6331e4077	churn	0.517907	1	churn	0.108098	-0.003588	0.076048	0.111978	0.056884	0.158047	0.15554	0.060467	Female	25	Yes	No	Employed	Suburban	College	1,671,343,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	e4e35925-eeac-43fb-bd14-1944b8ddd321	no_churn	0.049382	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Male	53	No	No	Employed	Suburban	Bachelor	1,671,343,200
46	Yes	No	Fiber optic	Phone_Support	Two year	<80hrs	Active	58fe0272-c4c9-468b-8a35-114493eecb5f	no_churn	0.090892	0	no_churn	-0.091649	-0.001528	-0.023897	-0.036883	-0.005977	-0.127768	0.014997	0.033679	Female	57	No	Yes	Employed	Suburban	College	1,671,343,200
46	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	207f0755-bb48-4ef6-80f8-5c3a205a0bdf	no_churn	0.048103	0	no_churn	-0.082963	-0.002279	0.026449	0.049551	0.037577	-0.197672	0.032361	0.057949	Male	21	No	Yes	Medical Leave	Suburban	College	1,671,343,200
14	Yes	No	Fiber optic	In_Store_Support	One year	<80hrs	Active	814677e7-646d-4064-aa2b-298369701cdb	churn	0.481595	1	churn	0.017971	-0.005003	0.013938	0.139712	0.007479	-0.025949	0.052887	0.088939	Male	33	No	Yes	Medical Leave	Rural	High School or Below	1,671,343,200
57	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	869ff74c-5350-425a-9b95-f4f1bc2970d9	no_churn	0.078629	0	no_churn	-0.197239	-0.004329	-0.092479	0.010568	0.034353	0.043069	-0.027009	-0.025961	Female	24	Yes	No	Employed	Suburban	Bachelor	1,671,343,200
43	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	dfc2f9c1-654c-4caf-ab6e-e15fd678169c	no_churn	0.399598	0	no_churn	-0.104973	-0.002841	0.013663	0.0601	0.030121	0.085734	-0.045485	-0.054534	Male	67	No	Yes	Unemployed	Urban	College	1,671,343,200
11	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	2b21b04c-3f28-493f-a999-0168b7b58f1a	churn	0.622459	1	churn	0.049644	-0.000795	0.027976	0.040162	0.014262	0.130265	-0.038466	-0.044443	Female	36	No	Yes	Unemployed	Urban	College	1,671,343,200
54	Yes	No	Fiber optic	In_Store_Support	One year	0hrs	Disabled	1fdf2702-fff6-4c0c-9939-245486a9d29e	no_churn	0.083611	0	no_churn	-0.098115	-0.003899	-0.029824	0.018517	-0.043318	-0.058732	-0.029158	-0.024497	Male	60	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
1	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	91e99f5f-88ce-4219-84d0-d528b676fc94	churn	0.586835	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	43	Yes	Yes	Employed	Suburban	College	1,671,343,200
67	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	7791c5b1-1c16-41ff-b09a-756b0332ef0b	no_churn	0.153178	0	no_churn	-0.077381	-0.002745	0.021868	0.042696	0.001227	-0.174105	-0.027793	-0.01946	Female	80	Yes	No	Employed	Rural	High School or Below	1,671,343,200
57	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	09cf3bff-5dde-4153-8834-8e1d02e032a6	no_churn	0.028376	0	no_churn	-0.055629	-0.002839	-0.009921	0.047195	-0.033623	-0.119766	-0.031372	-0.053071	Male	64	Yes	No	Employed	Urban	College	1,671,343,200
5	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	e4e8d2fc-4e49-49fd-bce4-fe406de32cda	churn	0.699851	1	churn	0.026585	-0.010039	-0.069926	0.058021	-0.158469	0.051783	-0.040961	-0.049354	Female	75	No	Yes	Medical Leave	Urban	High School or Below	1,671,343,200
48	Yes	Yes	Low Speed	Phone_Support	One year	100hrs+	Active	e28b421d-b96c-4c77-8308-97e155216088	no_churn	0.10872	0	no_churn	-0.071164	-0.002384	0.034326	-0.138246	0.034343	-0.111878	0.068405	0.067571	Male	32	No	Yes	Retired	Suburban	Master	1,671,343,200
1	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	e6509fc0-9bc4-4106-b8e0-86e8f817ddcb	churn	0.722808	1	churn	0.323946	-0.00903	-0.021436	-0.022362	-0.067798	0.149798	0.162789	0.049409	Female	39	No	Yes	Employed	Suburban	High School or Below	1,671,343,200
10	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	55338509-3f87-41af-a007-82bc05c6f5be	no_churn	0.45958	0	no_churn	-0.000016	0.020535	-0.060107	-0.100365	-0.019387	0.078756	-0.035775	0.055667	Male	32	No	Yes	Employed	Suburban	High School or Below	1,671,343,200
68	No	No phone service	Low Speed	Phone_Support	Two year	100hrs+	Active	23414c69-0856-460f-b693-f2612b91aa17	no_churn	0.026529	0	no_churn	-0.122756	-0.01042	-0.019366	-0.00231	0.019316	-0.17554	0.027306	0.044743	Female	21	No	No	Employed	Suburban	College	1,671,343,200
12	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	6c02cfc7-fb3a-44b3-8749-190731ad2056	no_churn	0.400728	0	no_churn	-0.07559	-0.001942	-0.058587	-0.037416	0.001403	0.080407	0.029289	0.05541	Female	78	No	No	Employed	Rural	Bachelor	1,671,343,200
53	No	No phone service	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	6165c9a3-600a-4b37-838c-f86919370eae	no_churn	0.134205	0	no_churn	-0.061677	0.098619	0.029652	0.017125	-0.006746	0.077754	0.162971	0.073275	Female	44	No	Yes	Employed	Suburban	College	1,671,343,200
55	No	No phone service	High Speed	In_Store_Support	One year	<50hrs	Active	25a9ce97-0671-40ad-ac28-ded3bae081b2	no_churn	0.196924	0	no_churn	-0.044498	0.024281	-0.000778	-0.003309	-0.01075	-0.028843	0.060707	0.044164	Female	44	No	No	Employed	Urban	High School or Below	1,671,343,200
35	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	087f4036-fe23-4789-9b79-1874704b1441	no_churn	0.316177	0	no_churn	-0.083779	0.061089	0.026919	0.038419	-0.00332	0.094002	0.072809	0.064835	Male	58	Yes	Yes	Unemployed	Suburban	College	1,671,343,200
54	No	No phone service	Medium Speed	In_Store_Support	One year	<50hrs	Active	61175372-cf9a-4670-923d-c30f4f8885ef	no_churn	0.227776	0	no_churn	-0.081181	-0.007416	-0.018441	-0.07619	-0.065699	-0.043645	0.016249	0.027299	Male	46	No	Yes	Retired	Suburban	Master	1,671,343,200
1	No	No phone service	High Speed	Phone_Support	Month-to-month	<50hrs	Active	008821ff-fe04-4188-96a5-beb80fec45e5	no_churn	0.696204	0	no_churn	0.171774	0.059765	-0.015713	-0.04874	-0.036044	0.138407	-0.074195	-0.001779	Female	56	Yes	Yes	Unemployed	Rural	Bachelor	1,671,343,200
2	Yes	No	Low Speed	Phone_Support	Month-to-month	<50hrs	Active	f3716ef9-98fe-4a36-bd09-f296c9009f6d	no_churn	0.537529	0	no_churn	0.110349	-0.006372	-0.084263	-0.008125	0.060544	0.111302	0.010934	0.09666	Male	64	Yes	Yes	Unemployed	Urban	High School or Below	1,671,343,200
31	No	No phone service	Medium Speed	Phone_Support	One year	<80hrs	Active	47802121-707d-4bf1-9974-650e852c3335	no_churn	0.117986	0	no_churn	-0.075512	-0.005409	-0.02167	-0.003644	0.044416	-0.122912	0.009505	0.056199	Male	76	Yes	No	Employed	Urban	College	1,671,343,200
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8c4013e6-8cde-4c31-b2b5-8dd47de3a5f7	churn	0.330462	1	churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Female	66	No	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
30	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	803b338c-49a1-4b0a-963a-57af6fa3e22a	no_churn	0.168123	0	no_churn	0.072442	-0.01467	-0.037415	-0.07052	0.060746	0.090977	-0.00698	0.004717	Female	75	No	Yes	Employed	Suburban	High School or Below	1,671,343,200
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	9aecf18b-d3aa-41b4-9afe-71728eaa6c5d	no_churn	0.347262	0	no_churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	63	No	Yes	Employed	Suburban	College	1,671,343,200
36	No	No phone service	Low Speed	In_Store_Support	Two year	0hrs	Disabled	724245c6-b00f-4f78-af82-657f6812c197	no_churn	0.019991	0	no_churn	-0.063752	0.019465	0.000944	-0.029612	-0.04427	-0.1225	-0.012798	-0.016503	Female	39	No	Yes	Employed	Suburban	College	1,671,343,200
43	Yes	Yes	Medium Speed	Phone_Support	Two year	0hrs	Disabled	cd8548fa-f591-46ba-ba51-c8b765937f71	no_churn	0.013121	0	no_churn	-0.029784	-0.003055	-0.017556	-0.039837	0.018903	-0.128984	-0.036683	-0.032029	Male	25	Yes	No	Unemployed	Suburban	College	1,671,343,200
69	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	a10a29a0-f1af-41e9-b29a-cdc63f44e3e3	no_churn	0.005955	0	no_churn	-0.057608	-0.003558	-0.021153	-0.018399	0.002759	-0.127644	-0.018272	-0.025151	Female	30	Yes	No	Employed	Suburban	Bachelor	1,671,343,200
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8a17999f-59dd-4265-907a-fcf6e02a51d4	churn	0.530062	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	47	No	Yes	Employed	Suburban	Master	1,671,343,200
17	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	5ca4ac53-dd5f-4e99-a42c-69e8bcc5e419	no_churn	0.039017	0	no_churn	0.033629	-0.006748	-0.01096	-0.027631	-0.009338	-0.159324	-0.037516	-0.041138	Male	58	No	No	Employed	Rural	High School or Below	1,671,343,200
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	1dde75ea-7a0d-4b5c-b550-ed70f84907b9	no_churn	0.305014	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	35	No	Yes	Employed	Suburban	College	1,671,343,200
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6efa4cee-2d9b-40c5-a461-4f7db315ab67	churn	0.527485	1	churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Female	39	Yes	Yes	Unemployed	Urban	High School or Below	1,671,343,200
12	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	419413f2-966a-4490-b69f-007f24c5cdb9	churn	0.057823	1	churn	0.011398	-0.0053	-0.030038	-0.016063	-0.034266	-0.097777	-0.029776	-0.031538	Male	36	No	Yes	Employed	Suburban	Doctor	1,671,343,200
12	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c6d262d8-09b6-4252-a4c2-97b51ed7ab84	no_churn	0.088052	0	no_churn	0.022361	-0.004476	-0.061592	-0.014264	-0.035641	0.037441	-0.011759	-0.009565	Male	75	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
42	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	b64c50e1-e310-4fc6-8b49-d255075acf70	no_churn	0.030883	0	no_churn	-0.021273	-0.007269	-0.02141	-0.064169	0.009429	-0.111536	-0.017436	-0.035362	Male	24	No	Yes	Employed	Suburban	College	1,671,343,200
70	No	No phone service	Low Speed	Phone_Support	One year	0hrs	Disabled	574e993f-c19e-4ac3-a0dc-a51c76c33bfb	no_churn	0.069995	0	no_churn	-0.140686	0.020318	0.002621	-0.009104	-0.01192	-0.072502	-0.023374	-0.024378	Male	21	Yes	Yes	Employed	Urban	High School or Below	1,671,343,200
71	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	b0eb6533-dce9-4301-ba6c-327b55526f60	no_churn	0.002468	0	no_churn	-0.072373	-0.003802	-0.00555	-0.026751	-0.026511	-0.108295	-0.011516	-0.014228	Female	23	No	Yes	Employed	Rural	High School or Below	1,671,343,200
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6146cf0a-8a34-4b69-be2e-6cceb8f9f966	no_churn	0.168585	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Female	34	No	Yes	Employed	Urban	High School or Below	1,671,343,200
7	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	a5872390-90eb-4656-8ee2-02ec3915910c	no_churn	0.277638	0	no_churn	-0.012513	-0.003998	-0.02205	-0.141657	-0.001598	0.054324	-0.053039	-0.0703	Female	25	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
67	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	f7ffdaf2-c8ea-405f-b020-edbd2ad8fa06	no_churn	0.007659	0	no_churn	-0.057532	-0.003515	0.002799	-0.031321	-0.000221	-0.120897	-0.024906	-0.033435	Male	69	No	No	Employed	Suburban	Bachelor	1,671,343,200
1	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	2b3a586b-e94b-48fd-871c-1060e4d9868b	churn	0.510258	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	66	No	No	Employed	Suburban	Bachelor	1,671,343,200
13	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	fda4ffdd-f516-4913-a4a6-e1b69e445c9d	no_churn	0.010162	0	no_churn	-0.018804	-0.006178	-0.010269	-0.052354	0.011594	-0.115474	-0.033118	-0.044422	Female	72	No	Yes	Employed	Suburban	College	1,671,343,200
46	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	7a330d69-b03b-4ab3-a153-37c4245974d0	no_churn	0.014723	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Male	41	No	No	Unemployed	Suburban	Bachelor	1,671,343,200
5	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	3528ecfb-0919-47e6-88fe-2968321d0c0f	no_churn	0.073119	0	no_churn	0.013379	-0.010563	-0.016229	-0.044498	-0.038495	-0.075764	-0.040683	-0.041174	Male	30	No	Yes	Unemployed	Suburban	College	1,671,343,200
3	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7d988040-a64d-4e94-a4e1-5f29248daf98	no_churn	0.378573	0	no_churn	0.133638	0.105985	0.040152	-0.002117	0.032965	0.113468	-0.016079	-0.003595	Female	40	No	No	Unemployed	Urban	Bachelor	1,671,343,200
52	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	446976bf-f729-491d-aa5c-fb150269249c	no_churn	0.01506	0	no_churn	-0.064691	-0.003766	-0.010049	-0.028015	-0.032314	-0.097437	-0.014116	-0.018639	Male	72	No	Yes	Employed	Suburban	High School or Below	1,671,343,200
8	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1cf7d438-a3b4-437b-b09a-b71cb14df6b5	no_churn	0.291028	0	no_churn	-0.020989	-0.016975	-0.038892	-0.055839	-0.105274	0.024341	-0.033806	-0.021592	Female	63	No	Yes	Retired	Rural	Bachelor	1,671,343,200
48	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	22ffe5bf-9f0b-4d20-b8e6-25c67c237655	no_churn	0.009223	0	no_churn	-0.041577	-0.00511	-0.016853	-0.031066	0.01396	-0.116932	-0.022618	-0.04883	Female	39	No	No	Employed	Rural	College	1,671,343,200
61	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	93f81719-d186-4b85-9672-cabc972ddc02	no_churn	0.019408	0	no_churn	-0.046802	-0.003632	-0.008735	-0.047937	-0.017657	-0.09878	-0.017734	-0.017748	Male	56	Yes	No	Employed	Suburban	Master	1,671,343,200
60	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	d06e9aaa-ac5b-4f72-940c-2eb53ed40dbd	no_churn	0.027776	0	no_churn	-0.050633	-0.003662	-0.014152	-0.028404	-0.019861	-0.124809	-0.012793	-0.014713	Male	41	No	Yes	Employed	Suburban	Bachelor	1,671,343,200

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