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
26	Yes	No	Low Speed	Expired	One year	<80hrs	Disabled	47d78208-be38-4740-8d44-0a6bfac6b9b7	churn	0.020685	0	no_churn	-0.081521	-0.004866	-0.020368	-0.038144	-0.022647	-0.078729	0.009181	-0.021931	Female	39	No	No	Unemployed	Suburban	College	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e4708638-e50a-40b5-a6c6-65ca1591a09d	no_churn	0.327884	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	66	No	No	Employed	Suburban	Master	1,671,170,400
19	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	5eed753f-c431-45ce-9bbf-1a863a6bb683	no_churn	0.1922	0	no_churn	-0.167154	0.033561	-0.001321	-0.064648	-0.017243	0.05165	-0.044179	-0.029691	Female	53	No	Yes	Employed	Suburban	College	1,671,170,400
9	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	c40ea117-11ab-42ca-9ab6-02511388ff42	no_churn	0.194838	0	no_churn	0.020923	-0.009081	-0.052258	-0.067422	0.021521	0.082294	0.047715	-0.038618	Male	33	No	No	Employed	Suburban	High School or Below	1,671,170,400
2	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	36e0fb16-2552-4276-8129-b21f7bd7ca03	no_churn	0.132606	0	no_churn	0.180884	-0.005179	-0.020795	-0.047018	0.110214	0.104724	0.125817	-0.054996	Male	71	No	Yes	Unemployed	Suburban	Master	1,671,170,400
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	7979a0de-0259-48c2-9b94-33a4142e490a	no_churn	0.284717	0	no_churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Male	55	No	No	Unemployed	Urban	Master	1,671,170,400
30	Yes	Yes	High Speed	Expired	One year	<80hrs	Disabled	1c9722c8-4118-4cbf-b4a5-86b92709e21d	no_churn	0.025753	0	no_churn	-0.062135	-0.00448	0.013234	-0.034654	-0.029587	-0.062179	-0.00325	-0.015976	Female	70	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
3	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	fb84fb70-4168-4d5d-b69b-94f1c24b210c	churn	0.712102	1	churn	0.068297	0.068302	0.00478	-0.02658	-0.009395	0.118205	-0.014033	-0.002184	Female	61	Yes	Yes	Disabled	Urban	Bachelor	1,671,170,400
11	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	c5e78025-a3c3-4760-b137-37abdcc9a947	no_churn	0.24937	0	no_churn	0.029286	-0.012667	-0.025482	-0.095286	-0.06354	0.050861	-0.013959	-0.007182	Female	80	No	No	Employed	Rural	High School or Below	1,671,170,400
64	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Disabled	99624b50-30a6-4026-a393-c5bad8e28b04	churn	0.010929	0	no_churn	-0.091023	-0.004067	0.003457	-0.024593	-0.011708	-0.149004	0.029852	-0.021941	Female	41	No	Yes	Employed	Suburban	Master	1,671,170,400
1	No	No phone service	Medium Speed	Expired	One year	100hrs+	Disabled	c343be2b-7a59-4918-9238-dfbe066aca83	no_churn	0.15292	0	no_churn	0.123254	0.001754	-0.008258	-0.04495	-0.014025	-0.10879	0.036663	-0.028674	Female	47	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
59	Yes	No	Medium Speed	Expired	Two year	0hrs	Disabled	ee91541e-3335-4333-b72c-b64ff0becb95	no_churn	0.013357	0	no_churn	-0.044729	-0.003846	-0.00642	-0.064446	0.003338	-0.084431	-0.012004	-0.010322	Female	75	No	Yes	Employed	Suburban	College	1,671,170,400
62	Yes	No	Medium Speed	Expired	Two year	<80hrs	Disabled	65896a55-dffb-40e2-8615-4ef68aa5d9cc	no_churn	0.005482	0	no_churn	-0.064029	-0.00688	-0.013273	-0.028223	-0.025442	-0.127576	0.019441	-0.013043	Female	36	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
71	Yes	Yes	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	bb07dbd9-7a1f-4487-aadc-23b5be714a3d	no_churn	0.002588	0	no_churn	-0.086906	-0.003406	0.018724	-0.016975	0.016368	-0.135943	0.051619	-0.026934	Male	61	No	Yes	Unemployed	Rural	Master	1,671,170,400
27	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	<80hrs	Disabled	95c6f641-e45e-476d-a946-805fee28dab2	no_churn	0.010747	0	no_churn	-0.007235	-0.002181	0.023468	-0.020426	0.058705	-0.138786	0.083461	-0.052699	Female	28	No	No	Employed	Rural	College	1,671,170,400
70	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	299ef992-1a72-440e-bd84-be2eddd3fefc	no_churn	0.004846	0	no_churn	-0.066831	-0.003569	-0.018886	-0.015846	0.001311	-0.122538	-0.017805	-0.024863	Female	23	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
45	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	acf1aa99-8429-4d5b-94ae-98f664872aac	churn	0.008328	0	no_churn	-0.096053	-0.003388	0.005566	-0.04073	-0.024162	-0.108372	0.012802	-0.014688	Female	26	Yes	Yes	Employed	Urban	College	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	5d45860b-33f4-4bd0-9c63-ccf079f3814f	no_churn	0.361769	0	no_churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	57	No	No	Unemployed	Rural	Master	1,671,170,400
67	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	321b9250-6d32-4ee4-967d-7c6765333721	no_churn	0.00833	0	no_churn	-0.052136	-0.003498	0.010768	-0.053436	-0.005483	-0.116794	0.038032	-0.02523	Female	71	No	Yes	Retired	Suburban	High School or Below	1,671,170,400
2	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	f757ddd9-31ce-4bf1-9898-b28577c621b8	churn	0.327421	1	churn	0.106326	-0.010099	0.02441	-0.012409	-0.005813	0.12309	0.0805	-0.049981	Male	26	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
35	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	0421a9e6-a8c4-4fed-823b-ad8f0de951c4	no_churn	0.008731	0	no_churn	-0.081954	-0.003614	0.009299	-0.043431	-0.023758	-0.127451	0.015386	-0.013503	Male	45	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	9b4a6650-b4c7-41da-9490-ac2e04bb9028	no_churn	0.453148	1	churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Female	65	No	No	Employed	Urban	Bachelor	1,671,170,400
11	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	71ef9a89-2049-4410-a974-6afd9477e987	no_churn	0.370032	0	no_churn	0.110306	0.154594	0.067222	-0.00635	0.121713	0.133995	0.031791	-0.026463	Male	71	No	No	Employed	Suburban	High School or Below	1,671,170,400
61	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	cb4c4e72-5e4e-4460-b004-ca4250e15469	churn	0.07102	0	no_churn	-0.093053	-0.00391	0.009326	-0.082689	-0.008168	-0.110628	0.020636	0.019461	Male	55	No	Yes	Employed	Rural	Bachelor	1,671,170,400
71	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Active	d9b22481-be2e-45b2-987a-1e245f8307af	churn	0.047524	0	no_churn	-0.099951	-0.003036	0.022327	-0.014396	-0.02579	-0.228114	0.037325	0.04261	Female	20	No	Yes	Employed	Urban	College	1,671,170,400
2	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	558e9bd6-3cfe-4679-a4c2-4bc0751638f2	no_churn	0.672073	1	churn	0.181895	-0.011811	0.087321	-0.134364	-0.073101	0.11003	0.029661	0.026344	Male	58	No	Yes	Employed	Suburban	College	1,671,170,400
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	a84d8489-c52a-4bc8-b1e9-2c0d63103e8d	churn	0.716263	1	churn	0.006816	-0.008235	-0.079929	-0.09759	0.055034	0.071777	0.040758	0.030415	Male	32	No	Yes	Disabled	Rural	Master	1,671,170,400
35	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	63954c36-6f3a-41a5-9d46-2d6832820937	no_churn	0.682855	1	churn	-0.199629	-0.007934	0.028262	-0.100627	-0.030001	0.033421	0.005899	0.021583	Female	53	No	No	Employed	Suburban	Master	1,671,170,400
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	7e0b7cca-0ea3-4db7-854a-0b9ec840884c	churn	0.745077	1	churn	0.218512	-0.007112	-0.015082	-0.014567	0.093425	0.135641	0.061242	0.105581	Male	31	No	No	Employed	Urban	Master	1,671,170,400
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	0e98f69b-9e9e-4960-8eb1-32b75a69df60	churn	0.016348	0	no_churn	-0.102066	-0.008616	0.006529	-0.023598	-0.039713	-0.13382	0.007234	0.025024	Male	42	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
38	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	9b2e532b-c515-403e-bd8d-eb3c13fcd6c7	churn	0.631806	0	no_churn	-0.100074	-0.007008	0.020375	-0.077598	0.026448	0.065866	-0.016537	0.025501	Male	38	No	Yes	Employed	Rural	Master	1,671,170,400
11	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	91f6e097-987c-466e-9674-82db055942f0	no_churn	0.517595	0	no_churn	-0.061485	-0.004971	-0.132983	-0.048162	0.027295	0.063932	-0.080677	0.054025	Male	26	Yes	Yes	Employed	Suburban	Bachelor	1,671,170,400
6	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	407288f7-c027-435f-a2b5-5ec9dc302235	churn	0.762525	0	no_churn	0.012104	-0.003911	0.024492	-0.065965	-0.115748	0.054785	-0.03821	0.043427	Male	60	No	Yes	Employed	Urban	High School or Below	1,671,170,400
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	372eed5b-5d0f-45f7-bc80-5ce4c7e2e330	churn	0.621171	1	churn	0.108437	-0.005795	0.029004	0.033039	0.153123	0.124057	0.114804	0.124305	Female	66	Yes	Yes	Employed	Rural	High School or Below	1,671,170,400
3	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	d70d3cf5-a6b7-4091-9caa-320933a5bc70	churn	0.795087	0	no_churn	0.141448	-0.007681	0.031847	-0.075871	-0.084181	0.105077	0.06254	0.067794	Male	24	No	No	Employed	Urban	College	1,671,170,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	2b91d87b-ede0-48d8-aba0-b9c963b2eacf	no_churn	0.848661	0	no_churn	0.050797	-0.005066	-0.068169	-0.045174	-0.036705	0.090762	-0.122333	0.016861	Female	78	Yes	Yes	Medical Leave	Suburban	High School or Below	1,671,170,400
58	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	14506f92-d8b2-42ec-b5e1-1899cc5bc5e6	no_churn	0.178184	0	no_churn	-0.108442	-0.003708	-0.009133	-0.027877	-0.040348	-0.076431	0.023954	0.046958	Female	67	No	Yes	Employed	Suburban	College	1,671,170,400
18	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	16d85ed5-7601-4289-bc50-a74161019d96	no_churn	0.648372	1	churn	-0.072611	-0.008522	0.037887	0.059976	-0.097822	0.055395	-0.068002	-0.035327	Female	27	No	Yes	Medical Leave	Suburban	High School or Below	1,671,170,400
3	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	72ac3c9e-74fa-4249-a5bd-e91f996bbd2b	no_churn	0.878336	1	churn	0.079387	-0.005543	0.039361	0.037316	-0.115342	0.054759	-0.027648	-0.041316	Female	35	No	No	Employed	Urban	College	1,671,170,400
25	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	d200da49-9731-43a4-8273-e5be088c4e7b	no_churn	0.240904	1	churn	0.020971	-0.00081	0.050082	0.140181	0.002853	-0.047521	0.076111	0.079107	Female	79	No	No	Employed	Suburban	College	1,671,170,400
59	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	606d2c4b-14b4-4e48-bd23-16c594bc0ffc	churn	0.226453	0	no_churn	-0.179377	-0.009827	0.000067	0.007361	-0.017026	0.012151	0.008935	0.028691	Male	63	No	No	Unemployed	Suburban	College	1,671,170,400
4	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	3fcd2079-f8b6-4ddf-b6e8-c59c8fe7b7e2	no_churn	0.777477	1	churn	0.117444	-0.004936	0.015376	0.058995	-0.110832	0.076639	0.015269	-0.03698	Male	35	No	No	Employed	Suburban	College	1,671,170,400
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	68d38a7e-38ad-478c-87b9-3de5ab9a6449	churn	0.873158	1	churn	0.131171	-0.004224	0.124869	0.097965	0.101845	0.115712	0.043859	0.064776	Female	33	No	Yes	Unemployed	Suburban	Master	1,671,170,400
16	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	d1247175-2919-4092-8299-5b650e9001bf	churn	0.473288	0	no_churn	0.014257	-0.009153	-0.059018	-0.004504	-0.018133	0.02158	-0.084061	-0.034994	Female	67	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	c940014c-80a6-4d00-a7d3-e0c4d838c774	churn	0.633671	0	no_churn	0.183568	-0.008475	-0.043185	0.03418	-0.103848	0.061644	-0.008392	-0.023733	Male	42	No	Yes	Retired	Suburban	High School or Below	1,671,170,400
60	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	5ae985c4-34ef-43f2-90f6-d5d11310195a	churn	0.501553	0	no_churn	-0.171787	-0.007608	0.052656	0.056592	0.043094	0.028352	0.037665	0.032009	Male	34	No	No	Employed	Suburban	Bachelor	1,671,170,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	4b6a1e97-1ce4-458c-9d20-4026adbb1097	no_churn	0.870003	0	no_churn	0.272089	-0.005932	-0.065563	-0.0016	0.089923	0.127658	0.002106	0.016654	Male	49	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
64	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	273f30aa-12ae-4f61-8411-c7c77910ee00	churn	0.104012	0	no_churn	-0.211447	-0.002866	0.026318	0.040809	0.041855	-0.077036	0.006584	0.04509	Male	22	No	No	Employed	Rural	High School or Below	1,671,170,400
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	5b0a16e5-faa1-48ce-9554-abdc8cfabf57	churn	0.618154	1	churn	0.074535	-0.004501	0.110634	0.008177	0.062705	0.083209	0.043878	0.033754	Female	49	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
34	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	6aa5eb48-9463-4961-97b7-1e62aef39153	churn	0.318105	0	no_churn	-0.146088	-0.005258	0.022209	0.03126	0.011757	0.038748	-0.019331	0.027677	Male	40	No	Yes	Employed	Suburban	College	1,671,170,400
16	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	f7dd8f6a-8cae-4be9-a76a-7bb9bc48c138	no_churn	0.581386	1	churn	0.022573	-0.00649	0.002013	0.099356	-0.020859	0.061769	-0.00906	-0.008329	Female	38	No	No	Medical Leave	Suburban	Bachelor	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	d57602f4-4b9d-4d78-a115-767ef42f6ac5	no_churn	0.664926	1	churn	0.125009	-0.011298	-0.016499	0.134791	-0.076627	0.060948	0.022684	-0.008034	Male	27	No	Yes	Employed	Suburban	Doctor	1,671,170,400
13	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	59ccb681-2fea-4f6d-b389-bb78f9598799	no_churn	0.756374	1	churn	0.048245	-0.009215	-0.065876	0.130074	-0.080283	0.069354	-0.024659	-0.026667	Male	66	No	No	Disabled	Suburban	College	1,671,170,400
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a863375d-8eb2-4031-9b49-b6b23b8ff195	churn	0.612055	1	churn	-0.051002	-0.006403	-0.131027	-0.024186	-0.03663	0.058094	-0.056881	-0.010992	Female	51	No	Yes	Unemployed	Suburban	Master	1,671,170,400
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	d7b4d158-aae3-4afc-8a25-6dad2dc74c46	churn	0.774294	1	churn	0.189805	-0.000809	0.03177	0.078657	0.145199	0.12189	0.096839	0.067623	Male	39	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
48	Yes	No	Fiber optic	Expired	One year	100hrs+	Active	076e280d-7873-4c11-b0dd-3a920b857b03	churn	0.205203	0	no_churn	-0.109681	-0.001627	-0.011811	0.109086	0.037119	-0.01362	0.048761	0.052746	Male	30	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
35	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	0b377e3c-fe33-49e2-aa87-d1bcb468dc16	churn	0.386938	0	no_churn	-0.107756	-0.000793	-0.037813	0.084501	0.04182	-0.110089	0.007039	0.036566	Female	74	Yes	No	Unemployed	Rural	Bachelor	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	8913b48f-cc6c-42d7-8a91-5104dd50227a	churn	0.888953	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Female	55	Yes	No	Medical Leave	Urban	College	1,671,170,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d14c8634-7de3-4608-ae41-51febcab8b13	churn	0.678786	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	78	No	No	Unemployed	Suburban	Doctor	1,671,170,400
5	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	96bb8e2c-6689-45f9-85c9-b608bf001c26	no_churn	0.515938	0	no_churn	0.19127	-0.00043	-0.014784	0.208801	0.146708	0.111552	0.012544	0.017564	Female	63	Yes	No	Employed	Suburban	Bachelor	1,671,170,400
5	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c6cd5671-83aa-4061-bd82-17656cd9dc7a	churn	0.683005	1	churn	0.083139	-0.001086	0.01386	0.093746	0.031162	0.086299	-0.050644	0.026653	Female	77	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f5764ae9-6e65-4305-b149-595a409c4054	churn	0.783853	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Male	63	No	Yes	Employed	Suburban	College	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	a76a8607-4c06-498d-bd2c-1a6bc3ae5349	no_churn	0.47758	0	no_churn	0.169868	-0.009387	-0.027216	0.160069	-0.002259	0.084411	0.001658	0.000413	Male	55	No	Yes	Employed	Rural	College	1,671,170,400
27	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	c34c2b01-513a-4f27-bbb8-61a2a60bf690	no_churn	0.594299	1	churn	-0.038466	-0.003465	0.089751	0.15836	-0.013493	0.099031	0.031935	-0.038822	Female	69	Yes	No	Unemployed	Suburban	College	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	27ff40ac-c372-4fbd-8ccd-9f2e5084de98	churn	0.446712	0	no_churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Female	43	Yes	Yes	Employed	Suburban	Bachelor	1,671,170,400
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	cbb80559-d953-4f94-ba0c-d9b943d9867a	no_churn	0.349707	0	no_churn	0.032549	-0.002293	-0.082506	-0.008959	-0.004296	0.084812	-0.016903	-0.007416	Female	80	Yes	No	Employed	Urban	Bachelor	1,671,170,400
70	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	a9a94b7d-869b-4228-847d-12746bc6ae35	no_churn	0.222481	0	no_churn	-0.225894	-0.003409	0.037772	0.012382	0.013104	0.0597	0.043438	-0.037273	Male	46	No	No	Employed	Suburban	High School or Below	1,671,170,400
60	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	6cfa8a0c-a14e-49c7-9bc9-c57dbe95b9d8	no_churn	0.12817	0	no_churn	-0.222616	-0.01059	0.031057	0.065525	-0.005015	0.005044	0.029108	-0.029038	Male	34	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
65	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f937ebcc-b150-4a40-bf6e-aadfb0a0445a	churn	0.339857	1	churn	-0.200397	-0.009028	0.040208	0.044166	0.019913	0.04678	0.052848	-0.046851	Male	49	No	No	Employed	Suburban	High School or Below	1,671,170,400
51	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	3f9093d9-fe8f-465f-9e63-fb3797350bc3	no_churn	0.224165	0	no_churn	-0.231878	-0.004591	0.041165	0.04681	-0.106501	0.022284	-0.015719	-0.020595	Male	34	No	Yes	Medical Leave	Suburban	College	1,671,170,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	269d2e4e-6e65-4f98-a8a2-1325a77f2379	churn	0.78006	1	churn	0.341176	-0.004893	-0.02431	0.098129	0.053395	0.157543	0.061336	-0.027609	Female	56	Yes	No	Disabled	Urban	Bachelor	1,671,170,400
31	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	d9ef8856-7cbf-471a-b24e-eeb63c308456	no_churn	0.49362	0	no_churn	-0.133486	-0.011262	0.006618	0.075392	-0.031366	0.063898	0.014232	-0.056909	Male	52	No	No	Employed	Suburban	College	1,671,170,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e36298c9-0a51-46c6-bb28-d11cdc88f37e	churn	0.785296	1	churn	0.198098	-0.002242	0.039941	0.108168	0.040922	0.131911	0.045448	-0.030816	Male	35	Yes	No	Employed	Urban	Bachelor	1,671,170,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	744169a8-2d68-4d80-8a57-38b6c1f6c9ca	churn	0.621858	1	churn	0.198098	-0.002242	0.039941	0.108168	0.040922	0.131911	0.045448	-0.030816	Male	40	Yes	No	Employed	Urban	High School or Below	1,671,170,400
69	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	d5ee5af4-c7ba-427a-96b9-a466e8418c52	churn	0.068893	0	no_churn	-0.05986	-0.002223	0.008811	0.097647	0.061365	-0.044169	0.075109	-0.065707	Female	59	Yes	No	Employed	Suburban	College	1,671,170,400
24	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f829006b-d5ae-4aa0-8182-6212a0d78864	no_churn	0.421463	0	no_churn	-0.124821	-0.004501	0.048558	0.072034	-0.016831	0.057047	0.029818	-0.061758	Female	23	No	Yes	Employed	Suburban	Doctor	1,671,170,400
8	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e0bf45db-05a3-4b21-a113-094f10101cb8	churn	0.448059	1	churn	0.111983	-0.008079	-0.031099	0.170104	0.060617	0.077868	-0.052674	0.035171	Female	27	No	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
12	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	4590a2d9-66e7-4547-b697-0b1b4e76f955	churn	0.844119	1	churn	0.087319	-0.006563	-0.02069	0.188166	0.065906	0.106586	-0.054341	0.013202	Male	72	No	No	Employed	Suburban	Bachelor	1,671,170,400
26	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	7a6db6a2-6a6b-40e9-88f3-f4d62544151b	no_churn	0.251831	0	no_churn	-0.004093	-0.003732	0.128229	0.164049	0.085828	0.098519	0.005777	-0.017886	Male	71	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	00aba67e-b5cc-4f1c-99e8-8ddd9a2a3d2d	no_churn	0.85391	1	churn	0.220709	-0.006085	0.035968	0.075524	-0.042424	0.123789	0.027063	-0.01565	Female	48	No	No	Employed	Rural	College	1,671,170,400
47	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	a1878f49-452a-476f-9c8a-4960c0d6c6fc	no_churn	0.226255	0	no_churn	-0.109265	-0.005654	-0.086012	0.091976	-0.045317	0.013995	-0.002885	-0.012529	Female	79	No	Yes	Employed	Rural	High School or Below	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	0514d2e1-0ff8-4815-993b-5d9ec08ae89b	churn	0.380758	0	no_churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Male	50	No	Yes	Employed	Suburban	College	1,671,170,400
41	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	bd90e75b-88f4-485f-b866-7fe5cad46d87	no_churn	0.489927	0	no_churn	-0.204408	-0.006896	0.00288	0.091829	-0.001799	0.03257	-0.020858	-0.052345	Male	23	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,170,400
40	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	508b7458-54fe-4de5-bdc6-5d4a6a78366e	no_churn	0.469398	0	no_churn	-0.020519	-0.005815	0.051159	0.165532	0.086805	0.10119	-0.005221	0.007843	Male	28	No	Yes	Employed	Urban	Master	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	7f317929-a5d8-423b-ab9e-8bacc9b1d855	churn	0.690227	1	churn	0.205661	-0.007764	-0.046779	0.111044	-0.002338	0.091911	-0.005905	0.008227	Female	47	No	Yes	Employed	Urban	High School or Below	1,671,170,400
59	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	fd20f8f7-4e7e-4e0f-b83c-2fc0286d2e65	no_churn	0.330359	0	no_churn	-0.226716	-0.010691	0.032764	0.059996	0.003945	0.01106	0.021387	-0.030771	Male	29	No	No	Employed	Rural	College	1,671,170,400
12	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	6a4becc8-ac5f-412d-b615-aa755a3c8d8b	churn	0.493992	0	no_churn	0.097447	-0.006783	0.002273	0.141537	0.081317	0.100243	-0.034804	0.013356	Male	69	Yes	No	Employed	Suburban	High School or Below	1,671,170,400
2	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	9e20f0ee-3c67-453a-850c-e4580af85e25	churn	0.847613	1	churn	0.198603	-0.006635	0.037591	0.088999	0.051478	0.120603	-0.040998	0.009227	Female	27	No	No	Unemployed	Urban	High School or Below	1,671,170,400
6	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	566f6691-2c54-4989-9fe5-8144a7bc1898	churn	0.493023	1	churn	0.14413	0.000529	0.005862	0.18783	0.064062	0.092946	0.010666	0.005352	Male	66	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	a54cb0a1-be91-4932-b687-3dc08cd98935	no_churn	0.682329	1	churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Female	70	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
40	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	cbe7c23b-055e-41bf-b2c7-861811f83046	no_churn	0.215764	0	no_churn	-0.137644	-0.008632	-0.051542	0.017773	-0.016041	0.059302	0.014238	-0.011343	Female	23	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
34	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	84a191ff-5a98-44dc-bfd4-09a849fdd117	no_churn	0.325372	0	no_churn	-0.050691	-0.001556	0.018571	0.157884	0.012452	0.074346	0.076409	-0.026441	Female	78	No	No	Disabled	Urban	High School or Below	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	ae782167-53a6-422c-bb9f-5e05e6e8de62	churn	0.880153	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Male	68	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
22	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	47437781-8736-4ca7-bce6-1d3c0a08a101	no_churn	0.54836	0	no_churn	0.049056	0.000904	0.131435	0.196514	0.122448	0.122334	-0.004675	-0.007042	Female	75	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
18	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	ca597777-3b40-409f-b4db-2431c92e9054	no_churn	0.403054	0	no_churn	-0.166756	-0.011049	-0.126434	0.073664	0.042907	0.036803	-0.013821	-0.039341	Male	44	Yes	No	Employed	Urban	College	1,671,170,400
9	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	ef0584ac-0bef-464d-96c2-fcc011ae73f9	churn	0.579099	1	churn	0.134058	-0.002002	0.004704	0.239982	0.153498	0.134644	0.007047	0.016668	Male	35	No	No	Unemployed	Urban	College	1,671,170,400
21	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	3d2812d8-1120-40c4-9546-9eb861c3bd5a	churn	0.59467	1	churn	0.046046	0.000452	0.107502	0.17614	0.104736	0.102245	0.018191	-0.019188	Female	34	Yes	Yes	Employed	Suburban	College	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e829af36-0b8a-423b-ae99-9aeb7316ac75	churn	0.818559	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Female	28	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
49	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Disabled	7f1d4807-a526-46a5-a61c-0378b035934d	no_churn	0.128906	0	no_churn	-0.025892	-0.00449	0.062759	0.02805	0.026064	-0.100987	0.10751	-0.06204	Male	52	No	No	Employed	Suburban	High School or Below	1,671,170,400
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	0c9448e3-b15a-49ad-b383-96a159f99c7b	churn	0.536637	1	churn	0.09288	-0.003029	0.021135	0.022504	0.042696	0.107355	-0.052964	0.019444	Male	27	No	Yes	Employed	Rural	Bachelor	1,671,170,400

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