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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
46	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	6a179120-0022-4102-b1a3-a5cfe1d04d93	no_churn	0.007743	0	no_churn	-0.124765	-0.005043	-0.066953	-0.010158	0.030379	0.038407	-0.042939	-0.052239	Male	60	Yes	Yes	Retired	Suburban	Bachelor	1,673,071,200
57	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	48323240-7693-49a0-939d-c2e1d3b9cf98	no_churn	0.027736	0	no_churn	-0.035397	-0.005092	-0.046055	-0.062201	0.046589	0.052398	-0.037347	-0.051922	Female	76	Yes	No	Medical Leave	Suburban	Bachelor	1,673,071,200
11	No	No phone service	High Speed	Web_Chat_Support	One year	0hrs	Disabled	eb4ec016-daae-42dc-845c-6976ad5a0479	churn	0.382413	1	churn	0.027954	0.025683	0.015709	-0.046215	0.055849	-0.082771	-0.017032	-0.018204	Male	36	No	Yes	Employed	Rural	Master	1,673,071,200
69	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	1f75d71d-e9e1-4533-821c-0ab44b41ebe8	no_churn	0.021395	0	no_churn	-0.056188	-0.003675	-0.017357	-0.021411	-0.000344	-0.11868	-0.022724	-0.028646	Male	44	Yes	No	Unemployed	Suburban	Bachelor	1,673,071,200
4	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	11844435-c3ad-4b55-bdfd-de8b54b99bcf	no_churn	0.117467	0	no_churn	0.083192	-0.003687	-0.011535	-0.119424	0.018479	0.090839	-0.060816	-0.077398	Male	69	No	No	Medical Leave	Suburban	College	1,673,071,200
25	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f2aa7c71-8687-485e-b555-c26586e2fe13	no_churn	0.155664	0	no_churn	-0.0278	-0.010006	0.02844	-0.157461	0.029262	0.054278	-0.057026	-0.078713	Female	42	Yes	No	Employed	Suburban	High School or Below	1,673,071,200
15	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	563b92e2-d6ea-428b-b247-4a30abc76b46	no_churn	0.087557	0	no_churn	0.000843	-0.010679	-0.035888	-0.039444	0.002881	-0.119528	-0.028653	-0.038558	Female	58	Yes	No	Unemployed	Suburban	College	1,673,071,200
43	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	cdf3cc34-02ba-4844-9054-4927d856170b	no_churn	0.035744	0	no_churn	-0.050547	-0.007279	-0.014081	-0.044654	-0.005758	-0.089057	-0.024874	-0.032777	Female	61	Yes	No	Unemployed	Suburban	College	1,673,071,200
43	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d6cb814a-9829-4cd1-95ab-669c3d37267f	no_churn	0.018113	0	no_churn	0.066922	0.000748	0.04686	0.058626	0.089202	0.058029	-0.01202	-0.014325	Male	65	No	No	Employed	Suburban	High School or Below	1,673,071,200
46	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	c2f3a9dd-ca61-4e86-968e-897ca0bf4aea	no_churn	0.008753	0	no_churn	-0.13658	-0.006262	-0.030893	-0.043583	0.011979	0.028069	-0.047119	-0.044637	Female	30	No	No	Employed	Urban	High School or Below	1,673,071,200
11	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	aa595059-a405-4f7b-9ffc-c018ecccaf8e	churn	0.241425	1	churn	0.017865	-0.007259	-0.118955	-0.142226	0.027698	0.059348	-0.04688	-0.058617	Female	49	No	Yes	Employed	Rural	College	1,673,071,200
72	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	abe5bea6-bfed-4a9c-b857-a5dc65b4be22	no_churn	0.002595	0	no_churn	-0.131118	-0.002279	0.030604	0.024775	0.052951	0.076604	-0.025505	-0.046058	Female	43	No	No	Unemployed	Suburban	High School or Below	1,673,071,200
21	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	45816bb5-0092-4156-a758-8b1e63d3f0ff	no_churn	0.449832	0	no_churn	-0.064338	-0.005513	-0.085454	0.002143	0.068659	0.062928	-0.016665	0.059213	Female	50	No	No	Employed	Suburban	High School or Below	1,673,071,200
53	Yes	No	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	a171232f-548d-4fbc-94e7-13c44a20a7f3	churn	0.17517	1	churn	-0.012097	0.000191	0.020049	0.055808	0.08242	-0.032709	0.003495	0.081318	Female	67	Yes	Yes	Unemployed	Suburban	High School or Below	1,673,071,200
23	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	3d244989-ef28-4a95-ac3d-f6e88710d264	no_churn	0.438003	0	no_churn	-0.214579	-0.00544	0.052916	-0.025932	0.016696	0.034307	-0.118173	0.011178	Female	38	No	No	Retired	Suburban	High School or Below	1,673,071,200
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	f4bc1d97-e444-4cab-9c85-5f019865f6c0	churn	0.700083	0	no_churn	0.079341	-0.002149	-0.022573	0.009457	0.096633	0.116261	0.135409	0.126428	Male	28	No	No	Employed	Urban	College	1,673,071,200
24	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	42504c23-93e5-487d-bd75-f3708716e168	churn	0.525284	1	churn	-0.183725	-0.009494	-0.140876	-0.028711	0.059824	0.023415	0.029351	0.052856	Female	30	No	No	Employed	Suburban	Bachelor	1,673,071,200
37	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	4eb65676-77ef-441f-a698-4c3db87c5e98	no_churn	0.406203	0	no_churn	-0.196155	-0.005702	-0.057515	-0.044541	-0.013865	0.048023	0.019938	0.035792	Female	65	Yes	Yes	Unemployed	Urban	College	1,673,071,200
72	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	3ab9ba0d-61b0-432a-a4ef-d0999bee9fc1	no_churn	0.008244	0	no_churn	-0.088868	0.000414	0.046938	0.078498	0.104284	0.136951	0.09685	0.094074	Male	40	No	No	Employed	Suburban	Bachelor	1,673,071,200
4	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	4d881403-fd5c-4534-b00a-75b73415c248	churn	0.801339	1	churn	0.196571	0.000554	0.104573	-0.030501	0.108265	0.133146	0.08157	0.098463	Female	71	No	Yes	Employed	Suburban	Bachelor	1,673,071,200
56	Yes	No	Medium Speed	Web_Chat_Support	One year	<80hrs	Active	40bcdd79-1b8a-4a1e-830f-63c475a207a3	no_churn	0.184039	0	no_churn	0.092685	0.00086	-0.015196	0.115451	0.115756	-0.016004	0.109791	0.097631	Female	24	No	No	Unemployed	Rural	High School or Below	1,673,071,200
5	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	42f6d022-233a-411a-93b7-85e3ccebd843	no_churn	0.672825	1	churn	0.02532	-0.004919	-0.109338	-0.037425	0.023521	0.067031	-0.100423	0.048374	Female	25	No	No	Unemployed	Suburban	High School or Below	1,673,071,200
32	Yes	No	High Speed	Web_Chat_Support	One year	<50hrs	Active	c3ac7c06-80e8-4bc4-8cf5-77e0126cbf7d	no_churn	0.105358	0	no_churn	-0.05727	-0.001881	-0.032009	-0.018887	0.020764	-0.068347	0.034948	0.053655	Female	55	No	No	Employed	Suburban	College	1,673,071,200
67	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	404f1cd5-ef5e-4565-8483-8e928c36952f	churn	0.327862	1	churn	-0.170318	-0.001433	0.015916	-0.008197	0.05367	0.04496	0.004662	0.061713	Male	59	Yes	No	Employed	Rural	College	1,673,071,200
66	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	af15a146-89ec-499f-b8de-c9fe07517408	churn	0.488304	1	churn	0.019593	0.000468	0.098579	0.10752	0.124128	0.10474	0.088103	0.097843	Female	31	No	No	Employed	Suburban	Bachelor	1,673,071,200
12	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	a97d66f2-cd92-4fba-b27e-10a330dc5a59	no_churn	0.798991	1	churn	0.100112	-0.002369	0.109363	-0.00856	0.073997	0.108014	0.032204	0.062926	Male	37	No	No	Employed	Suburban	Bachelor	1,673,071,200
33	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	e81cdf41-f083-4187-bd15-69afe2627191	churn	0.240288	1	churn	-0.033825	-0.000834	-0.039429	-0.079059	0.078051	-0.149821	0.059949	0.069942	Female	79	Yes	No	Employed	Suburban	College	1,673,071,200
2	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	a83c3098-58c8-41b2-be0f-cb9cd10f54e6	no_churn	0.700524	0	no_churn	0.110349	-0.006372	-0.084263	-0.008125	0.060544	0.111302	0.010934	0.09666	Male	36	Yes	Yes	Employed	Suburban	College	1,673,071,200
41	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	3be7cbba-a11c-448b-ada9-91f0a530ba63	churn	0.677116	1	churn	-0.000254	-0.001102	0.064593	-0.02656	0.100691	0.116298	0.089597	0.107711	Female	27	No	No	Unemployed	Suburban	College	1,673,071,200
37	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	1b69f8a2-af33-431a-ba13-5151112c807e	no_churn	0.655835	0	no_churn	-0.177695	-0.00419	0.060583	-0.053527	0.005401	0.072271	0.048324	0.022009	Female	38	No	Yes	Employed	Urban	High School or Below	1,673,071,200
6	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	307be07d-fa46-4ff7-9a99-09fa6f0c3f41	churn	0.694152	1	churn	0.170572	-0.000043	-0.001448	0.002115	0.103289	0.149593	0.16223	0.134666	Male	45	Yes	No	Employed	Suburban	College	1,673,071,200
53	Yes	No	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	f91c7232-09f8-438f-9bed-0e72a5c3d93a	no_churn	0.147175	0	no_churn	-0.093033	-0.003397	-0.029563	-0.018503	0.004924	-0.138031	0.003971	0.024606	Female	52	Yes	No	Medical Leave	Suburban	College	1,673,071,200
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	7de60b90-4eb8-4c09-af1f-a1d8ef378b71	no_churn	0.233588	0	no_churn	-0.159136	-0.001618	0.041724	-0.026942	-0.061364	-0.17442	0.057427	0.065304	Female	73	No	Yes	Medical Leave	Suburban	Master	1,673,071,200
26	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	00a8b7c3-27c1-406c-a37d-01664030ffc7	churn	0.345919	1	churn	0.039074	-0.001977	0.0301	0.07966	0.12771	0.132925	0.187863	0.095619	Female	58	No	Yes	Retired	Suburban	College	1,673,071,200
27	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	df5c96e2-2185-4f11-8bcb-7165508250e9	no_churn	0.294451	0	no_churn	-0.051181	-0.003228	0.087468	-0.014084	0.040803	0.048866	-0.003577	0.024952	Female	31	Yes	Yes	Employed	Suburban	Bachelor	1,673,071,200
56	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	ec613e02-1fb2-4094-9012-9d01fe2aed38	churn	0.117879	0	no_churn	-0.07317	-0.004423	-0.096753	-0.046098	0.034061	0.054295	-0.010816	-0.046123	Female	25	No	No	Medical Leave	Rural	Doctor	1,673,071,200
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	98c7393a-a9c5-43cd-b4b8-7aa9f72b8418	churn	0.704294	1	churn	-0.120613	-0.00179	0.013217	-0.002381	0.062425	0.021264	-0.01131	0.024162	Female	33	No	Yes	Employed	Suburban	Master	1,673,071,200
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	bac0ce10-2b4e-40a8-b251-79b620a64055	churn	0.792038	1	churn	0.196632	-0.00092	0.035647	0.050591	0.112334	0.156604	0.11141	0.068675	Female	71	Yes	No	Unemployed	Suburban	High School or Below	1,673,071,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	601d063c-4084-44c9-bd00-9fd567125b2d	no_churn	0.637136	0	no_churn	0.202557	-0.005133	-0.062257	0.136207	0.050785	0.119346	0.052089	0.071963	Female	63	No	No	Employed	Suburban	Bachelor	1,673,071,200
30	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	45cece88-11ac-4da0-9029-4b077e634c02	no_churn	0.182429	0	no_churn	-0.082936	-0.003003	-0.105183	-0.01228	-0.022992	-0.08547	0.024178	0.038659	Male	24	Yes	No	Employed	Suburban	High School or Below	1,673,071,200
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	85eb93de-045b-464f-b9e6-2f5296330e6b	churn	0.665639	1	churn	-0.094354	-0.00278	0.05621	0.024152	0.009294	0.084501	0.01057	0.016548	Male	32	Yes	No	Unemployed	Suburban	Bachelor	1,673,071,200
60	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	ca69e898-9042-47d9-87e0-73d1579557e4	no_churn	0.092573	0	no_churn	-0.148388	-0.002126	0.016545	0.020918	-0.032916	-0.113583	-0.026865	0.027389	Male	67	No	Yes	Unemployed	Suburban	Bachelor	1,673,071,200
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	831254a1-a79f-4e7b-8eb2-eedafbaba128	churn	0.923179	1	churn	0.292745	-0.004714	0.065524	0.045988	0.115858	0.132852	0.037465	0.043112	Female	72	Yes	No	Employed	Suburban	High School or Below	1,673,071,200
71	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8df3bf93-9f9e-4c2f-8c41-6fa9682237cc	no_churn	0.055278	0	no_churn	-0.055045	-0.001668	0.111147	0.060476	0.079377	0.108836	0.147857	0.121255	Male	65	No	Yes	Employed	Rural	Master	1,673,071,200
24	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	5bcdabe0-ea98-4456-a469-51fa75e89dd9	churn	0.518179	1	churn	-0.163295	-0.007112	-0.1358	-0.01381	0.028851	0.043013	-0.01566	0.034787	Male	28	No	Yes	Employed	Suburban	Bachelor	1,673,071,200
44	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	4f33274b-58d7-437f-b054-4095bd65662e	churn	0.66466	1	churn	-0.038129	-0.002449	0.124944	0.11173	0.052829	0.11863	0.100252	0.072001	Male	27	No	No	Employed	Suburban	High School or Below	1,673,071,200
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f52ea8ce-69a0-44b0-abc4-11e01820f678	churn	0.711124	1	churn	-0.049093	-0.003603	0.064474	0.069987	0.016471	0.100793	-0.020695	0.046632	Female	63	No	No	Unemployed	Suburban	Doctor	1,673,071,200
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	2b4745be-89d4-4edf-9a5d-b1ed19a5c609	churn	0.753482	1	churn	0.178349	-0.002785	0.026468	0.042644	0.106936	0.156119	0.145336	0.067907	Male	61	No	No	Employed	Suburban	High School or Below	1,673,071,200
44	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	2d87a317-3e50-445e-bb6a-c17ec95c5bc6	no_churn	0.216552	1	churn	-0.064552	-0.001438	0.078725	0.038299	-0.001853	-0.077537	0.09835	0.087432	Female	33	No	Yes	Employed	Rural	Master	1,673,071,200
21	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	93b97101-240d-4665-a11b-b66b55852381	no_churn	0.55615	0	no_churn	-0.001164	-0.003352	-0.019597	0.003127	0.001841	0.108102	0.085132	0.067551	Female	38	No	Yes	Medical Leave	Suburban	Bachelor	1,673,071,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	fe2bea75-fdb5-46aa-8332-403487f5a57d	churn	0.722843	1	churn	0.073795	-0.005501	-0.093446	0.04021	-0.0101	0.109595	-0.027131	0.037603	Female	56	Yes	Yes	Employed	Suburban	Bachelor	1,673,071,200
65	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	e3d35f10-3255-4dd2-b706-79cde6088855	no_churn	0.112682	0	no_churn	-0.248281	-0.002444	-0.017285	-0.060226	0.015769	0.008519	0.026811	0.01411	Male	62	No	No	Disabled	Rural	College	1,673,071,200
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	fe4481bf-b1e2-4b2a-b1f4-36aaa77c5a95	churn	0.630196	1	churn	0.060678	-0.00446	0.035697	0.006216	0.058189	0.128113	0.104341	0.035306	Female	67	No	Yes	Employed	Rural	College	1,673,071,200
68	Yes	No	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	d4018ae4-1b65-41ef-a4d6-452f46eb4eed	no_churn	0.093351	0	no_churn	-0.121092	-0.002074	-0.033289	-0.007806	0.001295	-0.129205	0.012244	0.030899	Male	35	No	No	Employed	Rural	Bachelor	1,673,071,200
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	de9d48a8-1d70-40e9-81bb-6934ca691133	churn	0.786428	1	churn	0.224491	-0.002961	0.063578	0.061611	0.116247	0.149252	0.06073	0.058027	Male	40	No	Yes	Disabled	Suburban	College	1,673,071,200
63	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	d54019e9-391b-4bd3-a585-e60fb7499a0d	no_churn	0.169049	0	no_churn	-0.130399	-0.002419	-0.009076	-0.032271	-0.035405	-0.078534	0.014258	0.034818	Female	63	No	No	Employed	Rural	College	1,673,071,200
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	cfc85f77-42a5-4c88-b951-e5e96156a034	no_churn	0.612274	0	no_churn	-0.147248	-0.003053	0.057071	-0.042391	0.042769	0.046715	-0.020702	-0.04	Female	42	No	Yes	Unemployed	Suburban	Master	1,673,071,200
34	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	667f350f-be72-49db-ba88-4899e230bc76	no_churn	0.260858	0	no_churn	-0.197263	-0.002986	-0.020517	0.004523	-0.02756	0.028572	-0.025538	-0.028257	Male	50	No	No	Medical Leave	Urban	College	1,673,071,200
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	989ce28e-90a6-45ec-b673-b1fa1b8fed19	churn	0.66143	1	churn	0.05676	-0.007527	0.014819	0.154392	-0.000339	0.126103	-0.04086	-0.01995	Male	73	No	No	Employed	Suburban	High School or Below	1,673,071,200
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f0cba912-9107-42e2-827f-3723bb231489	churn	0.655117	1	churn	0.115651	-0.000912	0.048365	0.198538	0.018537	0.139979	-0.00761	-0.033888	Male	60	No	Yes	Retired	Rural	College	1,673,071,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1bb1f39e-df76-4b99-a9ff-6188f5cd835b	churn	0.848625	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	55	No	No	Employed	Suburban	High School or Below	1,673,071,200
71	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	1d51c209-4db0-4dc3-8ebe-ee9c9a54bafb	no_churn	0.013652	0	no_churn	-0.118857	-0.002976	0.008801	0.035966	-0.004559	-0.116831	-0.024793	-0.045778	Female	47	No	Yes	Employed	Rural	Bachelor	1,673,071,200
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5d39865b-0396-4ae9-a289-1a23f29c2d41	no_churn	0.498599	0	no_churn	0.049644	-0.000795	0.027976	0.040162	0.014262	0.130265	-0.038466	-0.044443	Female	72	No	No	Unemployed	Urban	College	1,673,071,200
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b0c48bc1-dfad-4581-84f0-d434b2612b44	churn	0.420931	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Male	65	Yes	No	Employed	Suburban	College	1,673,071,200
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	111f8af5-8d52-400b-b8a0-d481b192c283	churn	0.611467	1	churn	-0.119614	-0.00632	0.066713	0.062724	-0.017455	0.084556	-0.036752	-0.040047	Female	41	No	No	Unemployed	Suburban	College	1,673,071,200
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	73e9049f-146e-409b-a837-3a19c475de65	churn	0.494438	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	24	No	Yes	Medical Leave	Suburban	Bachelor	1,673,071,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	947efe86-b703-4674-9cfc-d1ad90aa6710	no_churn	0.592976	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	44	Yes	Yes	Unemployed	Rural	High School or Below	1,673,071,200
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	80067d40-9c3e-419e-9ac2-d255ed14a1dd	churn	0.477933	1	churn	0.063281	-0.001547	-0.039401	0.054692	0.008549	0.108293	-0.020649	-0.007416	Male	22	No	Yes	Employed	Suburban	Bachelor	1,673,071,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f9b4552c-5baf-468f-9b92-5af56dcb4330	churn	0.896745	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	45	Yes	No	Employed	Suburban	Master	1,673,071,200
29	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e22782a7-3d6c-45d7-ad74-d6e6f0ddf43d	churn	0.470152	1	churn	0.014703	-0.007793	-0.015711	0.121006	0.054778	0.105027	-0.000249	0.010097	Male	39	No	Yes	Employed	Urban	High School or Below	1,673,071,200
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	71c8439c-bd5f-485f-b175-b20ff63e0d9b	no_churn	0.674007	0	no_churn	0.05676	-0.007527	0.014819	0.154392	-0.000339	0.126103	-0.04086	-0.01995	Male	34	No	Yes	Medical Leave	Rural	College	1,673,071,200
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e234584d-1835-4df3-9ea1-782b4f5721c2	churn	0.857863	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	32	No	No	Unemployed	Urban	Bachelor	1,673,071,200
27	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	889cb024-66c0-4289-aff3-f671502fe661	no_churn	0.454163	0	no_churn	-0.024032	-0.002928	0.062378	0.151789	0.061167	0.113578	-0.03438	-0.021931	Male	69	Yes	Yes	Employed	Suburban	High School or Below	1,673,071,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6b0ab0e4-035e-4f5a-bb5f-1852c11cfd89	churn	0.695896	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Male	29	No	No	Employed	Suburban	High School or Below	1,673,071,200
13	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	299084e6-1504-4f2e-baca-493393e30854	churn	0.696332	1	churn	0.115631	-0.003265	0.077652	0.160745	0.04713	0.1505	-0.02603	0.003542	Female	79	No	No	Employed	Urban	Bachelor	1,673,071,200
51	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	b5f82219-9475-4245-8b17-31e87890b508	no_churn	0.098278	0	no_churn	0.071089	-0.003229	0.099909	0.111264	0.069614	-0.147477	0.005101	0.0078	Male	27	Yes	Yes	Employed	Suburban	College	1,673,071,200
29	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	86789e60-c5f2-4be8-9bad-dfa72a866fb0	churn	0.464291	1	churn	0.014703	-0.007793	-0.015711	0.121006	0.054778	0.105027	-0.000249	0.010097	Male	31	No	Yes	Unemployed	Suburban	Bachelor	1,673,071,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	54c5688a-c212-4128-b347-a2948beea079	churn	0.876786	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	42	No	No	Employed	Suburban	Bachelor	1,673,071,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	96ea4f7a-68d4-44bf-b26a-53e2e09dabfa	churn	0.879552	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	44	No	No	Employed	Suburban	College	1,673,071,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d09c4732-a3ad-45ea-9f25-195e7735d7ae	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	20	No	No	Retired	Rural	High School or Below	1,673,071,200
65	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	17c4cc33-1401-4dda-bd6d-8aaef5cf0d22	no_churn	0.110462	0	no_churn	-0.156592	-0.003387	0.062027	0.052705	0.03964	0.042845	0.001915	0.000223	Male	39	No	No	Employed	Rural	Master	1,673,071,200
37	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	577e6b06-90ef-484b-8ae7-21ca84c6f91d	no_churn	0.350504	0	no_churn	-0.128372	-0.010711	-0.079002	0.070656	-0.050393	0.052284	-0.010449	-0.008066	Male	55	No	Yes	Employed	Urban	High School or Below	1,673,071,200
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	87a96a0a-880b-4bb9-9be7-a5359d6c6e82	no_churn	0.711785	0	no_churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Female	51	No	Yes	Medical Leave	Rural	High School or Below	1,673,071,200
59	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cf8cbe13-c741-4dd2-8d63-80a7c40fb0bc	no_churn	0.185893	0	no_churn	-0.234705	-0.004425	0.010455	0.005393	-0.026825	0.04493	-0.04196	-0.02189	Male	23	No	No	Unemployed	Urban	College	1,673,071,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c24a290b-26f4-4dcf-a2f9-304eb7c1136a	churn	0.820983	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	53	No	No	Employed	Rural	Bachelor	1,673,071,200
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	770b585e-08c2-4648-8ae4-d54d1ed74ef0	churn	0.565715	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Female	45	No	Yes	Medical Leave	Suburban	College	1,673,071,200
34	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	24877267-b4a8-410d-abe5-0ff37e3cd66d	churn	0.369754	1	churn	-0.064265	-0.002039	0.004311	0.113956	0.064175	0.082727	0.001506	0.005234	Male	62	No	No	Employed	Suburban	Bachelor	1,673,071,200
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a778a152-5e38-48b7-ab26-b35b275d071d	churn	0.677922	1	churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Female	27	Yes	Yes	Employed	Suburban	College	1,673,071,200
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	212f8ff3-367b-4d7d-a794-7dcf6c7d172b	no_churn	0.368478	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Female	69	Yes	No	Unemployed	Urban	High School or Below	1,673,071,200
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8cb8b86e-f8ff-44e1-b86c-f4181d3bc91d	churn	0.642184	1	churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Male	50	No	No	Unemployed	Suburban	Master	1,673,071,200
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1ff4519c-0e34-4277-8da3-1f8b48975b58	churn	0.812514	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Female	29	Yes	No	Employed	Suburban	High School or Below	1,673,071,200
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b66d4d61-e82e-4c2b-a6af-601d3d718b48	no_churn	0.262445	0	no_churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	72	No	No	Unemployed	Rural	College	1,673,071,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	020df27d-e98f-420e-9b23-e3b7516b6e7d	churn	0.85683	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	50	No	No	Unemployed	Suburban	Bachelor	1,673,071,200
38	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9c2fcc86-ad0f-478c-addc-c7e5f8a9ed33	churn	0.478298	1	churn	-0.038384	-0.008392	-0.020685	0.110752	0.004618	0.101454	-0.011607	0.009397	Male	38	Yes	No	Unemployed	Suburban	College	1,673,071,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	20f918f8-4a3a-40bc-94df-de805a5354e3	churn	0.51078	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	30	No	No	Medical Leave	Suburban	High School or Below	1,673,071,200
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cb5bbd89-eff4-4b0d-8e51-9acfcfc27537	churn	0.763978	1	churn	0.115651	-0.000912	0.048365	0.198538	0.018537	0.139979	-0.00761	-0.033888	Female	26	No	Yes	Disabled	Suburban	College	1,673,071,200
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8eece83b-91c0-49d9-8ea7-f0cc8b4aaf54	churn	0.52372	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Male	67	No	No	Unemployed	Rural	College	1,673,071,200
41	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f0d64ff5-b3c0-4801-8526-7f75b7085337	churn	0.301176	1	churn	0.114111	-0.006382	0.057952	0.182071	0.123696	0.120677	0.007126	0.021818	Female	38	No	Yes	Employed	Suburban	High School or Below	1,673,071,200
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a9395e8f-1581-4009-9812-8b5bce85a18d	no_churn	0.479248	0	no_churn	-0.124319	-0.007775	-0.099464	0.051821	0.039005	0.072534	-0.030871	-0.051361	Female	63	No	Yes	Employed	Urban	Doctor	1,673,071,200
34	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1c341e2f-6067-44c5-b60b-21bed7fdb907	no_churn	0.403769	0	no_churn	0.001427	-0.001635	-0.011011	0.130791	0.023286	0.044821	0.000826	0.014201	Male	50	No	No	Retired	Suburban	High School or Below	1,673,071,200

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