Split (1)

train · 17.7k rows

Tenure int64 0 72	PhoneService stringclasses 2 values	MultipleLines stringclasses 3 values	InternetSpeed stringclasses 4 values	SupportEligibility stringclasses 4 values	Contract stringclasses 3 values	MonthlyStreamingTime stringclasses 4 values	PremiumHDStreaming stringclasses 2 values	prediction_id stringlengths 36 36	prediction_label stringclasses 2 values	prediction_score float64 0 0.95	actual_score int64 0 1	actual_label stringclasses 2 values	shap/Tenure float64 -0.3 0.39	shap/PhoneService float64 -0.11 0.2	shap/MultipleLines float64 -0.15 0.17	shap/InternetSpeed float64 -0.22 0.25	shap/SupportEligibility float64 -0.22 0.2	shap/Contract float64 -0.28 0.19	shap/MonthlyStreamingTime float64 -0.18 0.23	shap/PremiumHDStreaming float64 -0.09 0.14	Gender stringclasses 2 values	Age int64 20 80	Dependents stringclasses 2 values	Partner stringclasses 2 values	EmploymentStatus stringclasses 5 values	LocationCode stringclasses 3 values	Education stringclasses 5 values	timestamp int64 1.67B 1.67B
54	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	93aa101e-b73b-4e2f-9312-85383cd26ffe	no_churn	0.015285	0	no_churn	-0.082345	-0.004489	-0.095484	0.008583	0.045589	0.023429	-0.038053	-0.056256	Male	80	No	Yes	Employed	Suburban	College	1,672,898,400
25	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e794909f-d3b2-48e0-9662-a79b293eaf19	no_churn	0.069159	0	no_churn	0.01314	0.091043	0.027891	-0.121326	0.020919	0.074975	-0.035639	-0.043696	Female	70	No	Yes	Employed	Urban	Doctor	1,672,898,400
60	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	8e2d6d4e-0249-4426-a849-1763833f7f23	no_churn	0.006719	0	no_churn	-0.092649	-0.005057	-0.016914	-0.038052	-0.00438	0.040965	-0.04922	-0.04372	Male	47	No	No	Employed	Rural	College	1,672,898,400
13	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5c82c282-69b5-4e25-abb3-74203ab2bbbd	churn	0.518246	1	churn	-0.096441	0.033426	-0.001371	-0.091781	-0.055572	0.062798	-0.055032	-0.065052	Male	80	No	No	Unemployed	Suburban	Bachelor	1,672,898,400
4	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	2f4cd995-4860-4e23-9255-3162b5239d3c	no_churn	0.137915	0	no_churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Male	48	No	Yes	Unemployed	Suburban	College	1,672,898,400
69	Yes	Yes	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	8a4c9591-b216-441c-9fbf-e37d26c82455	no_churn	0.005652	0	no_churn	-0.057619	-0.003452	0.003754	-0.031171	0.000221	-0.124991	-0.022259	-0.033511	Female	29	Yes	Yes	Employed	Suburban	Bachelor	1,672,898,400
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	de394f93-f18d-4c71-bbb4-b60acbeaf2e7	churn	0.612635	1	churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Male	40	No	No	Unemployed	Suburban	High School or Below	1,672,898,400
3	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	1c635519-b953-4d7d-8a95-c204ced353a0	churn	0.68355	1	churn	0.161613	0.100334	0.035027	0.010374	0.067211	0.145554	-0.007111	0.004512	Female	30	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
33	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	b474b94e-3f14-428e-8c9c-37e3d096155c	no_churn	0.020843	0	no_churn	-0.024736	-0.003043	0.013188	-0.037768	0.008696	-0.124816	-0.035945	-0.064602	Male	28	No	No	Disabled	Suburban	College	1,672,898,400
18	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	ee2501ff-612a-4855-91a1-ae8ea95ace75	no_churn	0.202376	0	no_churn	-0.020945	0.069731	0.024803	-0.020788	0.01628	0.06902	-0.036596	-0.053793	Male	54	No	Yes	Employed	Rural	High School or Below	1,672,898,400
7	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	440acf9f-eb46-4cc8-b166-339b3dd81763	no_churn	0.032836	0	no_churn	-0.012513	-0.003998	-0.02205	-0.141657	-0.001598	0.054324	-0.053039	-0.0703	Female	74	No	Yes	Employed	Suburban	College	1,672,898,400
65	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	6090b870-4255-450d-960e-ad83b58e8e6d	no_churn	0.034151	0	no_churn	-0.061319	-0.004626	-0.032399	-0.028725	0.003131	-0.079557	-0.034998	-0.030533	Male	65	No	Yes	Employed	Suburban	College	1,672,898,400
69	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	acb14c2e-3f9d-4b07-a7b2-67304ebaf6f0	no_churn	0.016439	0	no_churn	-0.07735	-0.003782	-0.053574	-0.014637	0.012392	0.058125	-0.033915	-0.056284	Female	67	Yes	No	Employed	Suburban	College	1,672,898,400
35	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	94b2868a-07e2-49f0-a59f-7d193599a07d	no_churn	0.00773	0	no_churn	-0.126871	-0.010185	-0.043543	-0.094836	0.020128	0.033463	-0.017915	-0.025936	Male	57	No	No	Disabled	Suburban	Master	1,672,898,400
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	18990560-1731-4ceb-92ad-64ff54e7d65c	no_churn	0.037035	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Female	47	No	Yes	Employed	Suburban	College	1,672,898,400
19	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	811efb95-3b69-4b06-8691-5c39d9390c44	no_churn	0.105073	0	no_churn	-0.034546	-0.013416	0.012813	-0.086038	0.030836	0.054188	-0.054115	-0.078749	Male	25	No	Yes	Employed	Suburban	Master	1,672,898,400
40	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	268d0eb3-23e8-4345-b0f2-494f8131c499	no_churn	0.012736	0	no_churn	-0.053807	-0.006739	-0.019493	-0.029921	0.009598	-0.107623	-0.022503	-0.038539	Female	50	No	Yes	Unemployed	Suburban	Master	1,672,898,400
12	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	de6f69b4-b791-4398-a3e9-8baead635c57	no_churn	0.37994	0	no_churn	0.005094	-0.00411	-0.095397	-0.018486	0.003618	0.068773	-0.038072	-0.032909	Female	24	Yes	Yes	Employed	Urban	Bachelor	1,672,898,400
72	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	dc71514a-5009-4b3f-aeab-b1870584f8a7	no_churn	0.002311	0	no_churn	-0.106289	-0.004076	-0.010638	-0.028307	-0.010508	0.048281	-0.035394	-0.052093	Female	25	No	No	Employed	Suburban	College	1,672,898,400
72	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	e9d8654e-5756-4a0e-82cb-226011b7bee5	no_churn	0.052863	0	no_churn	-0.181785	-0.00395	0.009246	0.048534	0.083728	0.084462	-0.012663	0.058163	Male	54	No	No	Employed	Urban	College	1,672,898,400
70	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	8b8e255e-8cb0-4dfd-966c-0c88a60a1018	no_churn	0.149835	0	no_churn	-0.166968	-0.001478	0.019462	-0.056108	0.05089	0.064289	0.006342	0.074545	Male	77	No	No	Employed	Rural	Bachelor	1,672,898,400
8	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	e71440ac-3241-4725-9da4-fe3c85a3984a	churn	0.611286	1	churn	0.136402	-0.000876	0.036771	-0.002397	0.096391	0.162652	0.159346	0.142684	Female	30	Yes	No	Employed	Suburban	College	1,672,898,400
42	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f63bc76b-f32f-4334-8f65-f3c03441ace1	no_churn	0.521516	0	no_churn	0.027316	-0.000646	0.092841	0.028532	0.109344	0.132556	0.153135	0.057895	Male	36	No	Yes	Unemployed	Suburban	College	1,672,898,400
9	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	1f76539e-9cc0-4160-af20-ea3545daa321	churn	0.841193	1	churn	0.095316	-0.003515	0.100055	-0.010865	0.153905	0.13824	0.104684	0.118821	Female	27	No	Yes	Unemployed	Suburban	College	1,672,898,400
48	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	88d2fad8-fe5d-439a-8ba1-003ea45ebf02	no_churn	0.22485	0	no_churn	-0.200334	-0.002589	-0.030735	-0.15731	0.021747	0.030348	0.036427	0.05342	Male	59	No	Yes	Unemployed	Suburban	Doctor	1,672,898,400
10	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	9d89e693-0de7-40ea-8a10-4a5bddb9f22a	churn	0.738323	1	churn	0.12837	-0.004873	0.030602	-0.029768	0.10181	0.148305	0.213805	0.129389	Male	72	No	No	Employed	Suburban	High School or Below	1,672,898,400
69	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	9ec9a353-bf63-4be2-b79d-f29f972d0d0b	no_churn	0.245784	0	no_churn	-0.053993	-0.000334	0.000151	-0.04247	0.010667	-0.079504	0.05229	0.0775	Male	74	No	Yes	Employed	Rural	Bachelor	1,672,898,400
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	645609fc-3bd1-48af-ab44-cca3a7de7649	churn	0.951641	1	churn	0.209152	-0.006388	0.105582	-0.042643	0.053126	0.152358	0.056369	0.083419	Female	79	No	No	Unemployed	Rural	Bachelor	1,672,898,400
14	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	d8682804-bb01-4d19-a7c2-6869cb6faa50	churn	0.569105	1	churn	0.034228	-0.005907	-0.086826	-0.081871	0.058284	0.099006	0.073714	0.107528	Male	21	No	Yes	Employed	Rural	College	1,672,898,400
29	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	296b30fa-baa9-4781-b459-160684961b0d	churn	0.582138	1	churn	0.06139	-0.000995	0.021737	0.057396	0.163766	0.132888	0.113694	0.132766	Female	38	Yes	Yes	Employed	Suburban	Bachelor	1,672,898,400
30	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	287a6126-9135-4591-b24f-e5bf33180fd0	churn	0.413682	1	churn	-0.168997	-0.003759	-0.045792	-0.08079	0.032659	0.044025	-0.035103	0.059897	Male	35	No	No	Employed	Suburban	College	1,672,898,400
47	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	012cc16c-bfae-4a26-9d89-7d2199cc3b90	no_churn	0.455619	1	churn	-0.121318	-0.004229	-0.057827	-0.094552	0.081694	0.068226	0.042172	0.081808	Female	45	No	Yes	Employed	Suburban	High School or Below	1,672,898,400
13	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	9d4b5419-478d-4530-8870-770cc731f727	churn	0.85542	1	churn	0.115684	-0.002866	0.095916	-0.0073	0.16037	0.137687	0.094215	0.113934	Male	25	No	No	Employed	Rural	College	1,672,898,400
49	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	84447617-9c0b-4cea-8333-b55218c7ac56	no_churn	0.380596	0	no_churn	-0.114685	-0.005103	0.008403	-0.117953	0.054611	0.052393	0.031808	0.084834	Male	46	No	Yes	Employed	Urban	College	1,672,898,400
72	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	12819b65-28f3-4201-b564-8352223d067d	churn	0.329466	1	churn	-0.088868	0.000414	0.046938	0.078498	0.104284	0.136951	0.09685	0.094074	Male	54	No	No	Unemployed	Suburban	College	1,672,898,400
25	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	ebbead46-7778-47cf-8cb4-e7cc7358b901	churn	0.614114	1	churn	-0.127166	-0.008864	-0.136643	-0.051296	0.076924	0.025658	0.026239	0.054456	Female	25	No	No	Employed	Suburban	College	1,672,898,400
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6017afca-d2c6-4937-8bbf-1089c9f334a0	no_churn	0.286515	0	no_churn	-0.054324	-0.004643	0.102866	0.023011	0.034187	0.11876	0.083271	0.085847	Female	36	No	No	Employed	Suburban	High School or Below	1,672,898,400
54	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	d81e8a3f-b278-4564-bfeb-2efeadb5d29b	no_churn	0.229026	0	no_churn	-0.184846	-0.003546	0.049019	-0.065416	0.027896	-0.013954	-0.079854	0.031676	Male	70	Yes	Yes	Employed	Suburban	College	1,672,898,400
61	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	190880c4-1b75-41a3-9433-e76ba3c7f96b	churn	0.190126	0	no_churn	-0.288451	-0.003907	0.014791	-0.013934	-0.000102	-0.006904	0.0224	0.029583	Female	41	No	No	Employed	Suburban	College	1,672,898,400
50	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6b15ab05-bc01-4c57-8831-72d18e4a7c75	no_churn	0.274983	0	no_churn	-0.009001	-0.001647	0.114027	0.027692	0.041914	0.117734	0.058483	0.002083	Female	60	Yes	No	Employed	Suburban	Bachelor	1,672,898,400
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	5f32d89e-f091-44cd-b9cc-d5cf85fe86c9	no_churn	0.057223	0	no_churn	-0.270389	-0.003691	0.033851	-0.071571	0.013133	0.043695	-0.001183	-0.012872	Female	52	No	No	Disabled	Rural	Bachelor	1,672,898,400
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	60e7f030-d84d-46a1-b6d5-a8abe893fa9b	churn	0.736734	1	churn	0.189493	-0.002501	0.038339	0.07601	0.101403	0.161817	0.091316	0.075097	Male	32	No	Yes	Unemployed	Suburban	High School or Below	1,672,898,400
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	69e2676f-4740-49f3-ad63-cec1326a22eb	churn	0.624292	1	churn	-0.049093	-0.003603	0.064474	0.069987	0.016471	0.100793	-0.020695	0.046632	Male	53	No	Yes	Retired	Suburban	College	1,672,898,400
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	da730324-d68b-47ab-8aae-49e8c8b5f587	churn	0.668326	1	churn	0.14483	-0.004051	0.115108	0.021591	0.119263	0.145603	0.099228	0.074402	Female	71	No	Yes	Unemployed	Suburban	College	1,672,898,400
45	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	36a93409-32b3-4ec1-99c9-1efad2e7d8d7	no_churn	0.374714	0	no_churn	-0.190763	-0.004446	0.049193	0.031427	0.034646	0.076211	0.044037	0.015549	Female	70	No	Yes	Employed	Urban	High School or Below	1,672,898,400
72	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	e5a81d0d-17f1-480d-a30a-d1c0ee8ece53	no_churn	0.078961	0	no_churn	-0.153073	-0.002532	0.002249	0.020196	-0.064913	-0.106528	0.006371	0.043132	Female	55	Yes	Yes	Unemployed	Suburban	College	1,672,898,400
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	4afeda2f-45e5-4d08-972f-e3578872f16c	no_churn	0.594083	0	no_churn	0.071063	-0.002448	0.075384	0.044057	0.049789	0.142974	0.118072	0.082992	Female	72	No	No	Employed	Rural	College	1,672,898,400
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f289fa35-a31a-4251-acc8-d02284a97e5a	no_churn	0.610655	0	no_churn	0.219952	-0.000674	-0.015623	0.114802	0.097826	0.141496	0.077494	0.085701	Male	20	Yes	Yes	Employed	Suburban	Bachelor	1,672,898,400
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6ca9f004-ef7e-4ddc-aa52-d9d7760f7b5e	no_churn	0.569029	0	no_churn	-0.053204	-0.004025	-0.11868	-0.004668	-0.052659	0.058622	-0.067735	-0.006677	Female	31	No	Yes	Employed	Rural	Doctor	1,672,898,400
59	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	36b6b5b4-6acd-4b1b-8929-31b450ce3b42	churn	0.36215	1	churn	-0.267257	-0.003907	0.018974	-0.012881	0.00579	0.013211	-0.028285	0.02533	Female	42	No	No	Employed	Suburban	Master	1,672,898,400
43	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	90abf361-f645-4956-bb45-faf7218946a6	churn	0.478452	1	churn	-0.086675	-0.003482	-0.109124	0.003678	-0.02194	0.071007	-0.005819	0.023328	Male	70	Yes	Yes	Employed	Rural	College	1,672,898,400
68	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	91e5f841-7ae6-42f1-b5c9-6afcddd939e6	no_churn	0.366945	0	no_churn	-0.165663	-0.001987	0.005811	-0.055364	0.044234	0.032797	0.01763	0.078564	Male	69	No	Yes	Employed	Urban	Bachelor	1,672,898,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	320d6065-c1e3-4194-a285-bbc230a30077	churn	0.805856	1	churn	0.245503	-0.001704	0.056161	0.068925	0.077107	0.153726	0.063131	0.058126	Male	64	No	No	Employed	Suburban	High School or Below	1,672,898,400
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	b211c947-c43f-47ab-82ff-61e83196c4fb	churn	0.874596	1	churn	0.222148	-0.004005	0.067764	0.128821	0.101189	0.123289	0.038706	0.045561	Female	21	Yes	Yes	Employed	Rural	College	1,672,898,400
43	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	fa17da5c-f150-4019-a59d-6bd2ac83e5ec	churn	0.636542	1	churn	0.041956	-0.00195	0.114813	0.136427	0.051657	0.133383	0.06654	0.081147	Male	56	No	No	Employed	Rural	Bachelor	1,672,898,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d57eaa57-622c-4f3d-a142-7d5736b4cc77	churn	0.744726	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	70	No	No	Employed	Suburban	College	1,672,898,400
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	85cb2370-5d1a-4d04-ba75-76065ff16ff0	no_churn	0.440103	0	no_churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Female	50	No	Yes	Employed	Suburban	Master	1,672,898,400
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c57d9243-6b36-44ea-9502-fb5f078b9a57	churn	0.630408	1	churn	-0.046886	-0.006945	0.110449	0.080193	0.082063	0.110481	-0.023446	-0.040074	Female	36	No	No	Retired	Suburban	College	1,672,898,400
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d67509a7-f4c8-4737-8420-5b840e41e955	no_churn	0.540717	0	no_churn	-0.062592	-0.007967	-0.01199	0.12992	0.055456	0.096735	-0.036731	-0.020901	Male	31	Yes	No	Employed	Suburban	Bachelor	1,672,898,400
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	86a41d1f-b3af-413c-8f88-e446ba8c1a51	churn	0.576855	1	churn	-0.046886	-0.006945	0.110449	0.080193	0.082063	0.110481	-0.023446	-0.040074	Male	64	No	No	Employed	Suburban	Bachelor	1,672,898,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ad1d3372-37e9-4d84-acc4-5c5ccb5f0ee3	churn	0.620267	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	71	Yes	No	Employed	Rural	High School or Below	1,672,898,400
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d4bbd2ee-7ecf-458d-ba41-5c146d58fb4a	churn	0.837767	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	40	Yes	Yes	Disabled	Urban	College	1,672,898,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fae67016-a837-4613-94dd-b82dc5d5174a	churn	0.806257	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	34	No	No	Medical Leave	Rural	Master	1,672,898,400
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7a9b01be-3e43-43d4-9332-b744143b9b77	churn	0.456244	1	churn	0.062688	-0.001059	0.104769	0.189686	0.129826	0.12189	0.013166	0.024568	Male	37	Yes	No	Unemployed	Suburban	Bachelor	1,672,898,400
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f0d20f34-585c-4ff4-ba33-4fc5f1727bab	no_churn	0.266591	0	no_churn	-0.172568	-0.007962	-0.067256	0.032385	-0.002002	0.049254	-0.034661	-0.066216	Female	65	No	No	Employed	Rural	High School or Below	1,672,898,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	38f2d425-02b0-4585-98e5-76fcadfd7f10	no_churn	0.454511	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	60	No	No	Unemployed	Suburban	Doctor	1,672,898,400
22	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	89ecc1de-5b4e-48bc-8c48-962e5760f607	churn	0.425215	1	churn	-0.07877	-0.00397	-0.030487	0.081884	0.020576	0.073363	-0.021556	-0.028461	Male	22	No	Yes	Employed	Suburban	Master	1,672,898,400
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	08005608-daba-4307-8dfb-760e459d4a35	no_churn	0.641355	0	no_churn	0.006216	-0.004063	0.050267	0.113125	0.020646	0.118432	-0.027742	-0.036109	Female	58	No	No	Employed	Suburban	College	1,672,898,400
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f9a0fd28-badb-4681-9d53-b068190cd6be	churn	0.391801	1	churn	0.095326	-0.002454	-0.012112	0.167078	0.10288	0.117252	-0.006277	-0.026477	Male	73	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,898,400
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c51ad928-7e32-43d5-80cf-42c41e511e45	no_churn	0.672023	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	61	Yes	No	Unemployed	Suburban	Bachelor	1,672,898,400
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	699d880b-adda-4734-95b4-d31fe5630dcb	churn	0.745711	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Female	30	Yes	Yes	Unemployed	Rural	High School or Below	1,672,898,400
55	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	663e4b68-0572-41b1-bf2f-c39ca606bb94	no_churn	0.022502	0	no_churn	-0.190656	-0.005537	-0.060104	0.026989	0.020082	0.034816	-0.028903	-0.025713	Female	77	Yes	Yes	Employed	Suburban	Bachelor	1,672,898,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	21b2e7c2-31ef-4631-ad50-d6757ae64688	no_churn	0.59748	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	57	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,898,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8806068d-ba5c-4408-ab3e-8ce4b31c401c	churn	0.687914	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	24	No	Yes	Employed	Suburban	Doctor	1,672,898,400
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5696000a-1425-4056-aee2-2b5623b90e1e	churn	0.863913	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	79	No	Yes	Unemployed	Suburban	High School or Below	1,672,898,400
50	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f425ddcc-e8d3-4df3-95d6-37ec8230821b	churn	0.340662	1	churn	0.072835	0.000405	0.088634	0.110778	0.116363	0.142153	0.000232	0.015236	Male	21	Yes	No	Unemployed	Suburban	High School or Below	1,672,898,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9850b2f3-010a-4102-9bd5-6e911f2c7db5	churn	0.876743	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	27	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f9481bec-3b4e-47ac-b1cf-a82e805f18ae	churn	0.551295	1	churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Female	52	Yes	Yes	Employed	Suburban	Bachelor	1,672,898,400
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0d963b8c-83d0-4255-9ba9-24fd59e8c19a	no_churn	0.575808	0	no_churn	0.006216	-0.004063	0.050267	0.113125	0.020646	0.118432	-0.027742	-0.036109	Male	63	No	No	Employed	Urban	Bachelor	1,672,898,400
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	02c820db-5fa4-4a93-b079-a8335f7f5a94	churn	0.540524	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Male	53	No	Yes	Unemployed	Suburban	College	1,672,898,400
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6aa93421-07b2-494f-82fc-da900d3eb92c	churn	0.546264	1	churn	-0.052815	-0.008048	0.077571	0.104987	0.034365	0.113401	-0.02053	-0.015885	Female	46	No	No	Medical Leave	Suburban	High School or Below	1,672,898,400
35	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	fdbdd960-158e-41f8-a07a-15ac53368ed4	churn	0.179364	1	churn	0.181414	0.000232	0.092256	0.195911	0.126714	0.044549	0.002419	-0.01252	Female	30	No	No	Employed	Suburban	Bachelor	1,672,898,400
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f39c6ad2-0e57-4f48-bb99-bdde229e6258	no_churn	0.355736	0	no_churn	-0.039682	-0.008557	0.027317	0.124745	0.047384	0.097495	-0.021911	-0.004005	Male	29	No	No	Employed	Suburban	College	1,672,898,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6f6b8153-682c-445c-a13c-8d85edbee17c	no_churn	0.074217	0	no_churn	0.038862	-0.001702	0.142708	0.131208	0.099998	0.132958	0.022846	0.026532	Female	63	Yes	Yes	Employed	Suburban	College	1,672,898,400
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ffc8acca-4191-4b9c-ae9b-a51c0299535d	churn	0.376733	1	churn	-0.062592	-0.007967	-0.01199	0.12992	0.055456	0.096735	-0.036731	-0.020901	Male	30	No	No	Unemployed	Suburban	High School or Below	1,672,898,400
19	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	28c5249b-0fab-4908-92f0-8823c9fac751	no_churn	0.602849	0	no_churn	0.026011	-0.002728	-0.000413	0.158724	0.030353	0.114279	-0.02697	-0.021328	Male	35	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
46	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2bf26b4b-3833-451b-b270-a7e38491bc15	no_churn	0.145867	0	no_churn	-0.214908	-0.003644	0.043656	0.019836	0.005681	0.061382	-0.03211	-0.013606	Male	29	No	No	Employed	Suburban	College	1,672,898,400
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	29cd77fc-77ef-4377-9ee9-a0327030b169	no_churn	0.472048	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	38	Yes	No	Employed	Suburban	Master	1,672,898,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dcde48ec-58f6-4339-bc6f-672d865f38cf	no_churn	0.468198	0	no_churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	66	No	No	Employed	Suburban	College	1,672,898,400
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b6e66936-cd2e-4ff9-a54c-3bad7419e63b	churn	0.667696	1	churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	26	No	Yes	Employed	Suburban	College	1,672,898,400
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	993c402a-c44b-447d-8224-9bc486750a42	churn	0.683564	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Female	57	No	Yes	Unemployed	Urban	College	1,672,898,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b11fe283-4e39-4b0f-b518-0dbf4c3be6f8	churn	0.215324	1	churn	0.038862	-0.001702	0.142708	0.131208	0.099998	0.132958	0.022846	0.026532	Female	48	No	No	Employed	Suburban	College	1,672,898,400
52	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b23395ff-d2c5-450e-836c-797811255866	no_churn	0.224469	0	no_churn	-0.173712	-0.002509	-0.053636	0.007712	0.049051	0.063911	-0.027532	-0.053978	Male	40	No	Yes	Medical Leave	Rural	College	1,672,898,400
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	29571b71-a46d-4582-b373-342a8a25f81f	churn	0.697126	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Male	40	No	Yes	Unemployed	Suburban	College	1,672,898,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7de3b177-85d5-42ca-88e0-f4e037ae4744	churn	0.685265	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	43	No	Yes	Unemployed	Suburban	High School or Below	1,672,898,400
11	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	c3bd5d1f-98e7-46e6-a834-e1ace010f671	no_churn	0.487258	0	no_churn	0.014881	-0.005539	0.052077	-0.082351	-0.104398	0.074673	0.063237	0.049977	Female	25	No	Yes	Unemployed	Rural	Master	1,672,898,400
38	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	837a46c5-e756-4e5a-aaf3-a0e785985f62	no_churn	0.135803	0	no_churn	-0.072847	-0.010394	0.014339	-0.107917	0.013846	0.056659	-0.036433	-0.067567	Male	78	No	No	Unemployed	Rural	College	1,672,898,400
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	2bd33932-3a16-4760-b1e4-035202374bb5	churn	0.162102	1	churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Female	51	Yes	Yes	Employed	Urban	Bachelor	1,672,898,400
11	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5b3c7810-1d9a-4636-b1e6-eeb4e72b3342	no_churn	0.215264	0	no_churn	0.071522	-0.001349	0.006939	0.027841	-0.083876	0.077337	-0.010265	-0.001919	Female	57	No	No	Employed	Suburban	Bachelor	1,672,898,400
40	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	22505bf9-eff9-4c80-a044-1e0f42a59dc3	churn	0.413639	1	churn	-0.013749	-0.011918	0.019752	-0.009759	-0.067791	0.107751	0.114312	0.074579	Female	30	No	No	Unemployed	Suburban	Bachelor	1,672,898,400

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