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
2	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	34ac5293-bc71-4b65-875b-cc5bb1250813	no_churn	0.610051	0	no_churn	0.084363	-0.008383	0.007867	-0.122084	-0.037907	0.086481	-0.065684	-0.078895	Female	33	No	No	Retired	Suburban	College	1,672,207,200
18	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	4d7bd906-b183-4a07-a65b-0b5b94e7c446	no_churn	0.038392	0	no_churn	-0.063751	-0.003759	-0.014034	-0.016929	-0.014319	-0.049022	-0.027309	-0.053903	Female	31	Yes	Yes	Employed	Rural	High School or Below	1,672,207,200
24	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	84c79721-af6a-4ca1-9c27-dff2237beb34	no_churn	0.25467	0	no_churn	-0.112462	-0.006351	-0.043099	-0.043896	0.003937	0.039785	-0.053268	-0.043675	Male	22	No	Yes	Unemployed	Suburban	High School or Below	1,672,207,200
14	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	0cf16868-fba7-4e00-8d2c-4021c0c2d247	no_churn	0.114928	0	no_churn	-0.029515	-0.018736	-0.084562	-0.052175	-0.004623	0.056748	-0.046984	-0.072347	Female	39	No	Yes	Employed	Suburban	College	1,672,207,200
3	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f882796b-2d89-4b11-9ece-3fe0cff2440e	churn	0.39109	1	churn	0.108306	0.037428	0.008872	-0.110218	-0.044789	0.094386	-0.029743	-0.037441	Male	36	No	Yes	Medical Leave	Urban	High School or Below	1,672,207,200
69	Yes	Yes	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	c8601e01-5ca7-4970-9fa6-0616b3bfcf87	no_churn	0.00749	0	no_churn	-0.057619	-0.003452	0.003754	-0.031171	0.000221	-0.124991	-0.022259	-0.033511	Female	47	Yes	No	Employed	Urban	College	1,672,207,200
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5ff92fc8-ed96-4a88-ad29-601db7e2bdd5	no_churn	0.132606	0	no_churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Female	54	Yes	Yes	Disabled	Suburban	Bachelor	1,672,207,200
68	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	bba00e25-ec75-4f71-883c-da595e01d533	no_churn	0.008874	0	no_churn	-0.06142	-0.003706	-0.014377	-0.018269	-0.000219	-0.11634	-0.024979	-0.029715	Female	26	No	No	Employed	Suburban	Bachelor	1,672,207,200
13	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	bdff9f28-8eed-439d-ae98-0b1d60e286cc	no_churn	0.70797	0	no_churn	0.132136	-0.003359	0.096229	0.014547	0.11568	0.156763	0.091159	0.09782	Female	34	No	No	Employed	Rural	College	1,672,207,200
36	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	07a95c29-f1cf-4c05-8068-8d41d739260c	no_churn	0.328705	0	no_churn	-0.183184	-0.00541	-0.087403	-0.068074	0.021683	0.047045	0.028644	0.038672	Male	61	No	Yes	Employed	Suburban	Bachelor	1,672,207,200
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	7033343d-4ac9-4336-8271-8784177d9b88	churn	0.760696	1	churn	0.259282	-0.005692	-0.024566	-0.011171	0.100747	0.146803	0.137915	0.127656	Female	38	No	Yes	Employed	Suburban	Bachelor	1,672,207,200
44	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	e7349c1c-8d3d-4122-94a2-76cacc936517	no_churn	0.339018	0	no_churn	-0.22839	-0.006748	-0.000377	-0.07388	0.046597	0.01075	-0.007629	0.005651	Female	52	Yes	No	Employed	Suburban	High School or Below	1,672,207,200
10	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	6bdb5efb-cf21-48de-aa8c-d1226f086c5b	no_churn	0.592167	0	no_churn	0.081935	-0.002454	-0.01706	-0.03141	0.089861	0.125164	0.106231	0.127458	Male	42	No	Yes	Employed	Suburban	College	1,672,207,200
10	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	dd928146-e02f-4280-bb29-6a2bf102bfa3	churn	0.788275	1	churn	0.063445	-0.002287	-0.021486	-0.134733	0.048792	0.123842	0.103273	0.119115	Male	53	Yes	No	Employed	Suburban	College	1,672,207,200
7	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	c2149521-b0dc-4682-9b0b-8e8b3a3daa30	churn	0.65145	1	churn	-0.02747	-0.002827	-0.100455	-0.023757	0.078611	0.071994	-0.069028	0.06762	Male	69	Yes	Yes	Unemployed	Suburban	College	1,672,207,200
52	Yes	No	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	beabe3d7-6660-4406-bf82-43d007e2b541	no_churn	0.135279	0	no_churn	-0.022589	0.001697	0.043192	0.094349	0.123481	-0.025397	0.085099	0.111141	Female	66	No	Yes	Unemployed	Suburban	Bachelor	1,672,207,200
3	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	d3b298a3-bb51-4a43-841b-cc668a8fe951	no_churn	0.670579	0	no_churn	-0.041006	-0.007344	-0.005531	-0.135372	-0.018823	0.079662	-0.030985	0.004039	Female	52	Yes	No	Unemployed	Suburban	High School or Below	1,672,207,200
52	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	1a5894d4-3de0-45df-8bdd-c0e1ecd8964c	churn	0.409866	1	churn	-0.125908	-0.001696	-0.056537	-0.039709	0.107739	0.07572	0.051878	0.084487	Female	36	No	No	Employed	Rural	Master	1,672,207,200
47	Yes	Yes	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	b226ef1c-195c-4f9f-92b7-f61c9695d925	no_churn	0.207493	0	no_churn	-0.059453	-0.002465	-0.017581	-0.008002	0.030227	-0.079268	0.022382	0.065135	Male	68	No	Yes	Disabled	Rural	College	1,672,207,200
72	Yes	Yes	Low Speed	Web_Chat_Support	Two year	100hrs+	Active	4a02befa-4d23-498b-9944-68ca88bd5409	churn	0.017116	0	no_churn	-0.149279	-0.002464	0.002065	-0.013213	0.019094	-0.218137	0.040921	0.051988	Male	48	No	Yes	Employed	Suburban	High School or Below	1,672,207,200
67	Yes	No	High Speed	Web_Chat_Support	One year	<50hrs	Active	e5ad5593-f77c-4a92-98a7-14b11ece24f5	no_churn	0.195266	0	no_churn	-0.099276	-0.002559	-0.038188	-0.023882	0.024817	-0.137118	0.044675	0.052504	Male	22	No	No	Employed	Suburban	High School or Below	1,672,207,200
71	Yes	No	High Speed	Web_Chat_Support	One year	100hrs+	Active	1eb22ca7-d190-4b7d-8911-d7fb190ad541	no_churn	0.06478	0	no_churn	-0.132886	-0.00311	-0.057679	-0.006708	0.01875	-0.167305	0.042991	0.05192	Male	53	No	No	Employed	Suburban	College	1,672,207,200
71	Yes	Yes	Low Speed	Web_Chat_Support	Two year	100hrs+	Active	8a46e414-3068-4259-aa5e-3aaed0172c9c	no_churn	0.041773	0	no_churn	-0.128764	-0.002256	0.007667	-0.050377	0.012737	-0.206143	0.049472	0.058637	Female	34	No	Yes	Employed	Suburban	High School or Below	1,672,207,200
31	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f617058a-dc57-4bc6-a6d3-923a8327e1d8	no_churn	0.316818	0	no_churn	0.035741	-0.003625	0.044323	0.051769	0.121829	0.095544	0.070609	0.104783	Male	31	No	Yes	Employed	Suburban	Bachelor	1,672,207,200
7	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f2259e63-b278-4542-8a49-2f311c5a81a8	churn	0.774294	1	churn	0.128592	-0.00084	0.121351	0.072435	0.09439	0.134297	0.058851	0.121897	Male	25	Yes	Yes	Employed	Suburban	College	1,672,207,200
28	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	8be720ce-ed1b-4cf8-b342-0f8e8417d79e	no_churn	0.27323	0	no_churn	-0.028152	-0.001596	-0.048724	-0.124021	0.075287	-0.169645	0.075394	0.08243	Female	39	No	No	Retired	Suburban	College	1,672,207,200
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	de346dbd-010e-4c57-919e-3b88d6e7fd74	churn	0.752834	1	churn	0.131171	-0.004224	0.124869	0.097965	0.101845	0.115712	0.043859	0.064776	Male	80	No	No	Employed	Rural	High School or Below	1,672,207,200
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	3263bcf2-9817-4a64-97ab-b96b1b667d16	no_churn	0.398092	0	no_churn	0.04701	-0.002928	0.13093	0.120321	0.04833	0.134388	0.170545	0.062377	Male	78	No	No	Employed	Suburban	Bachelor	1,672,207,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	143b7572-cb04-478a-a635-a81a244f1f72	churn	0.785354	1	churn	0.02548	-0.002215	0.102443	-0.003895	0.03161	0.114669	0.009265	0.03559	Female	70	No	No	Employed	Urban	High School or Below	1,672,207,200
67	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	2dabb97d-e6e1-429f-ab87-67e19ffe3cd8	no_churn	0.22032	0	no_churn	-0.114245	-0.001906	0.011655	-0.050194	-0.040708	-0.090504	0.004955	0.011921	Female	37	Yes	Yes	Employed	Suburban	Bachelor	1,672,207,200
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f8d81057-27aa-4c88-8a48-7bf3493e7027	churn	0.515012	1	churn	0.05414	-0.001758	0.157997	0.100836	0.053826	0.142935	0.152577	0.07042	Female	22	No	Yes	Employed	Suburban	College	1,672,207,200
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	1e1e9b40-5f37-4e4c-9cdd-bc02df9731d5	no_churn	0.353438	0	no_churn	-0.159381	-0.004755	0.024691	-0.088583	0.013489	0.005648	-0.043591	-0.006544	Female	69	Yes	Yes	Employed	Rural	College	1,672,207,200
21	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	7d1dbdef-3468-4915-b89e-f004bcbc3730	churn	0.603183	1	churn	-0.020229	-0.004043	0.033956	0.068164	0.039204	0.057875	0.058323	0.063411	Male	20	Yes	Yes	Employed	Suburban	High School or Below	1,672,207,200
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	b6406d79-c78f-4737-b2b7-75e60efb81bb	churn	0.606871	1	churn	0.102516	-0.004564	0.019903	-0.014732	0.081907	0.119982	0.058602	0.007956	Female	32	Yes	Yes	Employed	Suburban	High School or Below	1,672,207,200
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	2b93b2e4-45b5-44be-a4cb-60c29a0a64a1	no_churn	0.527349	0	no_churn	0.132289	-0.004388	-0.018957	-0.010918	0.060913	0.128542	0.044425	0.069103	Male	75	No	No	Employed	Suburban	College	1,672,207,200
65	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	2e47ec7a-f568-4858-88c7-bdb383738698	no_churn	0.259457	0	no_churn	-0.276684	-0.003898	0.025964	-0.045927	0.017261	0.032966	-0.020202	0.001493	Female	74	No	Yes	Unemployed	Suburban	High School or Below	1,672,207,200
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	7b431c75-9694-4249-b6ea-554f86122c55	no_churn	0.577855	0	no_churn	0.045309	-0.002493	0.131343	0.118339	0.046064	0.145513	0.138861	0.065419	Male	30	No	Yes	Medical Leave	Rural	Bachelor	1,672,207,200
71	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f650f7ac-60a3-408f-b138-15dcd515da37	no_churn	0.263623	0	no_churn	-0.055045	-0.001668	0.111147	0.060476	0.079377	0.108836	0.147857	0.121255	Female	55	No	Yes	Disabled	Suburban	High School or Below	1,672,207,200
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	2e420d1a-347e-4edf-8bdc-b6c3de429d78	churn	0.573428	1	churn	0.08987	-0.005639	0.012089	-0.014435	0.010796	0.071414	-0.003058	0.050936	Female	80	No	Yes	Retired	Suburban	College	1,672,207,200
68	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	bee65d74-59ed-4427-9773-4d5efc36011f	no_churn	0.227214	1	churn	-0.099559	-0.002088	0.019629	0.014834	-0.008876	-0.101743	-0.042362	0.03114	Male	57	No	No	Employed	Rural	Bachelor	1,672,207,200
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	0bfe1630-c6cb-4cc7-af23-ac600f584f6c	churn	0.644123	1	churn	0.001088	-0.002155	0.111315	0.088973	0.048708	0.122046	0.076029	0.051633	Male	78	No	No	Medical Leave	Suburban	Bachelor	1,672,207,200
66	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	9e883801-a965-49e1-bf04-7a882a654302	no_churn	0.046949	0	no_churn	0.031972	-0.000691	0.084679	0.084574	0.042654	-0.025169	0.122177	0.060778	Female	29	No	Yes	Retired	Suburban	High School or Below	1,672,207,200
44	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	eea06287-2e36-4034-9cb8-9c0ca247d860	no_churn	0.287906	0	no_churn	-0.195704	-0.006199	-0.091709	-0.008241	-0.005789	0.040497	0.015979	0.04814	Male	75	No	Yes	Employed	Rural	College	1,672,207,200
71	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	0581853c-f0eb-4ea4-98ea-4389fbe6d5f2	no_churn	0.0475	0	no_churn	-0.023867	-0.001683	0.078264	0.092355	0.086899	-0.018963	0.07666	0.083998	Female	45	Yes	Yes	Employed	Urban	Master	1,672,207,200
70	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	100hrs+	Active	687fa946-97b9-47d1-9590-31dce0e406bb	no_churn	0.07985	0	no_churn	-0.132795	-0.001901	0.049587	0.038263	0.016753	-0.192228	0.035543	0.060752	Male	35	No	No	Unemployed	Suburban	Bachelor	1,672,207,200
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	416d7157-5807-4048-abc6-c3af8743d057	no_churn	0.661182	0	no_churn	-0.078532	-0.004572	-0.034881	-0.084526	-0.019656	0.081436	-0.08475	0.023122	Female	60	No	No	Medical Leave	Suburban	Bachelor	1,672,207,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	32b6aade-6cf3-49f5-a0dc-2ef00f001d7e	churn	0.592976	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	58	Yes	No	Medical Leave	Rural	Doctor	1,672,207,200
71	Yes	No	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	21df585f-2e0c-4ffe-b8b0-b5422909f861	no_churn	0.049192	0	no_churn	-0.122373	-0.003267	-0.01944	0.02539	-0.006384	-0.106579	-0.014247	-0.022125	Female	21	No	Yes	Unemployed	Suburban	College	1,672,207,200
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3263fd1a-69cd-4bdf-89c8-038b4ec463c3	churn	0.664735	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	40	No	No	Employed	Suburban	Doctor	1,672,207,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	723f92bf-756f-4d98-a825-885c3673c1b6	no_churn	0.730951	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	41	Yes	No	Employed	Rural	College	1,672,207,200
24	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8bedeb9e-24b5-4cb0-9e8d-0cae3a2c9837	no_churn	0.366639	0	no_churn	-0.180149	-0.010301	-0.103829	0.040856	0.001417	0.048999	-0.040693	-0.025325	Male	52	No	Yes	Employed	Rural	Bachelor	1,672,207,200
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f0f429a4-dc44-456b-9852-083ca764337c	churn	0.48837	1	churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Male	58	Yes	Yes	Employed	Rural	College	1,672,207,200
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5989057b-2cd2-41b8-9cc2-b541316a2e30	no_churn	0.777751	0	no_churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Female	52	No	Yes	Unemployed	Urban	College	1,672,207,200
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0aa43811-6567-4218-974c-65ffc5b3b428	churn	0.543156	1	churn	-0.089947	-0.00289	0.060129	0.112927	0.005376	0.093745	-0.009021	-0.048384	Male	71	No	Yes	Employed	Urban	Bachelor	1,672,207,200
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2c17fbda-3cbb-4998-b3fa-4ef361312ef4	churn	0.566766	1	churn	0.098763	-0.003275	-0.034186	0.073063	0.025705	0.121385	-0.003919	-0.031794	Male	43	No	No	Employed	Suburban	High School or Below	1,672,207,200
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ec075c39-d433-4dea-a2c4-2f344e2def82	churn	0.427292	1	churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Female	56	Yes	Yes	Medical Leave	Suburban	College	1,672,207,200
42	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c03eab13-a2ba-4c11-b2bf-64b1517844b9	churn	0.274548	1	churn	0.182047	-0.000331	0.03598	0.203345	0.134195	0.137896	0.006987	0.030855	Female	25	Yes	Yes	Employed	Suburban	High School or Below	1,672,207,200
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e2adf02e-8f51-4892-8787-7208857efb12	no_churn	0.473806	0	no_churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	66	Yes	Yes	Unemployed	Rural	High School or Below	1,672,207,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5d02ba9a-7cc2-4cc1-871e-f723ddd67b98	churn	0.562559	1	churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	65	No	No	Employed	Suburban	Bachelor	1,672,207,200
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c3792ec2-5422-460e-bdca-68bdb7699c44	churn	0.677125	1	churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Male	74	No	No	Unemployed	Suburban	Bachelor	1,672,207,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	13055de7-740c-44f2-8877-eefeb3cdcc2f	no_churn	0.816267	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	55	No	No	Retired	Suburban	Master	1,672,207,200
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	00e856f5-e272-4df0-890f-24e8ca389614	churn	0.655434	1	churn	0.006216	-0.004063	0.050267	0.113125	0.020646	0.118432	-0.027742	-0.036109	Male	80	No	No	Unemployed	Suburban	High School or Below	1,672,207,200
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1e252a07-5e26-41a6-a386-f71b6d7e231c	churn	0.674849	1	churn	0.006216	-0.004063	0.050267	0.113125	0.020646	0.118432	-0.027742	-0.036109	Female	45	No	Yes	Employed	Suburban	Master	1,672,207,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dd1171c2-4e2f-4565-a587-5bda6d4db779	no_churn	0.821839	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	63	Yes	Yes	Employed	Suburban	High School or Below	1,672,207,200
44	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3576644f-d592-4a4a-94d4-3ee6e3f5f390	no_churn	0.53495	0	no_churn	-0.148574	-0.002951	0.077666	0.058589	0.023219	0.083236	-0.022541	-0.034882	Female	22	No	No	Unemployed	Urban	Bachelor	1,672,207,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ccdb62f7-14ea-4f3b-a328-f5ab875e3acd	churn	0.896318	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	34	Yes	Yes	Unemployed	Suburban	College	1,672,207,200
65	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	a81e9dd7-0d4f-4409-bb26-7ca9578e178f	no_churn	0.055062	0	no_churn	-0.095993	-0.003489	-0.092326	0.022641	0.004581	-0.072555	-0.018239	-0.013647	Male	78	No	Yes	Employed	Suburban	Bachelor	1,672,207,200
39	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	57d59b9a-94bc-4c32-ace0-397ab008f6ef	churn	0.422746	1	churn	-0.027846	-0.007955	-0.074744	0.115115	-0.000749	0.101188	0.008839	-0.0337	Female	66	No	Yes	Employed	Suburban	Master	1,672,207,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e5910603-5fe9-4f7d-b8d1-13c810030800	churn	0.818401	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	35	Yes	Yes	Employed	Rural	Bachelor	1,672,207,200
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6555e1b3-ed38-43cb-8aa3-9dbad399d41c	no_churn	0.567912	0	no_churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Female	37	Yes	Yes	Employed	Suburban	Master	1,672,207,200
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7216d958-d147-410d-b29a-1f6b073df7e3	churn	0.7675	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	38	Yes	Yes	Employed	Suburban	High School or Below	1,672,207,200
9	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	30a9e010-d642-44a2-b9f6-5065882bc9d4	no_churn	0.221707	0	no_churn	-0.020371	-0.004471	0.004944	0.041826	-0.029959	-0.185803	-0.024977	-0.050215	Female	44	Yes	No	Employed	Suburban	College	1,672,207,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a7626d84-0bd8-417b-9395-dfb7a184c4eb	churn	0.767261	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	33	Yes	No	Employed	Rural	College	1,672,207,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	204706ea-ecab-4318-b38d-a9ee061ecbf8	churn	0.86904	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	55	Yes	No	Unemployed	Urban	Bachelor	1,672,207,200
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fc181c70-7a00-4177-b0be-d5bcdaaaa296	no_churn	0.451417	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	72	No	Yes	Unemployed	Suburban	College	1,672,207,200
47	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b91e0160-e8a0-47a1-ab3f-6f56377aadc3	churn	0.491359	1	churn	0.030882	-0.001331	0.04395	0.134151	0.043117	0.12672	-0.00966	-0.017157	Male	42	No	No	Disabled	Suburban	Bachelor	1,672,207,200
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	824b59c9-a4f0-4063-b31e-72096b9ecc28	churn	0.911562	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	47	Yes	No	Unemployed	Suburban	Bachelor	1,672,207,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b69fc8f7-27a0-4f4d-9618-7796b7b28967	no_churn	0.56059	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	35	No	Yes	Employed	Suburban	Master	1,672,207,200
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	04823c22-74a0-49a5-9ad1-66f31ae476f6	churn	0.697488	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	73	No	No	Employed	Suburban	Bachelor	1,672,207,200
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	88ebdcc0-a2c4-4242-b42f-e9aa34ff9bfc	churn	0.475234	1	churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Female	28	No	Yes	Employed	Suburban	College	1,672,207,200
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	29a2a392-c225-4063-9c17-741395e92652	no_churn	0.21611	0	no_churn	-0.066414	-0.004155	-0.061019	0.102772	0.051561	0.080675	-0.043375	-0.0167	Male	74	No	No	Employed	Suburban	Master	1,672,207,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c66a1e94-4a88-4d8e-903b-62ba2c009eef	churn	0.476879	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Male	52	No	Yes	Unemployed	Suburban	Bachelor	1,672,207,200
50	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	54dd5c5d-dd8e-48ea-8bf7-513ba1113b52	no_churn	0.51909	1	churn	0.072835	0.000405	0.088634	0.110778	0.116363	0.142153	0.000232	0.015236	Female	58	Yes	Yes	Employed	Suburban	High School or Below	1,672,207,200
42	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	260c04a5-31ba-453a-930d-d45e0961dbcb	no_churn	0.263202	0	no_churn	-0.040067	-0.005499	0.005298	-0.12244	0.018898	0.060982	-0.045836	-0.065363	Female	68	No	Yes	Employed	Suburban	Bachelor	1,672,207,200
71	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	491ac136-c09d-432f-bda4-14d071c275bf	no_churn	0.031237	0	no_churn	-0.092776	-0.004034	0.006538	-0.007449	0.007613	-0.120908	-0.016878	-0.041132	Female	53	Yes	Yes	Employed	Suburban	Bachelor	1,672,207,200
49	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	1035a9ee-65d3-44aa-a396-03f36a4b2ac3	no_churn	0.031586	0	no_churn	-0.048755	0.023152	-0.001667	-0.022498	-0.03897	-0.174713	0.043639	0.030786	Female	22	No	Yes	Unemployed	Suburban	Bachelor	1,672,207,200
24	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	e637962c-bbf7-4892-aa13-afe87c6d09f2	no_churn	0.035143	0	no_churn	-0.066931	-0.006972	0.005301	-0.051558	-0.034326	-0.069589	-0.020068	-0.024884	Female	58	Yes	No	Employed	Suburban	High School or Below	1,672,207,200
24	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	3e89fabe-4864-4fe9-9149-f6dbc940b5ad	no_churn	0.02671	0	no_churn	-0.068374	-0.008071	-0.023567	-0.021693	0.003728	-0.076766	-0.036829	-0.037453	Male	54	No	Yes	Employed	Suburban	High School or Below	1,672,207,200
71	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	8f4df238-f90f-44cf-9bab-956aeddad803	no_churn	0.005971	0	no_churn	-0.096577	-0.002424	0.014861	0.051391	-0.007797	-0.102994	-0.005342	-0.009478	Male	73	No	No	Unemployed	Suburban	Bachelor	1,672,207,200
24	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	3afb0f33-31ee-4156-a363-fd1021e2d96b	no_churn	0.035143	0	no_churn	-0.066931	-0.006972	0.005301	-0.051558	-0.034326	-0.069589	-0.020068	-0.024884	Male	37	Yes	No	Employed	Suburban	College	1,672,207,200
59	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	f911b219-5d71-4a06-b1ef-32b27db3f1cb	no_churn	0.028182	0	no_churn	-0.065508	-0.004419	0.000615	-0.033274	-0.036719	-0.085873	-0.022046	-0.021803	Female	25	No	Yes	Employed	Suburban	College	1,672,207,200
60	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Active	c2c4b9ad-26d1-4645-9b07-f39c97660169	no_churn	0.057576	0	no_churn	-0.046125	-0.002431	0.015393	0.019685	0.083149	-0.013697	0.063922	0.058791	Male	25	No	Yes	Employed	Rural	High School or Below	1,672,207,200
3	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	2952f34a-ddbb-4a17-a822-6eb088dd8124	no_churn	0.384927	0	no_churn	0.11719	-0.006858	0.014355	-0.144648	0.036822	0.099394	-0.04708	-0.061053	Female	46	No	Yes	Unemployed	Rural	College	1,672,207,200
44	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d87e9e3f-4a71-4fd8-b58b-0ade33e60c0c	no_churn	0.53495	0	no_churn	-0.148574	-0.002951	0.077666	0.058589	0.023219	0.083236	-0.022541	-0.034882	Female	63	Yes	No	Employed	Suburban	College	1,672,207,200
15	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	5f1abc12-a2cc-4b82-a574-22022886ac20	no_churn	0.212661	0	no_churn	0.168759	-0.011469	0.027251	-0.009588	-0.033632	0.103267	0.102855	0.09353	Male	35	No	No	Employed	Rural	College	1,672,207,200
44	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	30c49132-ed5d-40d6-909c-a6d91969b4b8	no_churn	0.339018	0	no_churn	-0.22839	-0.006748	-0.000377	-0.07388	0.046597	0.01075	-0.007629	0.005651	Female	54	No	Yes	Employed	Rural	High School or Below	1,672,207,200
5	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1a6eeca6-ae29-4fdd-b918-f3d549aae178	no_churn	0.2515	0	no_churn	0.12293	-0.011953	0.037941	-0.036081	-0.111749	0.079813	-0.023867	-0.011107	Male	73	Yes	Yes	Retired	Suburban	Bachelor	1,672,207,200
70	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	2b4f91c8-355c-4eb9-aa7e-ea5c436e3335	churn	0.422948	1	churn	-0.122148	-0.002068	0.008139	0.023131	-0.109415	-0.132098	0.014124	0.051309	Female	61	Yes	No	Disabled	Suburban	Bachelor	1,672,207,200
68	Yes	Yes	High Speed	In_Store_Support	One year	<50hrs	Active	92c5df1a-dc57-49c3-9f04-bb069c6defeb	no_churn	0.178376	0	no_churn	-0.086654	-0.001339	0.033874	-0.017239	-0.036597	-0.053299	0.072808	0.059421	Male	75	Yes	Yes	Retired	Suburban	High School or Below	1,672,207,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3194f7dd-cf35-43c1-a963-c411c7d86a6b	churn	0.592976	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	40	Yes	No	Employed	Suburban	Bachelor	1,672,207,200

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