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
4	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	9c4a38b2-fefa-44ac-9ff2-80835c886015	no_churn	0.531463	0	no_churn	0.150384	0.000993	0.05868	0.090968	-0.008585	0.102694	-0.039527	0.029034	Male	42	Yes	Yes	Unemployed	Suburban	Master	1,671,084,000
57	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	1689ec25-32e8-47cd-b0ad-4fba72c538b6	no_churn	0.176335	0	no_churn	-0.148904	-0.013372	-0.043497	0.042019	-0.014159	0.017505	-0.015819	0.007201	Male	79	No	No	Employed	Suburban	College	1,671,084,000
4	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	1575594e-43aa-4f9a-b809-3ce3d2053393	no_churn	0.152614	0	no_churn	0.14037	-0.001307	-0.069	-0.072871	0.023227	0.078277	0.089381	-0.059097	Female	70	Yes	Yes	Employed	Rural	Bachelor	1,671,084,000
38	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	cb47157e-969c-4a96-a9b1-52b200b914f2	no_churn	0.05645	0	no_churn	-0.048329	-0.013712	-0.02292	-0.176541	-0.013469	0.041017	0.004099	-0.011671	Male	67	Yes	No	Medical Leave	Suburban	Bachelor	1,671,084,000
14	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	e45be43a-18fd-4bd1-8f51-1fa655a506b4	no_churn	0.045281	0	no_churn	0.084689	-0.013958	0.085914	-0.03679	0.033741	0.096274	-0.004759	-0.028613	Female	79	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	424aea65-4dc8-423c-b6ba-63ed7a9559b0	no_churn	0.337465	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	34	No	No	Employed	Suburban	Bachelor	1,671,084,000
41	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	a1895b9d-2733-41fe-91aa-756eeec0f89c	no_churn	0.132147	0	no_churn	-0.078147	-0.015449	-0.025499	-0.054276	-0.10605	0.031862	0.009382	-0.020849	Female	65	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
67	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	962b1be3-45e5-4750-9eb2-72412ef51e15	no_churn	0.022611	0	no_churn	-0.113275	-0.015204	0.013792	-0.023553	-0.045097	0.032902	0.019945	-0.023536	Female	31	No	No	Employed	Suburban	Bachelor	1,671,084,000
48	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	2010a2bd-675d-4021-84e7-51c7ce5904d2	no_churn	0.192863	0	no_churn	-0.091537	-0.002493	-0.068408	0.140803	0.078174	0.056598	0.088234	0.039603	Male	33	Yes	Yes	Disabled	Suburban	Bachelor	1,671,084,000
36	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	fc4c8989-2a0a-4acb-b0ee-60c03f1dbfe6	no_churn	0.039416	0	no_churn	-0.123065	-0.009617	-0.02732	-0.08664	-0.013057	0.029989	-0.005892	-0.013423	Female	53	No	No	Employed	Suburban	High School or Below	1,671,084,000
70	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	dcc7c960-c45b-42ad-9ae6-307512b8b51c	no_churn	0.151249	1	churn	-0.021917	-0.003749	0.091175	0.087804	0.029949	0.081802	0.101683	0.095727	Female	66	No	Yes	Employed	Suburban	High School or Below	1,671,084,000
5	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	7bfb2b70-e266-4efa-85d8-754fed107711	no_churn	0.114973	0	no_churn	0.174481	-0.002633	-0.011321	-0.011825	0.005226	0.097024	0.096834	-0.055687	Male	45	No	Yes	Employed	Rural	High School or Below	1,671,084,000
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	5204467a-0e72-4ecd-ad4a-56efd15d44e3	no_churn	0.110118	0	no_churn	-0.281796	-0.00419	0.016103	-0.032975	-0.006022	0.032975	0.025279	-0.018399	Male	37	No	Yes	Unemployed	Urban	High School or Below	1,671,084,000
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	8399eacf-e098-4be2-9fcd-256f02d4c205	no_churn	0.83959	1	churn	0.009117	-0.003223	-0.028473	-0.037438	-0.00978	0.098769	0.011513	0.036584	Female	30	Yes	No	Employed	Suburban	Bachelor	1,671,084,000
67	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	c4e3e6c1-994f-48a6-acda-6e2e49f9d36f	no_churn	0.085046	0	no_churn	-0.257747	-0.003548	0.027047	-0.018826	0.008756	0.008337	-0.029324	0.006279	Male	39	No	Yes	Employed	Urban	Bachelor	1,671,084,000
59	Yes	Yes	Medium Speed	Expired	One year	100hrs+	Active	3c0adccd-38bd-41cf-b435-d83012ced780	no_churn	0.1181	0	no_churn	-0.10512	-0.004234	0.01175	-0.0411	-0.034125	-0.054932	0.034371	0.036697	Male	57	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
3	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	4c96b155-cf9a-49c2-9544-e5f3d38a7991	no_churn	0.52047	1	churn	0.039286	-0.016937	-0.0878	-0.120189	-0.032741	0.054326	-0.058014	0.023043	Male	69	Yes	Yes	Employed	Suburban	High School or Below	1,671,084,000
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	82683904-ff8a-4189-9550-f5f4f8eefab2	no_churn	0.005171	0	no_churn	-0.130722	-0.00975	0.033789	-0.084863	-0.057009	0.057432	0.046026	0.06107	Female	45	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	410b403f-fbf7-4020-a1f0-c6c2af62cba1	no_churn	0.558152	0	no_churn	-0.053719	-0.003094	0.086726	0.058079	0.037995	0.076748	0.074582	-0.048384	Male	77	No	No	Employed	Rural	Bachelor	1,671,084,000
29	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Active	c642234c-739b-4178-8e91-92326430b59c	no_churn	0.097922	0	no_churn	-0.10494	0.01935	-0.004976	-0.043035	-0.073664	0.057554	-0.023023	0.043707	Female	44	Yes	No	Medical Leave	Urban	College	1,671,084,000
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	9ffc2093-cc86-431a-9b13-de8637fe2e31	no_churn	0.631473	1	churn	-0.104341	-0.004859	-0.076123	-0.02326	0.055645	0.058284	-0.054339	0.014967	Male	21	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
63	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Active	13bf3b59-f1a9-4706-916a-f667eb6a6945	no_churn	0.134853	0	no_churn	-0.10329	-0.002605	0.044804	0.077273	0.037336	-0.113176	0.024118	0.016513	Female	56	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
10	No	No phone service	Low Speed	Expired	Month-to-month	0hrs	Disabled	9241450a-5416-450f-9ac2-6fca296bda80	no_churn	0.545733	1	churn	0.165526	0.204696	0.065345	0.044447	0.113204	0.144623	-0.018477	-0.01589	Female	79	No	No	Employed	Suburban	High School or Below	1,671,084,000
3	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	fe3e6eec-a0d9-4248-9eb8-e0ddf6afcc77	no_churn	0.159217	0	no_churn	0.116649	-0.009452	-0.026843	-0.068472	-0.040845	0.078202	-0.017671	-0.043736	Male	78	No	No	Employed	Suburban	College	1,671,084,000
25	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	f74bd356-8604-428c-b3d7-db30bd5907ba	no_churn	0.023747	0	no_churn	-0.077223	-0.009584	-0.053417	-0.079991	-0.016555	0.008025	-0.020611	-0.01967	Female	23	No	Yes	Unemployed	Suburban	Bachelor	1,671,084,000
31	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	3c3fb190-5477-4bd4-9186-17e6bc4d1e9e	no_churn	0.273465	0	no_churn	-0.185642	-0.012351	-0.01756	0.060747	-0.055998	0.054053	-0.044222	-0.056909	Male	38	No	Yes	Employed	Urban	High School or Below	1,671,084,000
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	50545096-04d6-4c48-929a-1188adda35b0	no_churn	0.259321	0	no_churn	0.231079	-0.009507	-0.041805	-0.087524	-0.030974	0.119886	0.049127	-0.025216	Male	43	Yes	No	Unemployed	Suburban	High School or Below	1,671,084,000
4	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	f32eb7ac-4890-4458-8274-c4c3c65b3c61	no_churn	0.114973	0	no_churn	0.141829	0.001765	0.021482	-0.062838	0.020017	0.116267	0.074159	-0.047026	Male	70	No	Yes	Unemployed	Urban	Bachelor	1,671,084,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e094efef-4355-4804-8e05-cbc49347efaf	no_churn	0.880153	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Female	74	No	No	Employed	Urban	High School or Below	1,671,084,000
41	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	bfc6dd96-c1ef-41f8-9b5e-d320915f57ce	no_churn	0.70615	1	churn	-0.08504	-0.009631	0.03282	-0.085815	-0.10347	0.060011	0.033454	0.056311	Male	56	No	Yes	Employed	Suburban	Bachelor	1,671,084,000
46	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	1f188d95-2a53-4211-a2b5-d0a2d650ff49	no_churn	0.129741	0	no_churn	-0.1584	-0.003534	0.004803	-0.050235	-0.069247	-0.028417	0.038681	0.047323	Female	65	No	No	Medical Leave	Rural	High School or Below	1,671,084,000
69	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Active	570adfaf-5951-40ee-b363-219562d7387c	no_churn	0.058853	0	no_churn	-0.082753	0.03851	0.010126	-0.04753	0.028884	0.087812	0.049834	0.026092	Female	25	No	No	Unemployed	Urban	College	1,671,084,000
72	Yes	No	Low Speed	In_Store_Support	Two year	100hrs+	Active	5092135f-1cca-4154-a0c2-d4e78a0c262e	no_churn	0.003648	0	no_churn	-0.089265	-0.003597	-0.017148	-0.010404	-0.046495	-0.134207	0.01235	0.019741	Male	60	No	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
68	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	a2d85b78-3f58-4360-8a14-c3158c72175f	no_churn	0.073679	0	no_churn	-0.143186	0.068191	0.030669	-0.092506	0.018654	0.0697	0.014754	-0.025302	Female	51	Yes	Yes	Unemployed	Urban	College	1,671,084,000
14	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	23c87ca9-e553-495d-bab3-9f57d83f7f1c	no_churn	0.045281	0	no_churn	0.082413	-0.011847	0.074821	-0.022301	-0.010409	0.083042	0.055154	-0.028613	Male	44	No	No	Employed	Suburban	Bachelor	1,671,084,000
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ce89a4b3-bf2a-4e9f-afbd-5137719eefc2	no_churn	0.115546	0	no_churn	-0.281796	-0.00419	0.016103	-0.032975	-0.006022	0.032975	0.025279	-0.018399	Male	53	Yes	Yes	Employed	Urban	College	1,671,084,000
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	7d49374c-3190-41e4-9925-cfa90b91044b	no_churn	0.672735	1	churn	0.282337	-0.006567	-0.046715	0.069512	-0.008419	0.119451	0.093569	0.075306	Male	29	Yes	No	Employed	Suburban	High School or Below	1,671,084,000
5	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	aa23987f-2634-4440-ab8e-a5ade4ad4294	no_churn	0.151654	0	no_churn	0.094659	-0.006083	0.034461	-0.103314	-0.080137	0.076843	-0.01943	-0.041415	Female	79	No	Yes	Employed	Suburban	Master	1,671,084,000
17	Yes	Yes	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	ba5b82f6-e5d8-42c8-b79a-6b0bd367a626	no_churn	0.236127	0	no_churn	0.030881	-0.008264	0.023323	-0.124373	0.064939	0.069543	-0.038179	-0.007729	Female	58	No	No	Unemployed	Suburban	High School or Below	1,671,084,000
31	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	943e7588-e6ef-45f4-bc91-3224e9d7897d	no_churn	0.330777	1	churn	-0.133486	-0.011262	0.006618	0.075392	-0.031366	0.063898	0.014232	-0.056909	Female	64	Yes	Yes	Employed	Suburban	Bachelor	1,671,084,000
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<80hrs	Active	58df177b-a765-4727-a49e-0f8c97631b16	no_churn	0.006305	0	no_churn	-0.157379	-0.003192	0.006919	0.03463	-0.050445	-0.147903	0.023061	0.025284	Male	58	Yes	No	Employed	Suburban	College	1,671,084,000
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4241c98b-fb62-4877-beb8-866da956b1c7	no_churn	0.115546	0	no_churn	-0.27296	-0.004382	0.012778	0.00465	-0.011936	0.034484	-0.01326	-0.018399	Female	54	No	Yes	Employed	Suburban	College	1,671,084,000
58	Yes	No	Low Speed	Expired	One year	<80hrs	Disabled	423e86bb-f2d9-4f3f-b6f1-1e75b1eae66b	no_churn	0.051252	0	no_churn	-0.084305	-0.00555	-0.013021	-0.053597	-0.031839	-0.053576	0.028034	-0.025173	Female	80	No	No	Employed	Suburban	Master	1,671,084,000
44	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	d0061ada-d19e-411d-a125-2517c2a8b531	no_churn	0.18831	0	no_churn	-0.194523	0.046212	0.009692	-0.031053	-0.066483	0.06634	-0.012638	0.033426	Female	61	No	No	Employed	Suburban	Bachelor	1,671,084,000
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	315ab402-d03d-4cf9-99e7-b787841e33c0	no_churn	0.178489	0	no_churn	0.071702	-0.019281	-0.065203	-0.179436	-0.059781	0.054184	-0.04089	-0.030322	Female	30	No	No	Employed	Suburban	Bachelor	1,671,084,000
27	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	f6d5166f-c38c-4f79-b4aa-549f1bff3bc7	no_churn	0.320061	0	no_churn	-0.178946	-0.007432	-0.108613	0.055711	-0.111496	0.040771	0.026067	0.014912	Male	45	No	Yes	Employed	Rural	College	1,671,084,000
45	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	825e6b6a-6afb-4cea-a809-e9879c56c693	no_churn	0.300233	0	no_churn	-0.226731	-0.005141	-0.02897	-0.01609	0.063578	0.019683	-0.025213	-0.000142	Female	41	Yes	No	Unemployed	Suburban	College	1,671,084,000
51	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	99f4a2a4-efbf-4b57-ae4a-7d4a4118634e	no_churn	0.081319	0	no_churn	-0.235147	-0.006034	-0.043307	0.058949	0.000148	-0.004772	-0.021842	-0.017022	Male	41	No	No	Unemployed	Suburban	College	1,671,084,000
17	Yes	No	High Speed	Expired	One year	100hrs+	Active	e14f8ed6-edf9-4a5b-80c3-00d3f8d1f4ee	no_churn	0.397776	0	no_churn	-0.033581	-0.002394	-0.07687	-0.066305	-0.002517	-0.051406	0.032656	0.031391	Female	24	Yes	Yes	Employed	Urban	College	1,671,084,000
14	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	3eecf528-32fb-4ad6-8788-290e67f59908	no_churn	0.069344	0	no_churn	0.034552	-0.012304	-0.067872	-0.001745	0.060541	0.094602	0.141325	-0.072347	Female	58	No	Yes	Employed	Rural	High School or Below	1,671,084,000
48	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	dec37140-6db6-4a03-881d-eb664b51bfa6	no_churn	0.081428	0	no_churn	0.01243	-0.000478	0.135246	0.203825	0.082188	0.114227	-0.001896	0.016585	Male	32	No	Yes	Employed	Rural	Bachelor	1,671,084,000
46	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	d1f3fe38-b00c-42fc-913e-fc56d40fc4ae	churn	0.129741	0	no_churn	-0.207546	-0.006473	0.018821	-0.044855	-0.034694	0.038359	-0.0208	0.028162	Female	40	No	No	Employed	Rural	High School or Below	1,671,084,000
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ffb679ed-b514-4b02-b165-f4fd49cb4e53	no_churn	0.609848	0	no_churn	0.236828	-0.006696	-0.036588	0.080046	0.025546	0.136174	0.082667	-0.040643	Female	56	No	No	Retired	Suburban	Bachelor	1,671,084,000
5	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	c224f840-35a1-499a-9d18-8a4339c86ca1	no_churn	0.114973	0	no_churn	0.174481	-0.002633	-0.011321	-0.011825	0.005226	0.097024	0.096834	-0.055687	Female	64	No	No	Employed	Urban	Bachelor	1,671,084,000
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	257b61da-60ce-4285-8fa2-51038f17ad40	no_churn	0.367753	0	no_churn	-0.159381	-0.004755	0.024691	-0.088583	0.013489	0.005648	-0.043591	-0.006544	Male	33	No	Yes	Medical Leave	Suburban	College	1,671,084,000
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1b5a098c-b7d4-48dc-b03f-af019ec8a5fa	no_churn	0.567815	1	churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Female	43	No	Yes	Unemployed	Suburban	High School or Below	1,671,084,000
40	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	69a0d240-eb6b-4bac-a5a9-d2e17cb9e4f3	no_churn	0.512272	1	churn	-0.054529	-0.001881	0.126741	0.088427	0.06622	0.136432	0.112575	0.126513	Female	72	No	No	Employed	Urban	Bachelor	1,671,084,000
25	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	c4af3a93-8b22-457f-9de6-5315fe586d5e	no_churn	0.023747	0	no_churn	-0.094406	-0.013338	-0.121156	-0.066808	0.046056	0.028859	0.034013	-0.037246	Female	48	No	No	Employed	Suburban	College	1,671,084,000
14	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	be94f78a-5cd1-4834-991a-06d25f732da2	no_churn	0.448785	0	no_churn	0.109764	-0.006307	-0.044627	0.038443	0.118285	0.127506	0.135546	0.132364	Male	79	No	Yes	Employed	Suburban	Master	1,671,084,000
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	2ddf980f-4146-4a5d-a662-86b68e850d39	churn	0.138662	0	no_churn	0.026528	-0.013658	-0.024595	-0.094159	-0.073425	0.051946	-0.036394	0.034732	Male	75	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
54	Yes	Yes	Medium Speed	In_Store_Support	One year	100hrs+	Active	fb425f8b-88d0-4cb1-8ebd-0df9b4e7afcc	churn	0.165782	1	churn	-0.066176	-0.002109	0.021146	-0.072872	-0.070536	-0.054604	0.012525	0.043599	Female	39	No	Yes	Unemployed	Rural	High School or Below	1,671,170,400
68	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Active	0140c581-6636-41fd-bee9-0533a0f244c6	churn	0.020934	0	no_churn	0.063713	0.002791	0.074875	0.043435	0.047192	-0.167773	0.107156	0.098133	Female	35	No	No	Disabled	Rural	College	1,671,170,400
70	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	d3239ea7-515a-44ac-8b15-513ade5d9528	churn	0.019216	0	no_churn	-0.095287	0.015335	0.002873	-0.030929	-0.01214	-0.172547	0.008455	0.025213	Male	47	No	No	Employed	Urban	Doctor	1,671,170,400
13	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	cf5beb43-523c-4032-a215-c3da376d18fe	churn	0.014982	0	no_churn	0.026766	-0.004442	0.015662	-0.029925	-0.026911	-0.237637	0.030868	0.046593	Female	29	No	No	Unemployed	Suburban	College	1,671,170,400
67	Yes	No	High Speed	Expired	One year	100hrs+	Active	171b8aa9-d35d-473d-9bff-e0f14f7a33b9	churn	0.058911	0	no_churn	-0.156624	-0.004465	-0.04016	-0.038568	-0.024128	-0.06181	0.030827	0.035901	Female	65	Yes	Yes	Employed	Urban	College	1,671,170,400
44	Yes	No	Low Speed	Expired	One year	<80hrs	Active	a857cf08-d916-43dd-bb83-5cdee30e595d	churn	0.117124	0	no_churn	-0.111797	-0.006719	-0.007105	-0.062106	-0.048938	-0.048802	0.005397	0.041044	Male	41	No	Yes	Retired	Suburban	Bachelor	1,671,170,400
50	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	af5b4c7f-444b-4167-a8fa-8f1e24214af3	churn	0.093544	0	no_churn	-0.080172	-0.004915	0.021601	-0.030745	-0.088597	-0.109989	-0.005483	0.029274	Male	50	No	No	Unemployed	Suburban	College	1,671,170,400
56	Yes	No	High Speed	Phone_Support	Two year	<80hrs	Active	2184e1fd-9b72-49fa-9aca-6742fb7832f3	no_churn	0.062275	0	no_churn	0.021067	-0.000568	-0.015546	-0.003033	0.083351	-0.168234	-0.018565	0.062502	Female	76	No	No	Employed	Urban	College	1,671,170,400
35	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	48d6a5d8-3f1f-4016-9c4d-0a7645566cb0	churn	0.178254	0	no_churn	-0.133318	-0.002328	0.025204	-0.046166	-0.083996	-0.016189	0.005986	0.011781	Male	73	Yes	Yes	Employed	Rural	College	1,671,170,400
66	No	No phone service	Medium Speed	Expired	Two year	100hrs+	Active	d670d150-dda1-43f1-95c8-abdf1f3b9bea	churn	0.028313	0	no_churn	-0.031482	0.009181	-0.006901	-0.010184	-0.012257	-0.165122	0.007966	0.029773	Male	56	Yes	No	Employed	Suburban	College	1,671,170,400
71	Yes	No	High Speed	Expired	Two year	<80hrs	Active	f6f4f531-eb92-4878-9d38-25f78432907e	churn	0.006428	0	no_churn	-0.076144	-0.015702	-0.059609	-0.024371	-0.021351	-0.114314	0.019142	0.023322	Male	38	No	Yes	Employed	Rural	High School or Below	1,671,170,400
66	Yes	No	High Speed	Expired	Two year	<80hrs	Active	9fa7668d-2107-4292-9948-2dc94370e271	churn	0.020112	0	no_churn	-0.051696	-0.003688	-0.03385	-0.026218	-0.048855	-0.119803	-0.009054	0.024137	Female	57	Yes	Yes	Employed	Rural	High School or Below	1,671,170,400
71	No	No phone service	Low Speed	In_Store_Support	Two year	100hrs+	Active	24efb08b-847b-435a-91b6-d6cc863bd3b9	churn	0.011434	0	no_churn	-0.097845	-0.00729	-0.012908	-0.006941	-0.045026	-0.138543	0.016991	0.022537	Male	60	No	No	Employed	Suburban	High School or Below	1,671,170,400
68	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	2cd11f75-1666-46d1-9677-b17659faf37d	churn	0.014367	0	no_churn	-0.046266	-0.002816	0.026791	-0.094135	0.001652	-0.144414	0.040557	0.045689	Male	68	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
71	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	7f76b3d1-9f61-4fd3-aa97-64ccff58af4d	churn	0.027745	0	no_churn	-0.083751	-0.004212	0.011443	-0.051353	-0.020915	-0.174543	0.023799	0.030505	Female	53	No	No	Employed	Suburban	Bachelor	1,671,170,400
70	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	4dc3b73f-441e-4d1c-a901-102feba768d4	churn	0.04605	0	no_churn	-0.08254	-0.00391	0.011833	-0.030573	-0.033048	-0.149745	-0.008931	0.027888	Male	68	No	No	Unemployed	Rural	Bachelor	1,671,170,400
38	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	dd7f071b-9b94-41c0-9e44-7f644f1d04c5	churn	0.086294	0	no_churn	-0.06027	-0.004567	0.003095	-0.048641	-0.014161	0.078944	-0.019003	0.028363	Female	50	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
64	Yes	Yes	Low Speed	Expired	Two year	<80hrs	Active	b104e0bf-1041-4e4b-8f4d-993c6579038f	churn	0.012605	0	no_churn	-0.106258	-0.005551	0.007273	-0.016975	-0.031396	-0.120817	-0.003585	0.028283	Female	56	No	Yes	Unemployed	Urban	College	1,671,170,400
58	Yes	No	High Speed	Expired	One year	100hrs+	Active	71280e36-0651-49f3-99e2-db3f3fc902ca	churn	0.090561	0	no_churn	-0.164859	-0.005905	-0.03381	-0.03451	-0.043456	-0.053132	0.028098	0.038549	Female	21	Yes	No	Unemployed	Suburban	High School or Below	1,671,170,400
71	Yes	No	High Speed	Expired	Two year	100hrs+	Active	7cc2f194-01e5-4b94-ab9e-efc55081c189	churn	0.007112	0	no_churn	-0.092086	-0.005504	-0.025996	-0.021834	-0.035562	-0.128006	0.016142	0.023821	Male	71	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
69	Yes	No	High Speed	Expired	Two year	100hrs+	Active	007b6d10-1eab-4207-860f-a23e198ad03c	churn	0.017115	0	no_churn	-0.052812	-0.003332	-0.063826	-0.019945	-0.024069	-0.119611	0.031232	0.029349	Female	31	Yes	No	Employed	Rural	Bachelor	1,671,170,400
54	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	240e04b8-7619-4aa6-a6d9-c6d0a01206a7	churn	0.105619	0	no_churn	-0.124495	-0.013526	0.040764	-0.065732	-0.041087	0.018274	0.032635	0.044142	Male	20	No	Yes	Employed	Rural	Bachelor	1,671,170,400
6	Yes	No	Medium Speed	Phone_Support	Two year	100hrs+	Active	ed05392a-f425-42ea-b91e-27c211ddb9be	no_churn	0.015745	0	no_churn	0.013732	-0.002524	0.018542	0.001698	0.093895	-0.211488	0.079803	0.087316	Male	40	No	No	Unemployed	Urban	College	1,671,170,400
27	Yes	No	High Speed	Expired	One year	<80hrs	Active	69a28d41-9f4a-4689-a4cd-40ccd728bbcf	churn	0.112276	0	no_churn	-0.098309	-0.003969	-0.018028	-0.049553	-0.051769	-0.062618	-0.022372	0.037593	Male	50	No	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
68	No	No phone service	Low Speed	Expired	Month-to-month	<50hrs	Active	b5afd5ba-8ca1-4232-9529-74e032806a79	churn	0.123602	0	no_churn	-0.199241	-0.010118	-0.015581	-0.033688	-0.05314	0.050688	-0.021343	0.023399	Female	72	Yes	Yes	Employed	Rural	Bachelor	1,671,170,400
45	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	29b9f76d-3d4a-4f8a-a26a-9076db4e647a	churn	0.042415	0	no_churn	-0.100851	-0.004141	0.002716	-0.054546	-0.030753	-0.110982	0.008909	0.020622	Male	42	No	No	Employed	Suburban	College	1,671,170,400
60	No	No phone service	Medium Speed	Expired	Two year	<80hrs	Active	391ba38a-a2e2-4e28-9580-4c61da982161	churn	0.014674	0	no_churn	-0.036781	0.060208	0.029356	0.042049	0.017306	-0.104206	0.08676	0.036283	Female	29	No	No	Unemployed	Urban	College	1,671,170,400
62	Yes	No	High Speed	Expired	Two year	100hrs+	Active	6267d7de-c5e3-4062-a08f-22a1c2c1a742	churn	0.052906	0	no_churn	-0.092345	-0.004495	-0.021075	-0.023179	-0.045556	-0.108451	0.016206	0.019869	Male	27	No	Yes	Disabled	Rural	High School or Below	1,671,170,400
26	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	b4f0f4ea-16b6-4258-b457-ad499d0e8bc0	no_churn	0.120488	0	no_churn	-0.12991	0.08808	0.030604	-0.02359	-0.000127	0.095711	0.058224	-0.038019	Female	76	No	No	Unemployed	Suburban	Master	1,671,170,400
23	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	0c264c32-1995-4682-9705-2b4f3d479946	no_churn	0.052972	0	no_churn	-0.019246	0.000628	-0.03655	-0.004855	0.043522	0.018168	0.100872	-0.041564	Female	75	Yes	No	Employed	Rural	College	1,671,170,400
72	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Disabled	42f23cce-9e94-4a3e-9bb5-8b29cf31f90d	no_churn	0.00644	0	no_churn	-0.110415	-0.003265	0.001876	-0.007527	0.018902	-0.182977	0.03499	-0.020611	Male	56	No	No	Retired	Suburban	Bachelor	1,671,170,400
24	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	40944dae-1a3b-45d2-b74e-28c5d1b7079f	no_churn	0.142562	0	no_churn	0.00924	-0.007633	-0.007525	0.016187	0.005241	0.073798	-0.005867	0.001864	Male	38	Yes	Yes	Unemployed	Rural	College	1,671,170,400
31	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	b683d0e9-43c4-4b45-802c-5d27a8bce47a	churn	0.142989	1	churn	0.080994	0.093683	0.048007	0.056798	0.085574	0.15679	-0.004171	0.013299	Male	75	No	No	Employed	Suburban	Bachelor	1,671,170,400
50	Yes	Yes	Medium Speed	Expired	Two year	0hrs	Disabled	8125bff7-989a-4b38-8de6-1814f3190703	no_churn	0.020728	0	no_churn	-0.037017	-0.003417	0.012829	-0.080581	0.001934	-0.124935	-0.019476	-0.018364	Male	66	Yes	No	Employed	Suburban	Bachelor	1,671,170,400
13	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	d645ecfb-be0b-4ebb-9c3c-33142ff6bb8e	no_churn	0.050943	0	no_churn	-0.021366	-0.007219	-0.029794	-0.040314	0.00272	-0.093273	-0.037897	-0.041882	Male	70	No	Yes	Unemployed	Suburban	College	1,671,170,400
69	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	b487d1e6-f5c6-4af1-9af8-aa492dd4854a	no_churn	0.025007	0	no_churn	-0.072875	-0.004159	0.006793	-0.029776	-0.021601	-0.131585	0.001225	-0.017049	Female	75	No	Yes	Employed	Suburban	College	1,671,170,400
5	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	d5951186-6dba-4a53-b1d2-5368def729d9	no_churn	0.396116	0	no_churn	-0.021357	-0.009781	-0.015549	-0.053994	-0.101393	0.082195	-0.004131	-0.019707	Female	37	No	No	Unemployed	Suburban	College	1,671,170,400
31	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	30f15427-1188-4bdf-ac53-179c74e4414f	churn	0.107415	0	no_churn	0.106994	-0.010684	0.024742	0.048854	0.0741	0.103487	-0.044788	0.028268	Male	70	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400
28	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	aad03b03-e98f-4199-b333-16fc40d6be0b	churn	0.078686	0	no_churn	-0.110691	-0.010939	-0.041785	-0.02467	-0.058977	0.02902	0.026767	-0.027751	Male	53	No	Yes	Employed	Suburban	College	1,671,170,400
65	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	7b06f894-4cab-402c-860f-34699eed87ef	no_churn	0.022141	0	no_churn	-0.056553	-0.002906	-0.016187	-0.015503	0.001747	-0.124478	-0.02171	-0.033437	Female	56	No	No	Employed	Suburban	High School or Below	1,671,170,400

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