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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
70	Yes	Yes	High Speed	Expired	One year	<80hrs	Disabled	83983d59-368d-434c-9568-d6ad56fa66dc	no_churn	0.026888	0	no_churn	-0.091043	-0.005749	0.003774	-0.050786	-0.011311	-0.076565	0.021211	-0.028557	Female	26	Yes	Yes	Employed	Urban	Master	1,671,170,400
35	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	14f3398e-8d6d-44f7-99d3-a3d512bbc5cc	no_churn	0.123463	0	no_churn	-0.175198	-0.00809	-0.038527	-0.085767	0.037265	0.022892	0.031002	-0.025936	Female	41	No	Yes	Employed	Rural	Bachelor	1,671,170,400
67	Yes	Yes	Low Speed	Phone_Support	One year	100hrs+	Disabled	0262d623-162a-47a7-88fc-c61bb8ec5db7	no_churn	0.026507	0	no_churn	-0.00784	-0.002398	0.049207	0.003561	0.039831	-0.041485	0.103555	-0.063457	Female	31	Yes	Yes	Employed	Suburban	Bachelor	1,671,170,400
21	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Disabled	a602b8ce-e5e6-43ce-88ba-f79e1df7ad1d	no_churn	0.016163	0	no_churn	-0.015101	0.004126	-0.003265	-0.016724	-0.028735	-0.159904	0.031115	-0.020538	Male	46	No	No	Employed	Suburban	Bachelor	1,671,170,400
72	Yes	Yes	High Speed	Expired	Two year	<50hrs	Active	0113805b-bb35-42f1-b1e2-d28e34e9b1a8	churn	0.005162	0	no_churn	-0.118588	-0.003291	0.010354	-0.019118	-0.023248	-0.165077	0.022196	0.027747	Female	75	No	Yes	Unemployed	Suburban	Master	1,671,170,400
45	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	9f6a9795-aa96-4452-b446-29317d40f4f5	churn	0.168386	0	no_churn	-0.158927	-0.006936	0.0033	-0.083844	-0.033509	0.040629	0.029187	0.031075	Female	39	Yes	Yes	Retired	Urban	High School or Below	1,671,170,400
71	Yes	Yes	High Speed	Expired	One year	<50hrs	Active	82677b74-510d-49fc-bfb5-85537b832127	churn	0.209739	0	no_churn	-0.160852	-0.00569	0.017381	-0.042116	-0.026961	-0.099695	0.043012	0.051728	Female	24	Yes	Yes	Medical Leave	Suburban	Master	1,671,170,400
12	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	0d44ae03-e9fb-4f27-bbaf-3b4d80ec2003	churn	0.735214	1	churn	0.097513	-0.0014	0.133859	0.03784	0.143208	0.138575	0.050081	0.058297	Male	53	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
64	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	c0d7dd33-da46-4937-ad4f-e3c5701d0193	churn	0.035497	0	no_churn	-0.079946	-0.006104	0.005895	-0.041556	-0.021541	-0.154691	0.021219	0.025199	Female	50	No	Yes	Retired	Rural	High School or Below	1,671,170,400
41	Yes	No	High Speed	In_Store_Support	One year	<80hrs	Active	1094f06c-b306-43d8-ba4f-85abf9a195b8	no_churn	0.219188	0	no_churn	-0.060624	-0.002076	-0.01515	-0.048259	-0.007467	-0.105741	-0.046753	0.047044	Male	72	Yes	Yes	Employed	Suburban	Bachelor	1,671,170,400
72	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	31ae1732-2518-44be-af66-f9a87f618310	churn	0.026791	0	no_churn	-0.091218	-0.003881	0.009509	-0.043064	-0.015539	-0.175716	0.022052	0.028831	Female	43	Yes	No	Medical Leave	Urban	Bachelor	1,671,170,400
42	Yes	No	Low Speed	Phone_Support	Two year	<80hrs	Active	e710e841-3ae1-4d40-ba89-5c4baa0c4a9e	no_churn	0.062877	0	no_churn	0.014401	-0.001099	-0.055793	0.0265	0.085701	-0.110692	0.063843	0.068112	Female	29	Yes	No	Employed	Suburban	High School or Below	1,671,170,400
66	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	bd98a157-5024-43d0-9e67-fa73826906bd	no_churn	0.32117	1	churn	0.058481	0.001278	0.080185	0.044981	0.067392	0.012524	0.078632	0.077501	Female	67	Yes	Yes	Employed	Rural	College	1,671,170,400
72	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	13c1a0b1-c9ef-475d-b39b-3c57d968452e	churn	0.007962	0	no_churn	-0.099812	-0.003089	-0.002321	-0.030191	-0.037028	-0.135272	0.016468	0.022218	Female	27	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	bd4ebb1d-000e-4480-9871-61b09350b4c8	no_churn	0.693589	1	churn	0.127171	-0.018581	-0.104092	-0.073028	-0.146279	0.046421	-0.085774	0.015137	Male	40	No	Yes	Employed	Suburban	College	1,671,170,400
25	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	05acb3c8-593a-476a-8203-8e142645105b	churn	0.201226	0	no_churn	-0.090019	-0.0131	-0.137919	0.056515	-0.029084	0.017451	-0.016365	-0.01984	Male	47	Yes	No	Unemployed	Rural	High School or Below	1,671,170,400
72	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Active	bf29e017-2da4-4d4e-b740-9bfe007a509f	churn	0.0113	0	no_churn	-0.148708	-0.00309	0.02138	0.048559	0.005734	-0.248072	0.025762	0.029408	Female	46	No	No	Medical Leave	Urban	College	1,671,170,400
58	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	002642af-93e7-439f-af18-470227dfb605	churn	0.231753	0	no_churn	-0.164964	-0.010529	-0.000835	0.082089	0.056342	0.027529	0.090962	0.05038	Female	36	Yes	Yes	Employed	Suburban	College	1,671,170,400
62	Yes	Yes	Fiber optic	In_Store_Support	One year	<80hrs	Active	da05a525-9e06-4ebd-ae95-d7ae92de64ce	churn	0.231074	1	churn	-0.167113	-0.003166	-0.016952	0.055538	-0.04706	-0.050524	0.032868	0.037383	Female	34	Yes	Yes	Employed	Rural	College	1,671,170,400
53	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	7fab0a9d-ef7a-4992-80ee-5153532e192b	churn	0.275252	0	no_churn	-0.079309	-0.001123	0.034131	0.148676	0.094782	-0.033409	0.121075	0.076151	Male	32	No	No	Unemployed	Urban	Bachelor	1,671,170,400
69	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	0067f3d0-b3aa-4be8-b383-d394417a7829	churn	0.143578	0	no_churn	-0.147915	-0.000533	0.031482	0.013154	0.029494	-0.112752	0.006202	0.061842	Female	27	Yes	No	Employed	Suburban	Doctor	1,671,170,400
18	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	ff24dbf3-df49-4dd8-85fe-a7519d40f793	churn	0.35526	0	no_churn	0.023798	-0.004037	-0.053119	0.130339	-0.031585	0.044431	0.071296	0.071517	Female	57	No	No	Employed	Rural	Bachelor	1,671,170,400
35	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	c9824591-c522-49fc-92b9-1806366db223	no_churn	0.365716	0	no_churn	-0.141042	-0.00267	0.024649	-0.005122	-0.072162	0.077784	0.035001	0.000537	Male	43	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
33	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	f74f923f-9f5f-4a78-b566-2ba07eb05bc7	no_churn	0.098581	0	no_churn	-0.070027	-0.000709	0.011055	0.072233	-0.024899	-0.032664	0.035692	-0.049708	Male	27	No	No	Unemployed	Suburban	College	1,671,170,400
58	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	5c3aaea4-9891-4e84-ac0e-d50eb68a392a	no_churn	0.073763	0	no_churn	-0.088201	-0.002855	0.005083	0.088657	0.057809	-0.054404	0.06997	-0.055085	Female	67	No	Yes	Employed	Urban	High School or Below	1,671,170,400
38	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c3dcbf06-85c3-4e71-9c4c-dcc5ab0de707	no_churn	0.219799	1	churn	0.078671	-0.007072	-0.020867	0.130179	0.096936	0.070109	-0.066779	0.032297	Male	52	No	Yes	Employed	Suburban	College	1,671,170,400
61	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Disabled	fdbe4a58-274a-44cd-8b3e-144781c845eb	churn	0.270049	1	churn	0.07262	0.000181	0.095455	0.195024	0.126232	0.034312	0.023028	0.004122	Male	23	Yes	No	Unemployed	Rural	High School or Below	1,671,170,400
56	Yes	Yes	Fiber optic	Phone_Support	One year	0hrs	Disabled	db78e2e0-9cfb-45ea-a454-c1d4ddacfb60	no_churn	0.122422	0	no_churn	-0.049081	-0.004439	-0.019843	-0.047831	0.022635	-0.105128	-0.023235	-0.022104	Female	20	No	No	Employed	Suburban	Doctor	1,671,170,400
61	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Disabled	9e8af1a1-a210-42da-8344-0c92d2a21af6	no_churn	0.087081	0	no_churn	-0.268209	-0.004117	0.010598	0.003006	-0.004887	0.010257	0.020769	-0.018499	Male	26	No	Yes	Employed	Urban	High School or Below	1,671,170,400
72	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Disabled	7099a4ba-1aaa-4a0f-8bad-4e3b29fc2133	no_churn	0.034495	0	no_churn	-0.119528	-0.002566	0.023158	0.038996	0.022254	-0.090159	0.050361	-0.029805	Male	76	No	Yes	Employed	Suburban	Master	1,671,170,400
23	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	9e75b8cf-cc2b-420f-8c5e-ad0b7a666f58	no_churn	0.149911	0	no_churn	-0.170024	-0.004299	-0.038873	0.086502	0.054153	0.041169	-0.013387	-0.008398	Male	29	No	No	Employed	Rural	Doctor	1,671,170,400
30	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	443a63df-deb7-4946-9aae-2ca9b462a3c7	churn	0.276651	1	churn	-0.068486	-0.005781	0.040571	0.078678	0.030631	0.092856	-0.004416	-0.016119	Female	48	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
57	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Active	60934f1a-303b-46e7-8005-ee6e0b75f274	churn	0.19479	0	no_churn	-0.049719	0.060382	0.036029	-0.136905	-0.004454	0.062241	0.028576	0.024824	Male	39	Yes	No	Unemployed	Suburban	Master	1,671,170,400
65	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	504849e4-5802-4ce6-be4c-452e170c34c5	churn	0.007879	0	no_churn	-0.040737	-0.001169	-0.005551	-0.03057	-0.00074	-0.144064	0.008559	0.040245	Female	28	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
42	No	No phone service	High Speed	In_Store_Support	One year	<80hrs	Active	a868864b-bd99-48dc-a90c-5a6c7e13f8a7	no_churn	0.144431	0	no_churn	-0.070322	-0.001524	0.003482	-0.050033	-0.001618	-0.09393	0.003001	0.031918	Female	76	No	Yes	Medical Leave	Rural	College	1,671,170,400
4	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	4df0ec43-9d55-44ef-9dac-89dfaa2db654	churn	0.667188	1	churn	0.124058	-0.053832	-0.033113	-0.011952	0.102139	0.106912	0.088474	0.082955	Female	76	No	No	Unemployed	Urban	Doctor	1,671,170,400
41	No	No phone service	High Speed	Expired	One year	100hrs+	Active	56ff531b-0ebd-4320-8f5a-81c756783f74	churn	0.214785	0	no_churn	-0.064288	-0.033641	-0.029001	-0.084631	-0.029336	-0.074689	0.024472	0.032088	Male	44	Yes	No	Unemployed	Suburban	College	1,671,170,400
66	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	d872ecb1-edf8-43a4-b05e-c734e4dd0508	churn	0.015775	0	no_churn	-0.039029	-0.002474	0.004209	-0.060312	-0.025884	-0.152529	0.00162	0.030372	Male	62	No	Yes	Unemployed	Rural	Bachelor	1,671,170,400
13	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	bd020ca0-9751-4be0-8c97-cfb16aec4bfa	churn	0.330764	0	no_churn	-0.03781	-0.015999	-0.045725	-0.160036	-0.092183	0.051114	0.033121	0.048492	Male	31	Yes	Yes	Employed	Suburban	College	1,671,170,400
22	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	7e01d280-cf24-40af-aca6-363913429149	churn	0.378449	0	no_churn	-0.127659	0.028117	0.004785	-0.048903	-0.103063	0.056353	-0.004198	0.035541	Female	46	Yes	No	Employed	Urban	Bachelor	1,671,170,400
27	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	0590eb34-1625-4770-871a-14bcf94f6805	no_churn	0.38165	1	churn	-0.027023	0.112606	0.055099	-0.005106	0.048587	0.122532	0.044136	0.060142	Female	38	No	Yes	Disabled	Suburban	College	1,671,170,400
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	67e349ae-00e1-46fa-856b-5d5514b9af77	churn	0.40165	0	no_churn	0.282337	-0.006567	-0.046715	0.069512	-0.008419	0.119451	0.093569	0.075306	Male	23	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
20	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	709a013d-d418-4db7-a335-74f281f3da91	churn	0.146638	0	no_churn	-0.027755	-0.004274	-0.023131	-0.040422	0.020732	0.047108	-0.020877	-0.013289	Female	69	Yes	Yes	Employed	Urban	High School or Below	1,671,170,400
21	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	c6de479b-baf8-4900-a2a4-7a762552eedd	no_churn	0.565776	1	churn	0.022913	0.075164	0.039713	0.080494	0.037493	0.080817	-0.005072	-0.010549	Male	62	No	No	Employed	Suburban	High School or Below	1,671,170,400
23	Yes	No	High Speed	Phone_Support	One year	100hrs+	Disabled	6a9c4f9c-35bf-4aca-8a81-e017e4b639ba	no_churn	0.017643	0	no_churn	-0.057841	-0.004828	-0.078457	-0.010918	0.003824	-0.058273	0.058156	-0.035689	Female	27	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
8	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	7a3ded95-e966-4919-a4d9-6c4402e03e64	churn	0.328705	0	no_churn	0.045573	0.111825	0.051154	-0.101493	0.035796	0.098814	0.04617	-0.037364	Male	70	No	Yes	Employed	Rural	College	1,671,170,400
22	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	ef6078bc-40e1-4f9b-98df-b65ec8625155	no_churn	0.009698	0	no_churn	0.018727	-0.001378	0.014506	-0.028082	0.007332	-0.131391	0.008203	-0.006944	Female	80	Yes	No	Employed	Suburban	College	1,671,170,400
6	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	e0cb83c5-08d0-4a1c-94ba-16b4e570b24e	no_churn	0.064883	0	no_churn	0.083008	-0.005497	0.002392	-0.102737	-0.014095	0.076606	0.013777	-0.031214	Female	79	No	No	Employed	Urban	Master	1,671,170,400
47	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	2a3602eb-75e4-4464-8768-21a4d2f1e29b	no_churn	0.008336	0	no_churn	-0.042348	-0.003361	-0.010664	-0.081266	-0.028329	-0.104941	0.014053	-0.01217	Male	58	No	Yes	Unemployed	Urban	High School or Below	1,671,170,400
12	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	b2f287bc-8e2e-407d-b5bf-170bad7d0cce	no_churn	0.283346	0	no_churn	0.045721	-0.015702	-0.064202	-0.086381	0.01131	0.036615	0.013744	-0.01308	Male	40	Yes	Yes	Unemployed	Rural	College	1,671,170,400
1	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	154a3e84-4d9b-4a8c-85f0-5628a5e1bccb	no_churn	0.631787	0	no_churn	0.212382	0.106936	0.037348	-0.011588	-0.025131	0.158494	-0.028461	-0.006957	Female	52	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
31	Yes	No	Low Speed	Expired	Two year	<80hrs	Disabled	e49377fa-564d-4ed1-a1b9-c978d8a1688d	no_churn	0.010259	0	no_churn	-0.027601	-0.003281	-0.017344	-0.045437	-0.038109	-0.125929	0.004735	-0.01606	Female	62	Yes	Yes	Employed	Rural	Bachelor	1,671,170,400
8	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	d2e8c713-724a-4415-b9fb-c0b40cdd8159	no_churn	0.083184	0	no_churn	0.043505	-0.010177	-0.018119	-0.078094	-0.061036	0.052652	0.003986	-0.029053	Female	63	No	No	Employed	Suburban	Bachelor	1,671,170,400
35	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	de9ec66c-7cc8-43dd-bba9-252f4c51e140	churn	0.049693	0	no_churn	-0.153172	-0.008553	0.021598	-0.073715	-0.031129	0.024281	0.009906	-0.016576	Male	34	No	No	Employed	Urban	College	1,671,170,400
14	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	a53b0935-c2e7-4429-8dc0-fc03cb012b1a	churn	0.124468	0	no_churn	0.004305	-0.017091	-0.06979	-0.095608	-0.045013	0.037985	0.060951	-0.034766	Male	67	Yes	No	Unemployed	Suburban	College	1,671,170,400
17	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	be45ed77-39dc-4b08-9fe8-4250cc3b9fb7	churn	0.400344	1	churn	0.068398	-0.008849	-0.004746	-0.125696	-0.075688	0.064639	0.030187	-0.027269	Female	70	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
72	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	b40c6c8e-4656-4a14-801a-148c5c2a366d	no_churn	0.002069	0	no_churn	-0.110112	-0.00334	-0.012769	-0.004518	0.021421	-0.147944	0.041673	-0.023437	Male	23	Yes	Yes	Unemployed	Urban	Master	1,671,170,400
72	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	f921b84e-c233-48e2-8324-8fce97dd5df5	no_churn	0.002327	0	no_churn	-0.078556	-0.004518	-0.012015	-0.031317	-0.020331	-0.122248	0.014138	-0.01418	Male	20	No	No	Medical Leave	Rural	College	1,671,170,400
46	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	c15e6ab0-9a02-4715-b8f4-8cda189022d0	churn	0.008476	0	no_churn	-0.074862	-0.003418	-0.007177	-0.055655	-0.038704	-0.083447	0.011797	-0.012561	Male	43	Yes	Yes	Employed	Suburban	Bachelor	1,671,170,400
1	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	a3840444-a87f-45ba-8c35-7de111e20a6f	churn	0.692437	1	churn	0.190801	-0.010232	-0.072976	-0.058053	-0.034925	0.081892	-0.014387	0.001797	Male	26	Yes	No	Employed	Suburban	Bachelor	1,671,170,400
42	Yes	Yes	Medium Speed	Expired	One year	100hrs+	Disabled	d1193122-980e-43e0-bc3d-f29130340492	churn	0.065821	0	no_churn	-0.055326	-0.005308	-0.007455	-0.084107	-0.020356	-0.069172	0.027807	-0.028609	Male	66	No	No	Disabled	Suburban	Doctor	1,671,170,400
28	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	e2e31697-c212-4e16-8ea8-19e1dae6eb44	no_churn	0.122124	0	no_churn	-0.162664	-0.005759	-0.02062	-0.083174	0.033442	0.048095	0.047681	-0.046027	Female	78	Yes	No	Employed	Urban	Master	1,671,170,400
7	Yes	No	High Speed	In_Store_Support	One year	100hrs+	Disabled	f9925bc7-863b-4301-b85e-a0f46bc2a795	churn	0.032169	0	no_churn	-0.006416	-0.002839	-0.024817	-0.052834	-0.07679	-0.087809	0.0317	-0.029221	Female	54	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
49	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	82fa1fb1-6c33-4051-98f1-984657eba43d	no_churn	0.174623	0	no_churn	-0.081179	-0.011003	0.026865	-0.081355	-0.044239	0.041869	-0.022003	-0.032148	Male	33	No	Yes	Unemployed	Suburban	Master	1,671,170,400
40	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	a1f0bee1-375c-4a82-ae54-3d7d51166b98	no_churn	0.010394	0	no_churn	-0.049804	-0.004607	-0.013793	-0.065662	-0.004604	-0.130364	0.011856	-0.012049	Male	35	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
4	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	13e2a660-3fd3-4c8b-8482-be81cb7989ce	no_churn	0.147125	0	no_churn	0.14037	-0.001307	-0.069	-0.072871	0.023227	0.078277	0.089381	-0.059097	Female	56	Yes	Yes	Employed	Rural	College	1,671,170,400
33	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	439c912e-068d-4497-b1ed-f6b3349b47ee	no_churn	0.15861	0	no_churn	-0.117497	-0.009009	0.018118	-0.066208	-0.079566	0.040241	0.027703	-0.035307	Male	39	Yes	No	Employed	Suburban	High School or Below	1,671,170,400
3	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	a77e0972-cabb-4633-9c6a-39acba49f7a7	no_churn	0.412666	0	no_churn	0.091544	-0.012092	-0.050024	-0.082145	-0.006407	0.077328	-0.019111	-0.022234	Male	33	No	Yes	Employed	Urban	College	1,671,170,400
6	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	abac9f89-e5b1-4f4b-acbc-f389946a0251	churn	0.297475	1	churn	0.107391	-0.001759	-0.01152	-0.057093	0.011798	0.068729	0.034464	-0.012835	Male	30	No	Yes	Employed	Suburban	College	1,671,170,400
2	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	a19989e3-1d83-48ed-919c-773cd104ea61	no_churn	0.167727	0	no_churn	0.094922	-0.012154	-0.075912	-0.177738	-0.024325	0.015809	-0.022809	-0.020289	Female	48	Yes	Yes	Employed	Urban	Bachelor	1,671,170,400
11	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	1c24b735-6764-4ab7-8c83-1515ac08c290	no_churn	0.088052	0	no_churn	0.029286	-0.012667	-0.025482	-0.095286	-0.06354	0.050861	-0.013959	-0.007182	Male	51	No	No	Disabled	Suburban	Bachelor	1,671,170,400
55	Yes	No	Low Speed	Expired	One year	<80hrs	Disabled	fabc080a-68a7-4b19-b158-97fab5a1a32d	no_churn	0.035101	0	no_churn	-0.080795	-0.005684	-0.017431	-0.063603	-0.035699	-0.049298	0.026736	-0.023252	Male	65	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
68	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	313603e4-9278-4137-8eb0-4f11bdf44787	no_churn	0.003886	0	no_churn	-0.066599	-0.004335	0.010636	-0.054725	-0.006243	-0.12842	0.03372	-0.028143	Male	36	No	Yes	Employed	Rural	College	1,671,170,400
1	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	37030455-7945-496b-a03a-15ea98f5ae5c	no_churn	0.098383	0	no_churn	0.099524	-0.007846	-0.028713	-0.075272	0.001551	-0.101405	0.052586	-0.042786	Female	21	No	Yes	Medical Leave	Rural	Bachelor	1,671,170,400
67	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	2c13edd9-fa95-441d-82eb-8a86800e5ae3	churn	0.003779	0	no_churn	-0.052136	-0.003498	0.010768	-0.053436	-0.005483	-0.116794	0.038032	-0.02523	Female	76	No	Yes	Employed	Rural	High School or Below	1,671,170,400
25	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	01115adb-61f2-4233-8c5a-c5baca892ad5	no_churn	0.037736	0	no_churn	-0.039995	-0.00339	-0.027398	-0.037149	-0.003056	-0.050704	-0.007041	-0.008547	Male	51	No	No	Unemployed	Suburban	College	1,671,170,400
50	Yes	No	High Speed	Expired	One year	0hrs	Disabled	20dd84ef-22b1-4f04-8ea7-0274426d8b14	no_churn	0.043761	0	no_churn	-0.070142	-0.00391	-0.027875	-0.039396	-0.01115	-0.083169	-0.014291	-0.019094	Male	39	No	Yes	Employed	Suburban	Master	1,671,170,400
12	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	ad99b300-6f31-4eb2-819c-4efc170bf7f4	churn	0.390867	0	no_churn	0.075631	0.096098	0.031563	-0.037674	0.122833	0.137983	0.022548	-0.023147	Male	51	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	96f403b5-4ad5-4eba-a4f4-68f03accbc6b	churn	0.695062	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	79	Yes	No	Employed	Suburban	College	1,671,170,400
15	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Disabled	97625899-2ff0-467c-a1a5-0baff3ca7e1e	churn	0.009698	0	no_churn	0.024697	-0.004136	0.01063	-0.04806	-0.013518	-0.21743	0.033639	-0.024848	Male	74	Yes	Yes	Unemployed	Suburban	College	1,671,170,400
17	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	c10c03e6-b43d-4c7f-a119-547b9b7b2379	no_churn	0.195703	0	no_churn	0.183215	0.002414	0.061154	-0.012502	0.071825	0.123932	0.076003	-0.0291	Male	76	No	Yes	Employed	Suburban	College	1,671,170,400
2	No	No phone service	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	204a7368-a9c1-4055-b9d7-f8e72687bf91	churn	0.47707	1	churn	0.306282	0.128325	0.052827	0.046583	0.071454	0.151404	-0.017548	-0.008354	Female	24	No	Yes	Unemployed	Suburban	College	1,671,170,400
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	3d7ce864-8789-461b-867e-3f692c1636e4	no_churn	0.76555	1	churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Male	51	No	Yes	Medical Leave	Suburban	Master	1,671,170,400
1	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	5528a704-02ae-4b8d-be5a-a8c5cb7872b2	churn	0.569153	1	churn	0.212382	0.106936	0.037348	-0.011588	-0.025131	0.158494	-0.028461	-0.006957	Male	49	Yes	Yes	Employed	Urban	High School or Below	1,671,170,400
15	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	7497a8ce-1e06-402f-9be2-d503cd376b0d	churn	0.498662	1	churn	0.061053	-0.009515	0.003026	-0.076203	-0.035105	0.07598	-0.008241	-0.017167	Female	66	No	No	Employed	Suburban	Bachelor	1,671,170,400
17	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	eb0ada1c-8042-4a1a-aa57-06575990b39f	no_churn	0.04483	0	no_churn	0.007431	-0.002508	-0.053511	-0.042765	-0.005059	-0.127173	0.030448	-0.025888	Female	69	No	No	Employed	Urban	Master	1,671,170,400
5	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	91495e68-5371-42ef-835f-19583d1f18c8	churn	0.144573	0	no_churn	0.124392	-0.00418	-0.034207	-0.091235	0.000908	0.082807	0.028061	-0.041632	Male	45	No	Yes	Employed	Urban	College	1,671,170,400
35	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	ea570f62-4bba-458e-982e-0127fcc88555	no_churn	0.020344	0	no_churn	-0.06748	-0.00444	-0.029154	-0.038066	-0.019879	-0.036751	0.032737	-0.035993	Female	28	No	Yes	Unemployed	Urban	College	1,671,170,400
21	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	785f81cf-237a-41a9-b524-c467df403b50	no_churn	0.128823	0	no_churn	-0.069761	-0.006136	-0.037784	-0.056588	-0.084448	0.031709	-0.023603	-0.022416	Male	48	No	No	Disabled	Suburban	College	1,671,170,400
29	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	51592529-dedb-4ddd-ad92-483ee305a1af	no_churn	0.20858	0	no_churn	-0.135589	-0.015862	0.009739	-0.06613	-0.052037	0.037278	0.03355	-0.029976	Female	53	No	Yes	Employed	Urban	College	1,671,170,400
3	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	ec114c4b-94c8-4bfc-bc2f-2bfcb49b93a7	churn	0.522408	1	churn	0.110967	0.040878	0.013158	-0.070808	-0.056507	0.104497	0.024335	-0.035045	Female	69	No	No	Disabled	Rural	Bachelor	1,671,170,400
71	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	5a23921f-3df6-472c-81eb-0cb628cf2a79	no_churn	0.003563	0	no_churn	-0.086823	-0.005433	-0.021258	-0.026286	-0.019309	-0.111641	0.016536	-0.014812	Female	80	No	No	Medical Leave	Suburban	College	1,671,170,400
58	Yes	No	Low Speed	Expired	Two year	100hrs+	Disabled	7c831a72-c446-4624-8b47-3ba0ec7bcfcb	no_churn	0.009448	0	no_churn	-0.07312	-0.004306	-0.02267	-0.044574	-0.031218	-0.09045	0.020141	-0.017829	Female	21	No	No	Employed	Suburban	Bachelor	1,671,170,400
21	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	4790827a-f64f-4b6b-aa93-cf024ca0d2ac	no_churn	0.158445	0	no_churn	-0.069761	-0.006136	-0.037784	-0.056588	-0.084448	0.031709	-0.023603	-0.022416	Male	55	Yes	Yes	Unemployed	Suburban	Master	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	0ee821a1-77f7-4692-81c5-1993f33823e1	churn	0.550908	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	24	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
72	Yes	Yes	Low Speed	Expired	Two year	0hrs	Disabled	0df0f106-9a86-4441-9e1c-ac48dec6f74d	no_churn	0.001956	0	no_churn	-0.091038	-0.004053	-0.000212	-0.032542	-0.000341	-0.108143	-0.011231	-0.021467	Female	31	Yes	Yes	Employed	Rural	College	1,671,170,400
12	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	7c293287-dfcc-4734-964b-85d08b4d1c11	no_churn	0.222857	0	no_churn	0.053473	-0.01468	-0.026894	-0.094481	0.026098	0.062363	-0.013597	-0.01308	Male	22	No	No	Employed	Suburban	Master	1,671,170,400
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	b703b39d-b887-40dc-8f0f-0f8a948b785b	no_churn	0.136573	0	no_churn	0.060051	-0.014336	-0.059893	-0.107427	-0.070662	0.060407	0.04957	-0.026735	Male	78	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
24	Yes	No	Medium Speed	Expired	One year	100hrs+	Disabled	bc6d5569-8ce6-4e71-9b5b-7111d80b5943	no_churn	0.020648	0	no_churn	-0.084429	-0.005434	-0.025365	-0.079362	-0.016085	-0.058913	0.032198	-0.031636	Female	26	No	Yes	Employed	Rural	College	1,671,170,400
42	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	97c84a0e-aeaa-4d80-b7f6-ee61991eca0f	no_churn	0.087833	0	no_churn	-0.031392	-0.006694	-0.065906	-0.139986	0.021379	0.051199	-0.026409	-0.025503	Male	64	No	No	Unemployed	Suburban	High School or Below	1,671,170,400

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