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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
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c8c723eb-892b-4aeb-b5df-c4fb1b2c2648	no_churn	0.453805	0	no_churn	-0.299396	-0.00377	0.018267	-0.078698	0.001564	0.034031	0.02665	0.032326	Female	34	No	No	Unemployed	Suburban	Master	1,670,997,600
19	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	1205113c-2959-4667-b6b2-473ca722a776	no_churn	0.010303	0	no_churn	0.109094	-0.00311	0.031787	0.087269	0.021172	0.087913	-0.037152	0.017334	Male	46	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
0	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Disabled	fdb97750-33cb-4023-bd81-64b7cacec9f4	no_churn	0.019369	0	no_churn	0.185039	-0.005249	-0.041996	-0.134698	0.008847	0.114895	0.094318	-0.052704	Male	38	No	No	Employed	Suburban	High School or Below	1,670,997,600
0	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	3e1d106a-355e-4b8b-9c7f-af0602d12d8b	no_churn	0.019369	0	no_churn	0.217991	-0.006819	-0.038408	-0.061023	-0.007913	0.1078	0.070359	-0.016736	Male	69	Yes	Yes	Employed	Urban	College	1,670,997,600
18	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	bb3fd836-b21e-462e-93a3-c8f81da484b2	no_churn	0.612866	1	churn	-0.016885	-0.017442	-0.003448	0.032624	-0.03263	0.054319	0.026428	0.048009	Male	33	No	Yes	Unemployed	Urban	High School or Below	1,670,997,600
11	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	92c1aa3b-0764-4312-bedf-c0c49652d4c4	no_churn	0.009009	0	no_churn	0.049549	-0.004032	0.052887	0.031975	-0.122747	0.09247	0.082627	-0.059754	Female	80	No	No	Employed	Suburban	Bachelor	1,670,997,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	bf93ce65-5ef7-4b80-a86b-fc5a768b023a	no_churn	0.866001	1	churn	0.300045	-0.004522	0.020065	0.114493	0.047037	0.163799	0.045507	-0.027653	Female	21	No	No	Employed	Suburban	College	1,670,997,600
66	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	1c2c0414-e0be-4108-9400-9752bca2015f	no_churn	0.448151	1	churn	-0.188533	-0.002565	0.055552	-0.067166	-0.008758	0.062453	-0.02379	-0.037718	Male	53	No	Yes	Employed	Rural	College	1,670,997,600
41	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	cceebb0a-e170-43d0-a211-aa5595e1a436	no_churn	0.021107	0	no_churn	-0.075993	-0.006835	-0.028432	-0.0809	-0.059607	0.042498	0.026552	-0.033809	Female	41	No	Yes	Unemployed	Urban	College	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	67be4dbe-580d-43ba-9d60-5157e855a111	no_churn	0.622501	0	no_churn	0.192447	-0.014857	-0.100827	-0.068217	-0.033533	0.102209	-0.016407	-0.020321	Male	21	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	8addab30-5c52-4fec-92cd-2ae73aa87db1	no_churn	0.489225	1	churn	0.236828	-0.006696	-0.036588	0.080046	0.025546	0.136174	0.082667	-0.040643	Female	31	Yes	No	Unemployed	Suburban	Master	1,670,997,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ebe23e0e-581c-4863-8422-cafb2302d291	no_churn	0.323394	1	churn	0.028489	-0.003741	-0.034707	0.075587	0.075244	0.10156	0.081864	-0.046738	Male	78	No	Yes	Medical Leave	Suburban	Bachelor	1,670,997,600
71	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	58478433-19d4-477e-8668-676a421b8942	no_churn	0.041531	0	no_churn	-0.283784	-0.00403	0.015702	-0.001471	0.009718	0.027963	0.005023	-0.024302	Male	77	No	No	Employed	Urban	College	1,670,997,600
67	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	4e885984-d27e-4d0b-9014-d524a170bc96	no_churn	0.403275	1	churn	-0.115676	-0.010956	0.024926	-0.023091	-0.041012	0.030778	0.006907	0.039098	Female	26	Yes	No	Unemployed	Rural	College	1,670,997,600
17	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	d668f32e-5c8b-40c1-86a2-eaaff3eb82a3	no_churn	0.112684	0	no_churn	-0.015217	-0.005743	0.01857	-0.084775	-0.068836	0.056688	0.063816	-0.043529	Male	72	No	No	Employed	Suburban	High School or Below	1,670,997,600
27	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	a2257dcf-016a-4aef-988a-5d311ecc285b	no_churn	0.042454	0	no_churn	-0.055399	-0.001954	-0.013135	-0.024188	0.012897	-0.016989	0.075058	-0.035317	Female	21	Yes	Yes	Medical Leave	Suburban	Bachelor	1,670,997,600
64	Yes	No	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	8084a380-7056-42a3-9888-1db90bcff762	no_churn	0.009049	0	no_churn	-0.071367	-0.002747	-0.009169	-0.009845	0.010307	-0.132089	0.031117	-0.023234	Female	71	No	Yes	Unemployed	Rural	Doctor	1,670,997,600
53	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e9ffd7ee-b462-4474-a415-19361ec0b3c3	no_churn	0.332831	1	churn	-0.218457	-0.0053	0.00621	0.066413	-0.089292	0.01712	0.027516	-0.023237	Female	38	No	Yes	Employed	Suburban	Doctor	1,670,997,600
64	Yes	No	High Speed	Web_Chat_Support	Two year	100hrs+	Disabled	f46b258f-b1ce-4af4-8982-207d35fa1c7c	no_churn	0.009049	0	no_churn	-0.082016	-0.002248	-0.00562	0.004973	-0.006619	-0.132974	0.045934	-0.028456	Female	70	No	No	Unemployed	Rural	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	be2473ea-0a8d-4abe-8598-06d765290265	no_churn	0.787462	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Male	71	Yes	Yes	Unemployed	Suburban	Master	1,670,997,600
46	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	898d235a-e807-4d43-a01f-5b0ad9791f3c	no_churn	0.014365	0	no_churn	-0.071321	-0.002677	-0.05936	0.020442	0.066246	0.052317	0.090991	-0.059951	Female	36	No	No	Employed	Rural	High School or Below	1,670,997,600
26	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	5ba45f29-53cb-430e-b66d-f751cf2c0379	no_churn	0.022821	0	no_churn	-0.118228	-0.012373	-0.066715	-0.051749	-0.026123	0.015627	0.010563	-0.020027	Male	40	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	d151f696-48f7-4f7a-ae47-17f5862119d0	no_churn	0.786865	1	churn	0.08021	-0.004479	0.066093	0.000016	0.086407	0.117119	0.057297	0.034866	Male	58	Yes	No	Employed	Rural	Bachelor	1,670,997,600
47	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	ea08bdb3-7abd-41f3-9b86-1c60d1c6b1b3	no_churn	0.324513	0	no_churn	0.029528	-0.000948	0.130848	0.216709	0.081048	0.118603	-0.00186	0.018199	Male	27	Yes	Yes	Employed	Suburban	Master	1,670,997,600
9	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	00706799-8ca0-4997-8a31-7d33776aea56	no_churn	0.185869	0	no_churn	0.186215	-0.003454	0.000616	-0.009061	0.106551	0.102599	0.049503	-0.03198	Female	39	No	No	Employed	Urban	Master	1,670,997,600
47	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	db07ca18-66a5-44c2-b4f6-b4ec194175f9	no_churn	0.324513	0	no_churn	-0.010373	-0.001448	0.101716	0.16257	0.038312	0.098615	-0.035463	0.018199	Male	63	No	No	Unemployed	Urban	College	1,670,997,600
64	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	265f6f20-5dd4-4037-a931-ee4c448c18ba	no_churn	0.009049	0	no_churn	-0.13115	-0.017424	-0.033972	-0.031237	-0.067459	0.023518	0.015003	-0.016306	Female	23	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
17	Yes	Yes	Low Speed	Expired	One year	100hrs+	Disabled	978bb962-6900-4866-9105-3e66282bfd95	churn	0.112684	0	no_churn	0.009869	-0.003138	0.019853	-0.072185	-0.011909	-0.084336	0.060461	-0.047641	Female	77	No	Yes	Employed	Suburban	College	1,670,997,600
19	Yes	No	High Speed	Phone_Support	One year	100hrs+	Disabled	fb984d29-c980-41e3-9812-ffd7189e1494	no_churn	0.024509	0	no_churn	-0.002198	-0.004881	-0.064515	-0.030064	0.024427	-0.113522	0.058487	-0.04176	Male	29	No	No	Employed	Urban	Doctor	1,670,997,600
8	Yes	No	Medium Speed	Phone_Support	Month-to-month	100hrs+	Disabled	07cd92ec-0810-487d-b7c0-fa8849879937	no_churn	0.198431	0	no_churn	0.140541	-0.00744	0.01769	0.000227	0.141317	0.106844	0.079732	-0.051437	Male	47	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
4	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	aa15f021-0eaf-4251-b7ec-f6de53e75aa9	no_churn	0.326557	0	no_churn	0.189875	0.001366	-0.024456	-0.015306	0.014678	0.103909	0.080917	-0.055075	Male	59	No	Yes	Employed	Suburban	College	1,670,997,600
10	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	913c70b5-d636-44bc-b4d0-181a061e32aa	no_churn	0.18538	0	no_churn	-0.007715	-0.012638	-0.024301	-0.094743	-0.001327	0.05134	-0.022198	-0.033624	Female	76	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	afb61e3b-68e7-41f7-b02e-08d94ccb65ad	churn	0.787462	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Male	44	No	Yes	Medical Leave	Suburban	College	1,670,997,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	3d639dd7-b3bb-4102-adf5-2fd942ebdc5e	no_churn	0.51004	0	no_churn	0.152993	-0.004167	-0.012665	0.032686	0.052514	0.121207	0.076996	-0.03558	Female	53	No	Yes	Employed	Rural	High School or Below	1,670,997,600
44	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	542de03b-8bdd-4363-92dc-b1b1a35c903a	no_churn	0.066688	0	no_churn	-0.154766	-0.008565	-0.032415	-0.03769	-0.026629	0.024283	0.008522	-0.021767	Female	55	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
69	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	e54e1a27-5d4a-404f-9411-6f6fe2148e10	no_churn	0.26442	1	churn	-0.127053	-0.006478	-0.017395	0.104455	0.060571	0.045055	0.084251	0.057568	Female	50	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
67	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	100hrs+	Disabled	e64c8060-062e-4fd8-a72f-fb619eaa96c3	no_churn	0.00691	0	no_churn	-0.112967	-0.002852	-0.009723	-0.061822	0.013199	0.047193	0.042945	-0.04	Female	74	No	Yes	Employed	Urban	Bachelor	1,670,997,600
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ad056f9d-3b5e-47ed-8268-4f2b2b1d8f10	no_churn	0.722312	1	churn	0.055691	-0.005685	0.023297	0.063963	0.035586	0.102965	0.005447	-0.01995	Female	60	Yes	Yes	Employed	Urban	College	1,670,997,600
48	Yes	Yes	Medium Speed	In_Store_Support	One year	<80hrs	Active	a6bf9398-87c5-4d57-889e-a114d8715c09	no_churn	0.158768	0	no_churn	-0.05147	-0.005788	-0.028802	-0.082003	-0.070599	-0.040797	0.020945	0.039488	Female	77	No	Yes	Employed	Suburban	College	1,670,997,600
0	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	e25c89bc-3fe0-4be4-b51d-03d4b2f6df6d	no_churn	0.019369	0	no_churn	0.072414	-0.006709	-0.017562	-0.05745	-0.020052	-0.19832	0.010926	-0.012274	Female	26	No	No	Employed	Urban	College	1,670,997,600
19	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	30835eec-76e3-4baa-98d5-c9842ab78ee8	no_churn	0.012686	0	no_churn	-0.00885	-0.004184	-0.038316	-0.050046	-0.030945	-0.112575	0.01962	-0.018729	Male	52	Yes	Yes	Employed	Suburban	College	1,670,997,600
58	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Disabled	ff4f2c49-2f7d-4f90-9a23-f6a6cba66d73	no_churn	0.02515	0	no_churn	-0.06348	-0.002767	0.005898	-0.009639	0.037924	-0.161087	0.026026	-0.0319	Female	47	Yes	Yes	Employed	Rural	College	1,670,997,600
18	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	1871b959-a827-4d21-8307-792a7cb6176a	no_churn	0.465566	1	churn	-0.09562	0.05387	0.008518	-0.056836	-0.115892	0.06171	-0.058926	-0.025851	Male	22	No	Yes	Employed	Urban	College	1,670,997,600
23	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	365f77f4-1b13-49fc-b799-bf699a6afb7b	no_churn	0.097411	0	no_churn	-0.129236	-0.012245	-0.050686	-0.068175	-0.018723	0.028904	-0.002667	-0.016197	Male	71	No	Yes	Unemployed	Urban	Master	1,670,997,600
20	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	351c9dac-f55a-4836-b3ca-1706ff9974d3	no_churn	0.026614	0	no_churn	-0.027755	-0.004274	-0.023131	-0.040422	0.020732	0.047108	-0.020877	-0.013289	Female	67	Yes	Yes	Employed	Suburban	Doctor	1,670,997,600
69	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	661a5190-6100-47f0-851e-fe862fd98102	no_churn	0.068048	0	no_churn	-0.097961	-0.011185	0.024768	-0.044144	-0.066573	0.049077	-0.005765	0.047757	Male	24	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
19	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	9282ce27-6913-4f54-b6ac-94c003de6e77	no_churn	0.010955	0	no_churn	-0.008749	-0.005671	-0.024982	-0.060023	-0.037796	-0.116893	0.016797	-0.02171	Male	48	Yes	Yes	Employed	Suburban	Master	1,670,997,600
2	No	No phone service	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	54536f95-9c98-4893-93eb-e4c5881cb87f	no_churn	0.713723	1	churn	0.156149	0.023937	-0.006733	-0.104897	-0.028669	0.122588	0.114991	-0.059725	Female	60	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
25	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4d1869d8-09ea-46d2-bdf1-393d9e384fe6	no_churn	0.511022	0	no_churn	-0.083382	-0.007985	-0.108923	0.089681	-0.003309	0.037158	-0.011431	-0.003336	Male	79	No	Yes	Medical Leave	Suburban	High School or Below	1,670,997,600
10	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	a871d533-304c-458e-91b5-b1da0aa7c21e	no_churn	0.634421	1	churn	0.089315	-0.007073	0.018634	0.190898	0.007109	0.10643	-0.033727	0.0085	Male	64	No	Yes	Disabled	Urban	Bachelor	1,670,997,600
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	c2c9b724-5212-4740-9b17-33b3c2d6341e	no_churn	0.462506	0	no_churn	-0.088518	-0.00729	0.030165	0.02602	0.04037	0.054113	-0.023372	-0.004005	Male	35	No	Yes	Unemployed	Rural	Bachelor	1,670,997,600
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	a79d0f27-5db3-4179-a16a-865602f3134c	no_churn	0.697197	0	no_churn	-0.168546	-0.003316	0.034528	-0.047108	-0.048091	0.05786	-0.049622	0.019357	Female	49	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
10	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8667ef3e-9170-44e1-8560-8d33875a0f2d	no_churn	0.18538	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Female	43	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
55	Yes	Yes	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	522b8341-e824-4aeb-9ab0-cc44b62b00cd	no_churn	0.070162	0	no_churn	-0.09816	-0.004968	0.017134	-0.110436	0.062795	0.032428	0.071543	-0.044634	Female	33	Yes	Yes	Employed	Suburban	Master	1,670,997,600
68	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	90e425bd-62be-48c2-b90b-df2c358c6b34	no_churn	0.020048	0	no_churn	-0.10367	-0.013358	-0.062258	-0.040138	-0.094927	0.032871	0.020575	0.03188	Male	57	No	Yes	Employed	Rural	College	1,670,997,600
1	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	9d75b5bd-d88f-45b3-aa5e-092e61a6387b	no_churn	0.589365	1	churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Female	23	No	No	Employed	Suburban	Bachelor	1,670,997,600
54	Yes	Yes	Medium Speed	Expired	Month-to-month	0hrs	Disabled	aa64297c-d208-4871-bc2e-2051092c1330	no_churn	0.143626	1	churn	-0.141154	-0.011907	0.012564	-0.079435	-0.011667	0.03075	-0.021473	-0.033372	Female	40	No	No	Unemployed	Rural	College	1,670,997,600
1	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	916107ce-d987-4993-99bc-0dccd60bea9c	no_churn	0.866001	1	churn	0.183083	-0.007165	0.081302	0.102442	-0.013319	0.124762	-0.007453	-0.003899	Male	70	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
50	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Active	f15973e1-45d4-4ffb-9f82-b44de3fb6c36	no_churn	0.086	0	no_churn	0.044974	-0.004395	0.06496	0.055226	0.102588	-0.090399	0.128225	0.079795	Female	60	No	Yes	Employed	Suburban	College	1,670,997,600
47	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	5ef9f0ac-b70c-44e0-9ec2-e32bc0621e7b	no_churn	0.397228	1	churn	-0.03212	-0.003959	0.052263	-0.060639	-0.0916	0.079862	0.019385	0.047782	Female	80	No	Yes	Disabled	Suburban	High School or Below	1,670,997,600
42	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	17fc56c7-417b-4084-a073-ee143c0c9509	no_churn	0.131237	0	no_churn	-0.098836	-0.007025	-0.05249	-0.108899	0.029734	0.03465	0.00339	-0.025503	Female	79	No	No	Employed	Suburban	College	1,670,997,600
72	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	299d7905-8c0a-4a8f-bdf2-701a8d3f436c	no_churn	0.002203	0	no_churn	-0.112551	-0.00257	0.024809	0.017083	0.080909	0.087644	0.071446	-0.046058	Male	74	No	No	Unemployed	Suburban	Bachelor	1,670,997,600
60	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	da520f67-0358-4dba-846e-fba78e39ee72	no_churn	0.086036	0	no_churn	-0.204934	-0.009438	-0.004786	0.021917	0.01265	0.000922	-0.00633	0.020974	Male	26	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	3cc05f34-7934-44f9-b63f-30f6373e6ec0	churn	0.843054	1	churn	0.244159	-0.003649	0.062551	0.113793	0.064776	0.153708	0.049851	0.045785	Male	48	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
71	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Active	0515525d-9124-4d26-bca6-ee4ddd2b7de6	no_churn	0.009992	0	no_churn	-0.141846	-0.005486	-0.006134	-0.031414	-0.032989	0.047302	0.026101	0.025441	Female	34	No	Yes	Employed	Suburban	Doctor	1,670,997,600
19	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	6080384f-f313-431f-9c10-03bbe9390fb7	no_churn	0.012686	0	no_churn	-0.074047	-0.007696	-0.044777	-0.080543	-0.029236	0.02401	-0.029579	-0.027157	Female	22	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
48	No	No phone service	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	a9d21a26-da33-4d3e-9c58-4f644c7ce675	no_churn	0.188244	1	churn	-0.14123	-0.000314	0.01403	-0.085618	0.028175	0.007939	0.021277	0.056714	Male	73	Yes	Yes	Employed	Suburban	Bachelor	1,670,997,600
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	6d54b343-d91f-4f29-ad40-25a95eda3b19	no_churn	0.002203	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Female	41	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
2	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	39f073b3-d847-4b78-985a-6cb1a54717fd	no_churn	0.830066	0	no_churn	0.247122	-0.005118	0.065347	0.133215	0.086091	0.145556	0.010631	0.010564	Female	23	Yes	No	Employed	Rural	Bachelor	1,670,997,600
62	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	b2acd403-1d6a-4faf-a937-fb038395f142	no_churn	0.261201	0	no_churn	-0.227289	-0.009296	-0.010281	0.051817	0.021618	-0.004823	-0.011169	0.020397	Male	33	No	Yes	Unemployed	Rural	Master	1,670,997,600
2	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	7e0a12e3-e44d-4e88-a7c6-5e337638cc31	no_churn	0.145214	0	no_churn	0.162141	-0.011448	-0.026743	-0.038363	0.03108	0.109743	0.085479	-0.056107	Male	42	Yes	No	Employed	Rural	High School or Below	1,670,997,600
65	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	cf17a567-10f0-4bdb-96be-1c6d319e67fe	churn	0.170613	0	no_churn	-0.171863	-0.002305	0.014015	-0.010794	0.010055	-0.05786	-0.064407	0.034134	Male	72	Yes	No	Employed	Rural	High School or Below	1,670,997,600
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	a1f9c85c-fd32-4736-8e8e-6a47adcdeba5	no_churn	0.387835	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	46	No	No	Employed	Suburban	Bachelor	1,670,997,600
24	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<80hrs	Disabled	a0dd9e8e-c84f-40ee-a0dd-bcfc48c43dd2	no_churn	0.158503	0	no_churn	-0.000343	-0.00287	0.031346	-0.016053	0.038614	0.08283	0.096602	-0.069152	Female	52	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
45	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Disabled	87d79883-c0b7-4f98-92fe-a6bafe39b992	no_churn	0.38233	1	churn	-0.076648	-0.002843	0.082473	0.091698	-0.011794	0.087205	0.058725	-0.021176	Male	47	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
42	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	bab2fc70-e736-400c-b821-10c36fb2240b	no_churn	0.131237	0	no_churn	-0.074807	-0.010153	-0.041067	-0.085067	-0.047935	0.032692	-0.023481	-0.019209	Male	75	Yes	Yes	Unemployed	Rural	High School or Below	1,670,997,600
28	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	93549e9c-950e-4861-a86a-8153310a0c97	churn	0.170978	0	no_churn	-0.115983	-0.003354	-0.025366	-0.074439	-0.093083	-0.050812	0.045027	0.048984	Female	29	No	Yes	Employed	Suburban	College	1,670,997,600
17	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	c688d17d-d3f2-44f7-811f-aaed53253456	no_churn	0.112684	0	no_churn	-0.015217	-0.005743	0.01857	-0.084775	-0.068836	0.056688	0.063816	-0.043529	Male	58	No	No	Employed	Suburban	College	1,670,997,600
41	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	76686ee5-a720-451a-a582-4a985188a1eb	no_churn	0.021107	0	no_churn	-0.075993	-0.006835	-0.028432	-0.0809	-0.059607	0.042498	0.026552	-0.033809	Female	33	No	Yes	Employed	Urban	High School or Below	1,670,997,600
30	Yes	Yes	Low Speed	Phone_Support	One year	<80hrs	Active	1b5b9b9f-fdde-4c12-9636-5656a3dec603	no_churn	0.108756	0	no_churn	-0.033417	-0.00515	-0.016815	-0.015452	0.049179	-0.217462	0.018608	0.060995	Female	63	No	Yes	Disabled	Suburban	Bachelor	1,670,997,600
70	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Active	ec926737-7418-426a-a907-270ba3a722d8	no_churn	0.0195	0	no_churn	0.013851	0.002051	0.063371	0.050299	-0.018309	-0.199637	0.087449	0.077534	Male	63	No	Yes	Employed	Rural	High School or Below	1,670,997,600
54	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	a7090e42-ebc5-4cd1-854a-a606deca1a79	no_churn	0.01961	0	no_churn	-0.056057	-0.006662	0.035726	-0.094929	-0.072408	0.049416	0.031638	0.05425	Male	49	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
63	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	2da26713-fd19-4a22-9d33-935b17d2d656	no_churn	0.509473	0	no_churn	-0.22642	-0.009603	-0.009655	0.048395	0.005627	-0.002932	-0.01953	0.015092	Female	49	No	No	Employed	Suburban	High School or Below	1,670,997,600
64	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	afb94913-f480-4416-8f97-8695e06b3e19	no_churn	0.014553	0	no_churn	-0.124685	-0.002387	-0.021401	-0.00123	0.031089	-0.221978	0.03177	0.039797	Male	69	Yes	No	Employed	Suburban	High School or Below	1,670,997,600
18	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	205964c4-b2df-405e-be72-5aae7b73ab06	no_churn	0.793534	1	churn	-0.036384	-0.013001	0.024169	-0.041614	-0.126041	0.031202	0.001644	0.044333	Male	55	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
31	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	5dbeb160-73de-472f-94b6-0f0b12ee9ec5	no_churn	0.489912	1	churn	-0.02496	-0.006992	0.060719	0.123693	0.027999	0.089681	0.00733	0.061837	Female	63	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
65	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	f6d399d4-c0dc-4ac8-83da-0bbbf4362ac4	churn	0.016988	0	no_churn	-0.03234	-0.003656	0.011469	-0.04774	-0.001861	-0.176817	0.028729	0.040689	Female	74	No	No	Employed	Suburban	High School or Below	1,670,997,600
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	346a518c-e287-4361-a85a-a9244627c76d	no_churn	0.326557	0	no_churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Male	70	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
3	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	3ad91d31-e568-4d87-9651-df9a70af6abc	no_churn	0.655926	1	churn	0.112596	-0.006608	-0.077395	0.133795	0.016977	0.086551	-0.006348	0.005533	Female	25	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
19	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	42bc8d48-b482-4525-b239-2551f86943ed	no_churn	0.012686	0	no_churn	-0.00885	-0.004184	-0.038316	-0.050046	-0.030945	-0.112575	0.01962	-0.018729	Female	26	No	No	Employed	Suburban	College	1,670,997,600
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	cf62b592-4219-4d1a-90f3-8ada0112885d	no_churn	0.589365	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	38	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
22	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	a32b65fa-3d56-4e02-a35d-fcb6d0844c91	no_churn	0.112615	0	no_churn	-0.063684	-0.003876	0.038971	-0.025367	0.068281	0.056969	0.003165	-0.023485	Male	23	Yes	Yes	Unemployed	Rural	College	1,670,997,600
25	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	ea18fde3-2b87-467b-8e83-be3d60af8987	no_churn	0.662172	1	churn	0.017544	-0.001928	0.090098	0.183251	0.044102	0.098402	-0.020147	-0.024681	Male	36	No	No	Disabled	Suburban	High School or Below	1,670,997,600
25	Yes	No	High Speed	Web_Chat_Support	Two year	100hrs+	Disabled	6737c9a7-5c2a-47ab-be57-9744586f4191	no_churn	0.021674	0	no_churn	-0.000809	-0.004018	-0.036973	-0.009981	0.047592	-0.089843	0.066614	-0.041608	Male	66	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
26	Yes	No	High Speed	Expired	One year	0hrs	Disabled	984517c7-fcb3-44af-ae3e-cd5d20b97ebf	no_churn	0.022821	0	no_churn	-0.068337	-0.003522	-0.040091	-0.037728	0.004382	-0.070062	-0.019441	-0.034227	Female	66	No	No	Employed	Suburban	Bachelor	1,670,997,600
68	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Disabled	4ecf75d5-5aaf-4c68-9155-11f55e5d0506	no_churn	0.088851	0	no_churn	-0.127072	-0.003259	-0.048285	0.003611	-0.004241	-0.083029	0.015713	-0.022464	Female	64	No	No	Disabled	Suburban	Bachelor	1,670,997,600
7	Yes	No	Medium Speed	Expired	Two year	0hrs	Disabled	ec576e01-78fe-4810-9e96-591438985df9	no_churn	0.01337	0	no_churn	0.011663	-0.004432	-0.00637	-0.085448	-0.014996	-0.132686	-0.01803	-0.018728	Male	44	Yes	No	Employed	Suburban	College	1,670,997,600
17	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	77756464-ccd2-4c28-84ea-c2dc63b9f1ad	no_churn	0.026081	0	no_churn	0.027227	-0.004202	-0.031386	-0.041651	-0.018884	-0.145902	0.02025	-0.019478	Male	29	No	No	Employed	Suburban	Bachelor	1,670,997,600
1	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	279f4af8-6a76-477d-9f05-250cb1f557b4	no_churn	0.387835	1	churn	0.295646	-0.008284	-0.008392	-0.033921	-0.043434	0.138132	0.089762	-0.039876	Female	27	No	No	Employed	Suburban	Bachelor	1,670,997,600
72	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	8dfd6362-90af-40b7-ab34-222157df9719	no_churn	0.002472	0	no_churn	-0.110112	-0.00334	-0.012769	-0.004518	0.021421	-0.147944	0.041673	-0.023437	Male	72	No	Yes	Employed	Suburban	College	1,670,997,600

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