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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
1	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	da4bf5a0-735c-460f-b7f6-be04bdc21127	churn	0.569153	1	churn	0.274999	0.076744	0.041029	-0.005973	-0.021101	0.173377	0.071807	-0.030106	Female	59	Yes	No	Employed	Suburban	High School or Below	1,671,170,400
16	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	4c3dbb25-30aa-43c0-b3e8-21010e761802	no_churn	0.581386	1	churn	0.022573	-0.00649	0.002013	0.099356	-0.020859	0.061769	-0.00906	-0.008329	Male	20	No	No	Employed	Suburban	Doctor	1,671,170,400
2	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	b60c2c40-00cb-451b-866a-9663e53e9608	no_churn	0.132606	0	no_churn	0.094922	-0.012154	-0.075912	-0.177738	-0.024325	0.015809	-0.022809	-0.020289	Male	43	No	Yes	Employed	Suburban	Doctor	1,671,170,400
12	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	a5048e9e-2d83-4cc2-a937-d1a5f223aa4c	no_churn	0.390867	0	no_churn	0.075631	0.096098	0.031563	-0.037674	0.122833	0.137983	0.022548	-0.023147	Female	42	No	Yes	Medical Leave	Suburban	Bachelor	1,671,170,400
21	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	efa1db55-64a8-4e43-bea9-ec0d24f788d4	no_churn	0.128823	0	no_churn	-0.064723	-0.006517	-0.04191	-0.059099	-0.094095	0.013206	0.016528	-0.022416	Male	42	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	bda1c44a-8057-44fe-9480-8462afeaaf95	no_churn	0.00644	0	no_churn	-0.096888	-0.004858	0.004773	-0.027838	-0.014716	-0.134363	0.02163	-0.016767	Female	59	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
38	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	57fef28d-433e-40e9-b1e9-677383e86b29	churn	0.086294	0	no_churn	-0.100074	-0.007008	0.020375	-0.077598	0.026448	0.065866	-0.016537	0.025501	Male	30	Yes	Yes	Employed	Urban	Master	1,671,170,400
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	9d551c1c-0c75-44ac-9309-df66d833e509	no_churn	0.469398	0	no_churn	-0.151918	-0.009204	0.033502	0.033656	-0.002083	0.077619	0.065904	-0.054726	Female	69	Yes	No	Employed	Rural	College	1,671,170,400
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	78206686-1997-437e-a847-57437a4fd0d5	no_churn	0.403054	0	no_churn	-0.127037	-0.005964	-0.07882	-0.011666	0.017194	0.061859	0.052678	-0.040603	Female	25	No	No	Employed	Rural	Bachelor	1,671,170,400
31	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	c90f9ef6-5db5-4d64-abc0-af315b96e5fd	churn	0.107415	0	no_churn	0.104184	-0.005417	0.028544	0.028913	0.084915	0.10903	-0.057856	0.01866	Female	55	Yes	Yes	Employed	Suburban	Master	1,671,170,400
24	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	772a0162-51aa-4244-9091-3db7cb92c064	no_churn	0.142562	0	no_churn	-0.01043	-0.006425	-0.023755	0.047116	0.025397	0.066275	0.008875	-0.001913	Male	33	Yes	No	Disabled	Rural	College	1,671,170,400
11	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	720d513f-0c81-4e56-8099-2a8393ddeb7c	churn	0.370032	0	no_churn	0.110306	0.154594	0.067222	-0.00635	0.121713	0.133995	0.031791	-0.026463	Female	53	Yes	No	Employed	Suburban	Bachelor	1,671,170,400
11	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	342b4694-52fe-48a1-9b5c-b81ed44e2343	churn	0.517595	0	no_churn	-0.017753	-0.016418	-0.102417	-0.043365	-0.094614	0.033443	0.014672	0.037426	Male	58	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	da5f2e33-e1b4-4735-af53-36b50fd13496	no_churn	0.47758	0	no_churn	0.236828	-0.006696	-0.036588	0.080046	0.025546	0.136174	0.082667	-0.040643	Female	59	No	No	Employed	Suburban	Bachelor	1,671,170,400
25	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	b913698e-55b4-4625-824b-b07760ec1304	churn	0.201226	0	no_churn	-0.090019	-0.0131	-0.137919	0.056515	-0.029084	0.017451	-0.016365	-0.01984	Female	37	No	Yes	Unemployed	Suburban	Master	1,671,170,400
72	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Active	335b12d5-2dc2-488b-aa86-7cdec7201eb1	churn	0.007962	0	no_churn	-0.104025	-0.004738	0.001035	-0.03496	-0.027319	-0.1303	0.00695	0.024331	Male	32	No	Yes	Disabled	Urban	Master	1,671,170,400
29	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	1692baf7-5918-41a4-8085-835cbe96f61e	no_churn	0.20858	0	no_churn	-0.156033	-0.016804	0.002656	-0.080164	0.032466	0.046372	-0.029862	-0.057656	Female	61	No	No	Employed	Urban	Bachelor	1,671,170,400
49	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	42a68489-7f3a-4df4-84be-0eefea18ccb6	churn	0.360061	0	no_churn	-0.042601	-0.000974	0.116636	0.091748	0.072388	0.091626	-0.048836	0.018607	Male	56	No	No	Employed	Suburban	College	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	b2c74c9e-aa18-4308-9fdc-3e1fa0ac68b6	churn	0.380758	0	no_churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Male	66	Yes	Yes	Employed	Suburban	College	1,671,170,400
6	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	687e2158-c0a0-4ad1-ad0b-afe6bff863e9	churn	0.064883	0	no_churn	0.083008	-0.005497	0.002392	-0.102737	-0.014095	0.076606	0.013777	-0.031214	Male	41	Yes	Yes	Unemployed	Urban	Bachelor	1,671,170,400
71	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	70a6afb4-2d3f-433d-a731-afd6393af634	no_churn	0.003563	0	no_churn	-0.086823	-0.005433	-0.021258	-0.026286	-0.019309	-0.111641	0.016536	-0.014812	Male	40	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
40	Yes	No	High Speed	In_Store_Support	Two year	<80hrs	Disabled	c0ded899-14db-48ba-9a2c-fdf043afccd4	churn	0.010394	0	no_churn	-0.053495	-0.005344	-0.019221	-0.032112	-0.031461	-0.137165	0.024364	-0.014592	Female	56	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
11	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	6e929567-2926-455c-801a-cf7fb5a9eca6	no_churn	0.24937	0	no_churn	0.040961	-0.011213	-0.03682	-0.075649	-0.077367	0.040074	0.007974	-0.007973	Female	52	No	No	Employed	Suburban	High School or Below	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1a92245a-3d69-4d6b-aa20-86e7f2129d50	churn	0.690227	1	churn	0.169868	-0.009387	-0.027216	0.160069	-0.002259	0.084411	0.001658	0.000413	Female	79	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
12	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	65ff0b62-cc0b-47a1-a55d-0885b09b8e92	no_churn	0.222857	0	no_churn	-0.014627	-0.00391	-0.105238	-0.008215	0.034778	0.071302	0.022693	-0.028082	Male	64	No	Yes	Employed	Rural	High School or Below	1,671,170,400
70	Yes	Yes	High Speed	Expired	One year	<80hrs	Disabled	83b9535d-cb5c-42b7-862a-d1946be7a874	no_churn	0.026888	0	no_churn	-0.091043	-0.005749	0.003774	-0.050786	-0.011311	-0.076565	0.021211	-0.028557	Male	60	No	No	Employed	Suburban	High School or Below	1,671,170,400
58	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Disabled	f1fd1cce-bfa9-4094-b65f-1dd6878a2953	no_churn	0.073763	0	no_churn	-0.165827	-0.003464	0.011275	0.042534	0.012985	-0.126239	0.020264	-0.030553	Female	60	Yes	Yes	Employed	Suburban	College	1,671,170,400
58	Yes	Yes	Fiber optic	Phone_Support	One year	100hrs+	Disabled	4d430e62-df00-4870-9e73-4ac0b9887116	no_churn	0.073763	0	no_churn	-0.138843	-0.004324	0.017855	0.011606	0.002723	-0.163296	0.046374	-0.031123	Male	69	Yes	No	Disabled	Suburban	College	1,671,170,400
35	Yes	Yes	High Speed	Phone_Support	One year	100hrs+	Active	d57bf55c-433a-4993-b2e6-5841cb60f433	no_churn	0.178254	0	no_churn	-0.02983	0.000849	0.090279	0.056431	0.122243	0.079472	0.149422	0.102109	Female	58	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
38	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	c374e2ca-7ff5-41a7-a66a-3517041b469b	churn	0.086294	0	no_churn	-0.100074	-0.007008	0.020375	-0.077598	0.026448	0.065866	-0.016537	0.025501	Female	80	No	No	Employed	Suburban	High School or Below	1,671,170,400
1	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	a4e6e530-f042-4761-807a-407fde2d3cfd	churn	0.569153	1	churn	0.196939	0.082911	0.023203	-0.010316	-0.060482	0.147907	-0.020421	-0.006957	Female	65	No	No	Employed	Urban	College	1,671,170,400
41	Yes	No	High Speed	In_Store_Support	One year	<80hrs	Active	b1acd691-3eaa-4eb5-b637-d1f8dc4a15ea	no_churn	0.219188	0	no_churn	-0.060624	-0.002076	-0.01515	-0.048259	-0.007467	-0.105741	-0.046753	0.047044	Male	67	Yes	No	Employed	Suburban	High School or Below	1,671,170,400
48	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	d3d36f87-e46b-4044-a64f-9270b960bbd8	churn	0.205203	0	no_churn	-0.168985	-0.003022	-0.028878	0.089148	0.035175	-0.120396	0.00384	0.034092	Male	55	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400
2	Yes	No	High Speed	Expired	Month-to-month	<50hrs	Active	c3c8b6e3-f80f-424b-84f6-20f2af547b2b	no_churn	0.693589	1	churn	0.292354	-0.009822	-0.02315	0.05615	0.046431	0.136991	0.143436	0.076082	Male	68	No	No	Employed	Suburban	High School or Below	1,671,170,400
62	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	16314488-b6d1-4549-bff3-8e8903ec48cc	no_churn	0.231074	1	churn	-0.02937	0.000276	0.078788	0.153578	0.130867	0.053254	0.124332	0.079249	Female	68	No	Yes	Medical Leave	Suburban	College	1,671,170,400
21	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f1788d57-8750-432a-aff1-9ed0046e5cb4	churn	0.452485	1	churn	-0.065503	-0.003919	-0.092883	0.09858	-0.007361	0.045779	0.039227	-0.031542	Female	26	No	No	Unemployed	Urban	College	1,671,170,400
15	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Disabled	dffe0d02-38c1-4f59-a3ad-150cc7dfcdad	no_churn	0.009698	0	no_churn	0.024697	-0.004136	0.01063	-0.04806	-0.013518	-0.21743	0.033639	-0.024848	Male	45	No	No	Employed	Suburban	Bachelor	1,671,170,400
57	No	No phone service	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	af01e005-ded9-4bad-a885-0fdcd3a4e3b8	no_churn	0.19479	0	no_churn	-0.061172	-0.015972	0.013893	-0.062952	0.043085	0.033854	0.071769	0.06847	Male	70	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
38	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Disabled	71e20976-011e-4d89-974d-9e2cad4488b9	churn	0.219799	1	churn	-0.016519	-0.007889	-0.011472	0.107735	-0.001538	0.052965	-0.036927	0.029058	Male	51	Yes	No	Disabled	Suburban	College	1,671,170,400
11	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	bce1be3a-0a59-43c6-a7d1-65a925689df8	churn	0.517595	0	no_churn	-0.017753	-0.016418	-0.102417	-0.043365	-0.094614	0.033443	0.014672	0.037426	Male	25	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
45	Yes	Yes	Medium Speed	In_Store_Support	Two year	<50hrs	Active	bf195dc4-3d8e-4cd2-83a3-bd5f94baf67a	no_churn	0.042415	0	no_churn	-0.089572	-0.002977	0.006496	-0.040403	-0.043687	-0.139802	0.026141	0.024779	Female	48	No	No	Employed	Suburban	Bachelor	1,671,170,400
21	No	No phone service	High Speed	Expired	Two year	0hrs	Disabled	dc4d11e8-a4ac-4c49-af15-6cb3d1aceec2	no_churn	0.016163	0	no_churn	-0.049153	0.00099	-0.021508	-0.040419	-0.007606	-0.119749	-0.016479	-0.015102	Female	62	Yes	No	Disabled	Suburban	College	1,671,170,400
21	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	62807e40-843c-4267-8d8a-fc6a4a79e411	no_churn	0.158445	0	no_churn	-0.058537	-0.005389	-0.018694	-0.061305	-0.047326	0.047343	-0.050514	-0.054605	Male	59	No	No	Disabled	Suburban	Bachelor	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ff4c182a-94fa-4dcf-929e-d822564806bb	no_churn	0.47758	0	no_churn	0.205661	-0.007764	-0.046779	0.111044	-0.002338	0.091911	-0.005905	0.008227	Male	29	No	No	Employed	Urban	Bachelor	1,671,170,400
13	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	79c050de-a398-48b7-8052-eb8d2696be08	no_churn	0.050943	0	no_churn	0.004239	-0.005254	-0.020034	-0.07941	0.015241	-0.058515	0.034685	-0.029978	Female	49	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
62	Yes	Yes	Fiber optic	Expired	One year	<50hrs	Active	f1c68fdb-5245-4386-a6a8-77fdcc4b7a06	no_churn	0.231074	1	churn	-0.135795	-0.000136	0.056687	0.112902	0.089502	0.039501	0.095227	0.066778	Male	29	No	No	Medical Leave	Rural	Doctor	1,671,170,400
17	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	00d9e035-ff7e-4f02-a61f-4ba35b785f70	churn	0.400344	1	churn	0.047882	-0.010443	-0.021395	-0.152167	-0.016412	0.07244	0.037516	-0.035197	Female	59	No	Yes	Employed	Suburban	College	1,671,170,400
26	Yes	No	Low Speed	Expired	One year	<80hrs	Disabled	24788560-eeb8-4a4f-b6ac-a8027c3454cd	no_churn	0.020685	0	no_churn	-0.081521	-0.004866	-0.020368	-0.038144	-0.022647	-0.078729	0.009181	-0.021931	Female	78	No	No	Disabled	Suburban	Bachelor	1,671,170,400
15	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	b9694470-df54-4e92-9def-5e3975f6879b	no_churn	0.498662	1	churn	0.090845	-0.005573	0.008375	-0.047678	-0.013312	0.099752	0.084831	-0.049413	Female	66	No	No	Unemployed	Urban	High School or Below	1,671,170,400
11	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	b9975f9b-1aba-4b1a-8bad-9e6b7ad8244e	no_churn	0.24937	0	no_churn	0.040961	-0.011213	-0.03682	-0.075649	-0.077367	0.040074	0.007974	-0.007973	Female	36	No	No	Employed	Urban	College	1,671,170,400
69	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	7992cc94-0b05-4152-8b6e-2eed74b09318	churn	0.143578	0	no_churn	-0.147915	-0.000533	0.031482	0.013154	0.029494	-0.112752	0.006202	0.061842	Female	79	Yes	Yes	Employed	Suburban	Master	1,671,170,400
56	Yes	Yes	Fiber optic	Phone_Support	One year	100hrs+	Disabled	58dca783-27f9-4c52-acd4-fb151c341a22	no_churn	0.122422	0	no_churn	-0.098574	-0.003589	-0.003379	-0.045045	0.018013	-0.110947	0.016598	-0.022104	Female	63	No	Yes	Retired	Suburban	College	1,671,170,400
6	Yes	No	Medium Speed	Phone_Support	Two year	100hrs+	Active	db63b611-0bc1-44ae-abd6-48d6a7d004fc	no_churn	0.015745	0	no_churn	0.013732	-0.002524	0.018542	0.001698	0.093895	-0.211488	0.079803	0.087316	Female	60	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
9	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	78ffa2dc-ac7e-4a37-becf-13b49fbc0aad	churn	0.579099	1	churn	0.134058	-0.002002	0.004704	0.239982	0.153498	0.134644	0.007047	0.016668	Male	71	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
12	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	b5401b98-27d7-4108-9e3b-89ba33ae5028	no_churn	0.283346	0	no_churn	0.053473	-0.01468	-0.026894	-0.094481	0.026098	0.062363	-0.013597	-0.01308	Female	51	No	No	Employed	Suburban	College	1,671,170,400
38	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Disabled	d652214e-c438-4b31-b2e5-018748a860c9	churn	0.219799	1	churn	-0.016519	-0.007889	-0.011472	0.107735	-0.001538	0.052965	-0.036927	0.029058	Male	72	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400
23	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	2cddc702-cd11-4064-90c4-27b435605ea9	churn	0.052972	0	no_churn	-0.086307	-0.004653	-0.05226	-0.04228	0.00034	-0.044045	0.003817	-0.013639	Male	36	No	No	Employed	Urban	College	1,671,170,400
54	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	5df16a14-25e2-4ae4-8d45-7f66acf61252	no_churn	0.105619	0	no_churn	-0.128472	-0.014444	-0.003075	-0.027348	-0.114892	0.030679	0.025624	0.041462	Male	58	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
21	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	db634291-1166-4783-8e82-981be6f655a7	no_churn	0.565776	1	churn	-0.082157	0.047737	-0.004886	-0.017528	-0.09828	0.056774	0.023986	-0.034672	Male	42	No	No	Medical Leave	Urban	College	1,671,170,400
35	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	2d2e9dff-598c-48be-b50a-e0ebdf8afb4e	no_churn	0.008731	0	no_churn	-0.081954	-0.003614	0.009299	-0.043431	-0.023758	-0.127451	0.015386	-0.013503	Female	42	No	No	Retired	Suburban	Bachelor	1,671,170,400
64	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	f06a83e0-dcaa-4fdc-b4df-07adb09dca29	no_churn	0.104012	0	no_churn	-0.201426	-0.002251	0.030326	-0.094426	0.010943	-0.057007	0.006252	0.038563	Male	22	No	No	Employed	Urban	High School or Below	1,671,170,400
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	f6fa1886-6887-40ae-8fb2-02f574b90b4f	no_churn	0.489927	0	no_churn	-0.114638	-0.00502	-0.035514	0.01874	0.025627	0.079747	0.025109	-0.034688	Male	30	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	032dbe6f-dcbe-495a-b42f-2e957da98850	churn	0.695062	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	61	Yes	Yes	Employed	Urban	Bachelor	1,671,170,400
15	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	b3addc6c-abad-4469-acc5-c2933b5baf27	churn	0.498662	1	churn	0.021671	-0.006962	-0.008811	-0.064113	-0.081885	0.069202	0.049734	-0.033612	Male	59	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
66	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	94a0f678-1f3b-4c6e-a275-58d7be7396e9	churn	0.015775	0	no_churn	-0.026021	-0.002689	0.024657	-0.020864	-0.080345	-0.156487	-0.00383	0.026553	Female	72	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
27	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	a41839a9-a50a-4803-b925-49d317b669d7	no_churn	0.476662	0	no_churn	-0.176748	-0.007721	-0.078154	0.071464	-0.019676	0.032017	-0.0205	-0.017923	Female	71	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
45	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	7cac9832-af79-43b4-823a-550ee2aa964a	churn	0.168386	0	no_churn	-0.158927	-0.006936	0.0033	-0.083844	-0.033509	0.040629	0.029187	0.031075	Male	73	No	No	Unemployed	Suburban	College	1,671,170,400
26	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	869be1fe-4248-4471-93c5-52680bbac845	churn	0.020685	0	no_churn	-0.073993	-0.005668	-0.026318	-0.049783	-0.009098	-0.061403	0.046265	-0.029028	Male	34	No	No	Employed	Suburban	Bachelor	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	337bf826-0260-4844-ad2a-eee65f640c56	no_churn	0.888953	1	churn	0.107974	-0.010009	-0.075011	0.053629	-0.083861	0.076385	-0.027369	-0.011571	Male	52	No	Yes	Employed	Urban	High School or Below	1,671,170,400
13	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	a4f6134a-1b7f-426d-9d69-918efa3cf54c	no_churn	0.756374	1	churn	-0.006538	-0.010725	-0.04498	0.016703	0.016941	0.035518	-0.068594	-0.047351	Male	41	No	No	Employed	Suburban	College	1,671,170,400
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	52b6298c-44a1-4f77-88e8-f4722ee15e51	no_churn	0.136573	0	no_churn	0.013447	-0.017565	-0.058412	-0.110904	-0.070908	0.04946	-0.007292	-0.016852	Male	21	No	Yes	Employed	Suburban	College	1,671,170,400
2	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	d888074f-b535-460f-9a9a-f436f578f538	churn	0.848661	0	no_churn	0.162215	-0.0059	0.044384	-0.008578	-0.06779	0.078301	-0.011463	-0.036862	Female	66	No	Yes	Unemployed	Suburban	College	1,671,170,400
59	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	368c5991-ecf4-475d-a226-7212fdf3909a	no_churn	0.330359	0	no_churn	-0.246153	-0.004342	0.015664	-0.003024	-0.013699	0.030451	-0.006034	-0.02189	Female	46	No	No	Employed	Urban	College	1,671,170,400
59	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	73d6355f-abbc-478a-b3f6-00c0b06d3494	churn	0.226453	0	no_churn	-0.179377	-0.009827	0.000067	0.007361	-0.017026	0.012151	0.008935	0.028691	Female	37	No	No	Unemployed	Suburban	College	1,671,170,400
71	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Active	bb6ae16e-aa86-4631-a353-1916ff95a089	churn	0.047524	0	no_churn	-0.099951	-0.003036	0.022327	-0.014396	-0.02579	-0.228114	0.037325	0.04261	Female	66	Yes	Yes	Employed	Suburban	Master	1,671,170,400
54	Yes	Yes	Medium Speed	Expired	One year	100hrs+	Active	166b2753-6794-4f2e-b2b0-3812e371e415	no_churn	0.165782	1	churn	-0.05902	-0.003301	0.027983	-0.116286	-0.02082	-0.023551	0.050615	0.056853	Female	78	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	9f2af8f5-92d2-40b9-a2f2-e643fd3c0fa7	churn	0.536637	1	churn	0.09288	-0.003029	0.021135	0.022504	0.042696	0.107355	-0.052964	0.019444	Male	55	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
14	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	c2ffc5c2-71a5-43d2-b4b6-52686b1f2869	no_churn	0.124468	0	no_churn	0.004305	-0.017091	-0.06979	-0.095608	-0.045013	0.037985	0.060951	-0.034766	Female	69	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
38	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	87f41a46-a5c1-4a6d-a21c-3f753bb4e4cc	churn	0.086294	0	no_churn	-0.100074	-0.007008	0.020375	-0.077598	0.026448	0.065866	-0.016537	0.025501	Male	55	No	Yes	Unemployed	Rural	Bachelor	1,671,170,400
46	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	1f3abc9a-5da2-4fd8-aacb-d06de12634eb	churn	0.008476	0	no_churn	-0.064815	-0.003282	-0.005885	-0.079291	-0.011749	-0.07485	-0.011595	-0.012561	Male	57	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	1cfe275a-03b6-48d1-9e90-30f0b39df333	churn	0.844119	1	churn	0.029638	-0.00144	0.088702	0.02601	0.01835	0.124442	0.023096	-0.018786	Female	23	No	No	Employed	Suburban	High School or Below	1,671,170,400
44	Yes	No	Low Speed	Expired	One year	<80hrs	Active	a4208981-d6fc-4f1b-a2cf-19616741d643	churn	0.117124	0	no_churn	-0.111797	-0.006719	-0.007105	-0.062106	-0.048938	-0.048802	0.005397	0.041044	Male	69	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
45	Yes	Yes	Medium Speed	In_Store_Support	Two year	100hrs+	Active	12f9587d-d49a-44d9-8b3c-3e1c3d54adc0	no_churn	0.042415	0	no_churn	-0.086804	-0.003649	0.005996	-0.030914	-0.049866	-0.138007	0.01041	0.02381	Male	73	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
6	Yes	No	Medium Speed	Phone_Support	Two year	<80hrs	Active	1563d1db-fc46-423a-ae78-9ccf57431152	no_churn	0.015745	0	no_churn	0.018258	-0.001312	-0.024201	-0.009401	0.051569	-0.218048	0.041699	0.07241	Female	28	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
31	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	15637786-ba73-49e4-88af-34eb9f4eb2f9	no_churn	0.107415	0	no_churn	-0.066243	-0.008273	-0.039115	-0.060907	-0.085675	0.05607	-0.020503	-0.044379	Female	39	No	No	Employed	Suburban	High School or Below	1,671,170,400
5	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	2bb70749-b96a-4852-9ccf-cf46803fa21f	churn	0.144573	0	no_churn	0.124392	-0.00418	-0.034207	-0.091235	0.000908	0.082807	0.028061	-0.041632	Male	46	No	Yes	Employed	Rural	High School or Below	1,671,170,400
17	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	bdba724a-6750-4a00-ae6e-1b1282f97f33	churn	0.400344	1	churn	0.050714	-0.014876	-0.07644	-0.151433	-0.026568	0.066738	-0.043895	-0.053596	Female	29	No	Yes	Employed	Urban	Bachelor	1,671,170,400
69	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	a94ba78a-b5e2-4875-b8da-5f1204ce0b01	no_churn	0.025007	0	no_churn	-0.060787	-0.004326	0.005895	-0.029956	-0.00847	-0.117459	-0.015312	-0.038609	Male	65	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
70	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	450eea73-20d7-4ecc-b607-9b0f414feb6c	churn	0.019216	0	no_churn	-0.095287	0.015335	0.002873	-0.030929	-0.01214	-0.172547	0.008455	0.025213	Male	41	No	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
17	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	815a188e-34ea-4f36-8349-c2682e2745a3	no_churn	0.195703	0	no_churn	0.109614	-0.003692	0.021764	-0.037554	-0.015558	0.083483	-0.022376	-0.003073	Male	70	No	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
8	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	95a52a81-5d16-4793-8907-468b4a711e29	no_churn	0.328705	0	no_churn	-0.031751	0.019318	-0.005767	-0.048545	-0.070332	0.051387	0.054446	-0.0354	Female	23	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
72	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Disabled	2737a0d8-ce7f-4074-a57b-7db865c08a71	churn	0.011931	0	no_churn	-0.164701	-0.003543	0.009034	0.048387	0.013915	-0.175198	0.022674	-0.019593	Female	68	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
10	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	fe1d394c-e1d1-4be7-82d8-9a31831d8113	no_churn	0.873158	1	churn	0.022925	-0.009806	0.040355	0.002836	-0.066299	0.052	-0.039081	-0.041957	Female	49	No	No	Employed	Rural	Doctor	1,671,170,400
62	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	55bf2cea-852f-4556-bac4-3229e10ea32e	no_churn	0.231074	1	churn	-0.228646	-0.002551	0.013993	0.039954	0.025318	-0.107057	-0.016813	0.031777	Male	79	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
50	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Disabled	9b8979ca-d3b2-466e-a0af-bce8e42c8d2e	no_churn	0.020728	0	no_churn	-0.033039	-0.005228	0.012806	-0.071157	-0.014224	-0.119171	0.021107	-0.02012	Female	34	No	No	Employed	Rural	College	1,671,170,400
6	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	10bc7fc5-9500-4c18-912a-d1ebe167f731	churn	0.689612	1	churn	0.14413	0.000529	0.005862	0.18783	0.064062	0.092946	0.010666	0.005352	Female	54	No	No	Employed	Suburban	High School or Below	1,671,170,400
5	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	8bb77464-bea1-4a54-8b84-faf2f5120102	no_churn	0.144573	0	no_churn	0.13663	-0.001791	-0.022054	-0.00284	0.046117	0.092403	0.072888	-0.040837	Male	24	Yes	No	Unemployed	Suburban	Doctor	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	f9a28d48-dc00-4f8a-a337-8e54d20f4801	churn	0.550908	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	65	No	Yes	Retired	Urban	Bachelor	1,671,170,400
66	Yes	Yes	High Speed	Phone_Support	One year	100hrs+	Active	1e582afc-b4fd-4419-b216-1e368aabce17	churn	0.32117	1	churn	-0.040263	0.00103	0.092265	0.040307	0.100474	-0.050366	0.122534	0.092992	Male	67	No	No	Employed	Urban	College	1,671,170,400
2	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	d6250be2-78c9-4f5e-a748-c09109105f08	churn	0.847613	1	churn	0.198603	-0.006635	0.037591	0.088999	0.051478	0.120603	-0.040998	0.009227	Female	20	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400

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