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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
57	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	67d02cdd-c4c1-449b-93f0-993be3925f48	no_churn	0.025746	0	no_churn	-0.031579	-0.007376	-0.026391	-0.02781	0.015439	-0.116636	-0.028755	-0.035918	Male	52	No	No	Employed	Suburban	Master	1,672,293,600
72	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	855ddb31-3cea-4c5a-843b-2c6186c6d287	no_churn	0.002747	0	no_churn	-0.077724	-0.00368	-0.015199	-0.014857	0.00305	-0.120785	-0.016394	-0.023437	Female	50	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	23d9b63c-cfc4-4e85-acc4-29fdf3a098be	no_churn	0.285729	0	no_churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Female	26	No	Yes	Employed	Urban	Bachelor	1,672,293,600
69	Yes	No	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	724c8799-1d28-41db-893f-133fa2296b8d	no_churn	0.016358	0	no_churn	-0.094793	-0.003061	-0.024162	0.023072	-0.025037	-0.116467	-0.015235	-0.013343	Male	43	No	No	Employed	Suburban	College	1,672,293,600
27	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	9a9e8093-02f9-490a-b5e8-b57eabb83833	churn	0.326667	1	churn	-0.066675	0.063976	0.011169	-0.014892	-0.00526	0.060779	-0.046716	-0.055074	Male	78	No	Yes	Employed	Rural	College	1,672,293,600
41	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	0cfb13bd-795d-48f9-b635-98f1d706d3ea	no_churn	0.0358	0	no_churn	0.027739	-0.000727	0.024738	0.037537	0.049974	-0.137586	-0.024462	-0.036239	Male	51	No	No	Unemployed	Suburban	Bachelor	1,672,293,600
42	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a000231d-42f5-49ec-8464-3d738bb5bc12	churn	0.371071	1	churn	0.002064	-0.002232	-0.062988	0.103895	0.025581	0.110937	-0.035344	-0.015785	Male	69	No	No	Retired	Suburban	Bachelor	1,672,293,600
50	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cb32f777-6ff5-4afb-9e07-38ac5390af5a	churn	0.613484	1	churn	-0.009001	-0.001647	0.114027	0.027692	0.041914	0.117734	0.058483	0.002083	Male	41	No	No	Employed	Rural	College	1,672,293,600
29	Yes	No	Low Speed	In_Store_Support	Month-to-month	<50hrs	Active	61d81c8f-e939-42d7-85e8-7a6dc2e1d6de	churn	0.122503	1	churn	-0.063201	-0.005564	-0.027509	-0.046078	-0.087083	0.036182	0.05134	0.038387	Male	40	No	Yes	Employed	Rural	High School or Below	1,672,293,600
71	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	346d64cc-cdbe-4699-8083-ba0a70f326c7	churn	0.202692	1	churn	-0.156076	-0.002011	0.000394	-0.013826	0.014681	-0.184428	0.022332	0.049908	Male	50	No	Yes	Employed	Urban	College	1,672,293,600
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7efeacee-68a1-4993-990d-b6c28b8ba876	no_churn	0.137915	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Male	54	No	Yes	Unemployed	Suburban	College	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	577bc405-4583-47aa-887c-8f80bf8bdba4	no_churn	0.562725	0	no_churn	-0.045161	-0.003934	-0.047116	-0.008467	-0.045895	0.064421	-0.039582	0.026708	Male	50	No	No	Disabled	Rural	College	1,672,293,600
66	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	aaced005-4558-4de2-91c5-f278a7411d4b	no_churn	0.010557	0	no_churn	0.10138	0.001987	0.063131	0.039539	0.040424	-0.038255	-0.012935	0.010385	Female	38	No	No	Employed	Suburban	College	1,672,293,600
17	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	523b9fd3-b237-4fa0-8cf0-1fbf2b77b56e	churn	0.143513	1	churn	0.290019	0.005947	0.073573	0.071738	0.041073	0.149681	-0.003619	0.024627	Female	35	No	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
68	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	8748936b-dc79-4f0c-b036-ef527fe292c3	no_churn	0.006482	0	no_churn	-0.06834	-0.003432	0.006137	-0.012645	0.006637	-0.154301	-0.019309	-0.023774	Male	66	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
67	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	04ccbdb6-c539-47fb-933e-24b887567030	no_churn	0.011131	0	no_churn	-0.057327	-0.002738	0.003216	-0.091339	-0.040909	-0.117235	0.020672	0.026633	Female	65	No	Yes	Employed	Urban	Bachelor	1,672,293,600
67	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	42cddb17-e085-4872-be97-526f27f17bca	no_churn	0.011131	0	no_churn	-0.057327	-0.002738	0.003216	-0.091339	-0.040909	-0.117235	0.020672	0.026633	Male	68	No	No	Employed	Suburban	Bachelor	1,672,293,600
13	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	aeb589e4-d232-45dc-87df-980d155db902	no_churn	0.194924	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Male	75	No	Yes	Employed	Urban	Bachelor	1,672,293,600
72	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	ec9624ee-fac2-47ac-a572-38a838b9f028	no_churn	0.002203	0	no_churn	-0.091569	-0.003876	-0.001083	-0.025286	0.002409	-0.110491	-0.016341	-0.022789	Female	68	No	No	Retired	Urban	College	1,672,293,600
25	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	e0e95797-a999-497d-ad1d-4d8143d32756	no_churn	0.00846	0	no_churn	-0.013744	-0.005815	-0.024232	-0.038692	0.005225	-0.108979	-0.037127	-0.045662	Male	41	No	Yes	Employed	Rural	College	1,672,293,600
57	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	95001a4b-4e8e-4540-a493-12a5e3eee898	no_churn	0.012617	0	no_churn	-0.01446	-0.003692	-0.011469	-0.024975	0.020083	-0.132175	-0.03745	-0.064887	Female	55	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
72	Yes	No	High Speed	In_Store_Support	Two year	<80hrs	Active	869bd0d8-2b82-4308-9fe1-9a7632debe29	no_churn	0.085652	0	no_churn	-0.077199	-0.003761	-0.018014	-0.01542	-0.032752	-0.154342	0.015314	0.020722	Male	43	No	No	Employed	Suburban	Master	1,672,293,600
56	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	a48de766-2581-4c35-aed4-2dcbb9fd9bb1	no_churn	0.135923	0	no_churn	-0.175056	-0.00355	-0.112115	0.001653	0.044002	0.044287	-0.033891	-0.02531	Male	72	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	74e16d31-2b1c-4282-9795-8b3564bb375a	no_churn	0.602341	0	no_churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Female	68	No	No	Employed	Suburban	Master	1,672,293,600
52	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	8abc3c41-76d3-4156-87e1-4278c79f4153	no_churn	0.005847	0	no_churn	-0.064851	-0.003418	0.002731	-0.017839	-0.045941	-0.11246	-0.013625	-0.013623	Female	35	Yes	No	Employed	Urban	Bachelor	1,672,293,600
32	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	cb9bfd86-9da2-42a3-b1fa-c96db00ef8b0	no_churn	0.009057	0	no_churn	-0.013574	-0.004664	-0.012271	-0.034446	-0.031036	-0.144625	-0.012497	-0.015914	Female	21	No	Yes	Employed	Suburban	College	1,672,293,600
71	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	0e247094-6515-4c1c-9ea4-e5da506e8885	no_churn	0.01718	0	no_churn	-0.023867	-0.001683	0.078264	0.092355	0.086899	-0.018963	0.07666	0.083998	Male	59	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
70	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	541698eb-6938-44f4-a2d7-7e50ae453893	no_churn	0.072422	0	no_churn	-0.099256	-0.002655	0.01554	0.041088	-0.056391	-0.111002	-0.022895	-0.028454	Female	72	No	Yes	Employed	Suburban	College	1,672,293,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	f8103f04-dbfc-437d-b869-d640c3fc40c6	churn	0.231901	1	churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Female	41	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
41	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	a7b5e331-db39-4b1f-b9dd-e160ea78abfb	no_churn	0.0358	0	no_churn	0.027739	-0.000727	0.024738	0.037537	0.049974	-0.137586	-0.024462	-0.036239	Female	24	No	Yes	Employed	Rural	Bachelor	1,672,293,600
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4ab1aa40-9a5e-4c47-819f-a7327ed898cb	churn	0.452949	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Male	48	No	Yes	Retired	Suburban	College	1,672,293,600
57	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	2a80ea46-64cd-4e61-8cf7-57a0b8698a50	no_churn	0.012617	0	no_churn	-0.01446	-0.003692	-0.011469	-0.024975	0.020083	-0.132175	-0.03745	-0.064887	Female	35	No	No	Unemployed	Suburban	Master	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	907208f1-078b-4354-b0c9-78b4eee08bb1	no_churn	0.562725	0	no_churn	-0.045161	-0.003934	-0.047116	-0.008467	-0.045895	0.064421	-0.039582	0.026708	Male	78	No	No	Employed	Rural	Bachelor	1,672,293,600
41	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	9d88724f-1920-46b9-87f2-4b4cac61b65a	no_churn	0.0358	0	no_churn	0.027739	-0.000727	0.024738	0.037537	0.049974	-0.137586	-0.024462	-0.036239	Male	55	Yes	Yes	Employed	Urban	Bachelor	1,672,293,600
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	32b14ec9-534b-4e1f-a556-2ee3d0c2ca99	no_churn	0.285729	0	no_churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Male	76	Yes	No	Employed	Suburban	College	1,672,293,600
52	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	1b6f2bbd-9fed-40ef-8bea-f6683231db5b	no_churn	0.005847	0	no_churn	-0.064851	-0.003418	0.002731	-0.017839	-0.045941	-0.11246	-0.013625	-0.013623	Male	50	No	No	Employed	Suburban	Bachelor	1,672,293,600
51	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	f48e2f91-77f5-4711-8f48-9c73fbc8ec82	no_churn	0.00757	0	no_churn	-0.06604	-0.003405	-0.019553	-0.025088	-0.033413	-0.093139	-0.013742	-0.014646	Female	73	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
59	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	0b3bc744-b93e-4adf-aeac-5689e8752a9f	no_churn	0.316419	0	no_churn	0.079394	-0.000089	0.02375	0.033732	0.12371	-0.094257	0.108973	0.098844	Male	29	No	No	Employed	Suburban	High School or Below	1,672,293,600
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	666e39c6-8c47-4d1e-85b1-e5ba331f0e8c	no_churn	0.111066	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	50	Yes	No	Unemployed	Suburban	College	1,672,293,600
51	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	6baaa6cb-5199-4d9f-9d62-bc336d2c7474	no_churn	0.00757	0	no_churn	-0.06604	-0.003405	-0.019553	-0.025088	-0.033413	-0.093139	-0.013742	-0.014646	Female	68	No	No	Employed	Suburban	College	1,672,293,600
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	900acf59-9f4f-4c2d-8e8a-5db2fd5eab5d	no_churn	0.172162	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Female	48	Yes	Yes	Unemployed	Rural	College	1,672,293,600
72	Yes	No	Fiber optic	Phone_Support	Two year	100hrs+	Active	01782b50-8001-41a8-b053-e635b27cc115	no_churn	0.024343	0	no_churn	-0.148856	-0.002786	-0.028828	-0.008939	0.011204	-0.14174	0.017892	0.033026	Male	23	Yes	Yes	Employed	Suburban	High School or Below	1,672,293,600
39	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	8d975850-9940-4958-84c6-5c9ff3d968a6	no_churn	0.157928	0	no_churn	-0.031546	-0.007765	0.008505	-0.124745	0.023997	0.041133	-0.019043	-0.029563	Female	21	No	No	Employed	Suburban	College	1,672,293,600
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	084bacf6-f1a0-40cc-bf5a-b0df8e14eadd	churn	0.775859	1	churn	-0.005428	-0.006306	-0.12216	-0.086355	-0.013546	0.062716	-0.07333	-0.007949	Male	53	No	No	Unemployed	Urban	College	1,672,293,600
56	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	40a1baff-d9c3-49f7-bc0e-68ab21ef65d6	no_churn	0.135923	0	no_churn	-0.175056	-0.00355	-0.112115	0.001653	0.044002	0.044287	-0.033891	-0.02531	Male	23	No	No	Employed	Suburban	Bachelor	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	d6bee24c-7cb4-40a6-b61d-a7baf41c2534	no_churn	0.562725	0	no_churn	-0.045161	-0.003934	-0.047116	-0.008467	-0.045895	0.064421	-0.039582	0.026708	Male	78	No	No	Employed	Suburban	High School or Below	1,672,293,600
72	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	80542be1-8cc6-4927-b6cc-c37a62a105ec	no_churn	0.005304	0	no_churn	-0.135546	-0.002342	-0.011389	-0.005753	0.028137	-0.191539	0.024352	0.045054	Male	39	No	No	Unemployed	Suburban	High School or Below	1,672,293,600
2	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8a64b365-92ff-4ea0-821e-03b7940f019b	no_churn	0.504089	0	no_churn	0.196741	0.041363	0.010664	-0.070093	-0.108068	0.123315	-0.042907	-0.038338	Male	30	No	No	Unemployed	Suburban	College	1,672,293,600
23	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	fa3477d4-6683-46d1-ae7e-deae07dff3ed	churn	0.473047	1	churn	-0.170431	-0.004973	0.084282	-0.079176	0.004166	0.011862	0.006861	-0.01995	Female	44	Yes	Yes	Employed	Urban	College	1,672,293,600
53	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	eb634549-19ec-4b79-b0e6-86ece7585c33	no_churn	0.04727	0	no_churn	-0.041599	-0.003285	-0.016755	-0.008789	-0.094988	-0.041773	-0.023188	-0.038648	Male	65	No	Yes	Employed	Suburban	College	1,672,293,600
35	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d0d5da78-bcbb-4016-bd27-98b1a6869ad1	no_churn	0.1302	0	no_churn	-0.04268	-0.006986	0.035586	-0.059851	-0.016701	0.05225	-0.034311	-0.009071	Male	66	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
68	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	fc90288b-ccbc-4913-812d-1bb4eb48e5c7	no_churn	0.011086	0	no_churn	-0.064676	-0.003618	-0.017177	-0.017092	0.003373	-0.124578	-0.019782	-0.025476	Male	68	Yes	No	Employed	Suburban	High School or Below	1,672,293,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	33244750-3cda-4317-9388-2e83058fee2c	churn	0.751358	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	39	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
35	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	cc18ed91-529a-4f7d-b740-face3c4cb804	no_churn	0.38725	0	no_churn	-0.129637	-0.002784	0.087098	-0.032106	0.051739	0.08339	0.125037	0.064249	Female	43	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	63e96e03-01ed-436a-a10e-57939d44acfe	no_churn	0.172162	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Female	34	Yes	No	Unemployed	Suburban	Bachelor	1,672,293,600
70	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	7aaf60b2-07f1-4e51-aa9e-f035e593e072	no_churn	0.072422	0	no_churn	-0.099256	-0.002655	0.01554	0.041088	-0.056391	-0.111002	-0.022895	-0.028454	Female	74	No	Yes	Employed	Urban	College	1,672,293,600
51	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	636e9031-e7f3-404b-addd-03ac100da70f	no_churn	0.145296	0	no_churn	-0.149498	-0.002214	0.041404	0.009208	0.012193	-0.156312	-0.010979	-0.002827	Female	46	No	No	Unemployed	Suburban	College	1,672,293,600
33	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	fed91a40-e670-42a3-9c21-2aefe22f873b	churn	0.262856	1	churn	0.02325	-0.001027	0.011048	0.042688	0.022969	0.015342	-0.011529	0.008233	Female	34	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
20	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	26792104-47f5-47ce-8b6a-110dad8c5330	no_churn	0.046669	0	no_churn	-0.067979	-0.009782	-0.041635	-0.07852	0.004013	0.042364	-0.045368	-0.07212	Male	55	No	Yes	Unemployed	Urban	College	1,672,293,600
28	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	e5198ff8-f2d6-41fb-a880-65cdb5e5a7df	churn	0.648013	1	churn	0.068579	-0.001889	0.134264	0.112814	0.079126	0.147129	0.078507	0.102946	Male	70	Yes	Yes	Unemployed	Suburban	College	1,672,293,600
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4ad13e28-3167-46d4-bfed-e1113242edd0	no_churn	0.413691	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	35	No	No	Unemployed	Suburban	College	1,672,293,600
72	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	f893acfb-8d82-4a90-ac28-04ae26b74622	no_churn	0.001956	0	no_churn	-0.091569	-0.003876	-0.001083	-0.025286	0.002409	-0.110491	-0.016341	-0.022789	Female	47	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
57	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	bd200654-8043-4362-ac13-180a7cfad906	no_churn	0.025746	0	no_churn	-0.031579	-0.007376	-0.026391	-0.02781	0.015439	-0.116636	-0.028755	-0.035918	Male	50	No	Yes	Employed	Urban	High School or Below	1,672,293,600
25	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e2c8c2a0-d4c3-4e85-8f74-d4223a87e1c3	no_churn	0.248416	0	no_churn	0.020776	-0.008391	-0.080092	0.136362	0.068699	0.098814	-0.024865	-0.00754	Female	20	No	No	Unemployed	Suburban	High School or Below	1,672,293,600
17	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2b922ee4-14df-43e4-9523-f41c59cf2603	churn	0.143513	1	churn	0.290019	0.005947	0.073573	0.071738	0.041073	0.149681	-0.003619	0.024627	Male	39	No	Yes	Employed	Urban	Bachelor	1,672,293,600
56	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	4c6390ad-6b58-4700-b07c-48b574e5a4d2	no_churn	0.267006	0	no_churn	-0.07317	-0.004423	-0.096753	-0.046098	0.034061	0.054295	-0.010816	-0.046123	Female	56	No	No	Employed	Suburban	Bachelor	1,672,293,600
69	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	3481899d-669b-49b7-872c-1da1b2552d3a	no_churn	0.028621	0	no_churn	-0.049903	-0.003517	-0.002951	-0.028942	-0.033956	-0.113721	-0.016055	-0.01798	Female	35	No	No	Employed	Suburban	Bachelor	1,672,293,600
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	193fedc8-b080-4d6e-b625-4bfe6de5c58a	churn	0.555974	1	churn	0.052194	-0.005021	-0.0668	0.148805	-0.008346	0.108179	-0.039669	-0.027313	Male	23	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
69	Yes	No	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	2e9a7d4c-fd2d-453a-9c08-6ab92dc055a4	no_churn	0.016358	0	no_churn	-0.094793	-0.003061	-0.024162	0.023072	-0.025037	-0.116467	-0.015235	-0.013343	Male	77	Yes	Yes	Employed	Suburban	Master	1,672,293,600
67	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	e44211f2-ef0e-43bd-b231-1d43670aef65	no_churn	0.011131	0	no_churn	-0.057327	-0.002738	0.003216	-0.091339	-0.040909	-0.117235	0.020672	0.026633	Female	62	Yes	No	Disabled	Suburban	Doctor	1,672,293,600
41	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	2f18caad-37ba-47c4-9e0a-58ec1859239b	no_churn	0.460808	0	no_churn	-0.101102	-0.006428	-0.094737	0.024107	-0.000363	0.052791	-0.053538	-0.053755	Male	24	No	Yes	Unemployed	Suburban	Master	1,672,293,600
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	dd5ec3fd-c14f-4656-baf3-a8d7f0f7ae0c	churn	0.727124	1	churn	0.24186	0.054012	0.027869	-0.04414	-0.112285	0.132537	-0.044866	-0.039967	Female	61	Yes	No	Unemployed	Suburban	Master	1,672,293,600
5	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	ef5944d5-9941-4f90-8efe-0acb748dd75f	no_churn	0.485482	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	58	No	Yes	Employed	Suburban	College	1,672,293,600
35	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e89a7579-1909-4efa-9983-efd2b1e32378	no_churn	0.1302	0	no_churn	-0.04268	-0.006986	0.035586	-0.059851	-0.016701	0.05225	-0.034311	-0.009071	Female	60	Yes	No	Employed	Suburban	High School or Below	1,672,293,600
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	494c4add-33e3-4a01-9165-5ad557503134	churn	0.532851	1	churn	-0.109522	-0.002565	0.014517	0.023233	0.024339	0.088112	0.007525	0.030334	Female	56	No	No	Unemployed	Suburban	College	1,672,293,600
5	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	9231f706-8212-4f3c-a1c8-8f1e65456e95	churn	0.169013	1	churn	0.13856	-0.004215	-0.015113	-0.046239	0.057747	0.101414	-0.029596	-0.059099	Male	47	Yes	No	Employed	Rural	College	1,672,293,600
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	56a7c9c7-70d3-40c2-977e-f8738b222016	no_churn	0.274975	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Female	40	Yes	No	Unemployed	Suburban	High School or Below	1,672,293,600
72	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	f09f83be-0926-4085-853e-df199e5bafc3	no_churn	0.002203	0	no_churn	-0.091569	-0.003876	-0.001083	-0.025286	0.002409	-0.110491	-0.016341	-0.022789	Male	56	Yes	No	Unemployed	Rural	High School or Below	1,672,293,600
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	4de7d5a0-9a9a-4df0-a927-4a97a365c2ac	churn	0.849599	1	churn	0.260026	-0.004489	0.010868	-0.028575	0.059984	0.161195	0.090646	0.096891	Male	69	No	No	Unemployed	Rural	Bachelor	1,672,293,600
47	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	c7f30575-0502-4223-b600-7d40411959c0	no_churn	0.027372	0	no_churn	0.080046	-0.002704	0.037844	0.075327	0.057121	0.035289	-0.003372	0.001424	Male	27	No	Yes	Unemployed	Suburban	College	1,672,293,600
47	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	972cd995-d824-401d-81e6-10c667e89f0d	no_churn	0.027372	0	no_churn	0.080046	-0.002704	0.037844	0.075327	0.057121	0.035289	-0.003372	0.001424	Female	40	No	Yes	Retired	Suburban	College	1,672,293,600
42	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8f69b5d7-ab3f-454c-b062-f05e24a3b320	no_churn	0.414329	0	no_churn	-0.078571	-0.005737	-0.06044	0.027573	-0.001742	0.054269	-0.078092	-0.070285	Female	54	No	Yes	Employed	Urban	High School or Below	1,672,293,600
58	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	722bbd39-53bf-4557-a4a7-a39bba4201ff	no_churn	0.09747	0	no_churn	-0.118245	-0.006217	-0.019523	-0.049789	0.007823	0.032198	-0.046476	-0.048796	Female	79	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
65	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	e3dbd01e-8b63-4ef3-b795-4d92cdaafe72	no_churn	0.005703	0	no_churn	-0.047331	-0.00274	-0.00767	-0.019255	0.002371	-0.134404	-0.026394	-0.033601	Male	48	No	No	Employed	Rural	College	1,672,293,600
56	Yes	Yes	Low Speed	In_Store_Support	One year	<80hrs	Active	4bd8821b-97a1-4673-a176-2785426d3c85	no_churn	0.092881	0	no_churn	-0.063942	-0.012457	0.00004	-0.047875	-0.090113	-0.088405	0.007956	0.03577	Male	33	No	No	Employed	Suburban	College	1,672,293,600
7	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	51dc7a46-c758-4ae8-8305-344c944cf452	no_churn	0.288241	0	no_churn	0.029112	-0.001989	-0.000107	-0.025506	-0.016499	0.064898	-0.016796	-0.010832	Male	33	No	No	Employed	Suburban	College	1,672,293,600
72	No	No phone service	High Speed	In_Store_Support	Two year	0hrs	Disabled	4a2e8477-08a2-4b12-95ee-3cb7872bc5e6	no_churn	0.003925	0	no_churn	-0.079434	0.004591	-0.003499	-0.01804	-0.028265	-0.121278	-0.010996	-0.012105	Male	24	No	Yes	Unemployed	Urban	College	1,672,293,600
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	2cc36cd5-e06b-466d-b216-04e9d186c39b	no_churn	0.24239	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Female	43	No	No	Retired	Suburban	High School or Below	1,672,293,600
4	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	6642fb0d-fa6c-4c68-80e0-06b4beb5fa5a	churn	0.763112	1	churn	0.205043	0.000613	0.063806	-0.048334	0.09422	0.139695	0.078843	0.104588	Male	27	No	Yes	Unemployed	Suburban	Doctor	1,672,293,600
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9f995563-0b48-4e47-8aa4-1e7d0b711331	no_churn	0.557666	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Female	60	No	No	Disabled	Suburban	Bachelor	1,672,293,600
72	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	56eeb9f7-1c79-4583-8757-5622d2766efa	no_churn	0.002747	0	no_churn	-0.077724	-0.00368	-0.015199	-0.014857	0.00305	-0.120785	-0.016394	-0.023437	Male	38	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
9	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	a093f51e-b6cd-481c-ace1-beb7446b8587	no_churn	0.106636	0	no_churn	0.008197	-0.012486	-0.020049	-0.068917	-0.032546	0.071056	-0.045498	-0.032196	Female	45	Yes	Yes	Employed	Suburban	College	1,672,293,600
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a5e3eb38-adfe-4772-8559-c02f53ae53fb	no_churn	0.347486	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	36	No	Yes	Unemployed	Suburban	College	1,672,293,600
66	Yes	Yes	Fiber optic	In_Store_Support	One year	100hrs+	Active	7bd5548d-7c87-497c-bfec-1ac83946eeee	no_churn	0.232742	0	no_churn	-0.16017	-0.002389	0.017326	0.018436	-0.077661	-0.086227	-0.004901	0.02656	Male	65	No	No	Employed	Suburban	High School or Below	1,672,293,600
57	Yes	Yes	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	5ca4adf4-d4c0-45f8-8518-20eb5a9b3f9a	no_churn	0.088922	0	no_churn	-0.053193	-0.004793	0.002991	-0.031994	0.00779	-0.081045	-0.048828	-0.029954	Male	70	No	No	Employed	Suburban	High School or Below	1,672,293,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8dd4793f-cb75-46c1-8585-1ab9f03cb498	churn	0.431905	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	68	Yes	No	Unemployed	Rural	Bachelor	1,672,293,600
72	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	c38a6d4d-2afb-409f-a71c-691988ea081f	no_churn	0.006389	0	no_churn	-0.099812	-0.003089	-0.002321	-0.030191	-0.037028	-0.135272	0.016468	0.022218	Male	33	Yes	No	Employed	Rural	College	1,672,293,600
53	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	cd0a2cae-7e63-474d-8210-9551cfc5e85f	no_churn	0.018321	0	no_churn	-0.117243	-0.001947	-0.017971	-0.026884	0.015615	-0.150987	-0.000513	0.050903	Male	33	No	Yes	Medical Leave	Rural	College	1,672,293,600
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	57cfc4b2-766b-479f-a86b-115f610e3c8e	churn	0.452949	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Male	64	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
2	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	1dae49bf-9426-4a9e-8714-147208e5214d	no_churn	0.070758	0	no_churn	0.113633	-0.007662	-0.012845	-0.002861	-0.061818	-0.022964	-0.013045	-0.012463	Male	28	No	No	Employed	Urban	Bachelor	1,672,293,600

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