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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
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	e25d6690-eda0-46b5-9473-9403f4f1c884	no_churn	0.044371	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Male	25	No	No	Retired	Suburban	College	1,671,256,800
37	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	2b1feb87-5002-4dbe-877f-b03773ba932f	no_churn	0.054265	0	no_churn	-0.10779	-0.018883	-0.076706	-0.038655	-0.036495	0.048067	-0.016618	-0.021945	Male	25	No	No	Employed	Suburban	Bachelor	1,671,256,800
49	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	6cd54289-9dbc-4592-a318-32bdc81fefdf	churn	0.600363	1	churn	-0.076812	-0.001174	0.055951	0.02363	0.040605	0.114176	0.017626	0.026469	Male	46	No	No	Employed	Suburban	High School or Below	1,671,256,800
23	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	afbb4d36-4351-49c5-8bb3-ef824f4ba983	no_churn	0.051018	0	no_churn	-0.091721	-0.004132	-0.016009	-0.024536	0.007563	-0.059036	-0.030089	-0.051065	Male	37	No	No	Unemployed	Suburban	High School or Below	1,671,256,800
53	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	9aea7a2a-a5d4-4259-81fc-5f7a30d06fe2	churn	0.095944	0	no_churn	-0.075812	-0.002577	0.029769	-0.024263	-0.056109	-0.097755	0.001915	0.015807	Female	24	No	No	Unemployed	Suburban	High School or Below	1,671,256,800
51	Yes	Yes	Fiber optic	Phone_Support	One year	0hrs	Disabled	4bb52d73-b3c8-4f7e-9605-87c42a31e4f5	no_churn	0.041663	0	no_churn	0.071089	-0.003229	0.099909	0.111264	0.069614	-0.147477	0.005101	0.0078	Male	62	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a0da7e1c-1ee9-44da-b0bf-4644afe0bf0f	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	23	No	No	Employed	Urban	Bachelor	1,671,256,800
22	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	2441c41c-c6ad-48ab-b9a3-bfe7da26aceb	churn	0.325465	1	churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Female	27	No	No	Employed	Suburban	High School or Below	1,671,256,800
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f6cac6ba-7a02-4dd7-8e08-37c1f6144bb2	churn	0.726694	1	churn	0.219952	-0.000674	-0.015623	0.114802	0.097826	0.141496	0.077494	0.085701	Male	77	Yes	No	Employed	Suburban	High School or Below	1,671,256,800
47	Yes	No	Low Speed	In_Store_Support	Two year	100hrs+	Active	08436817-31c6-4acd-86d3-ef4279739439	churn	0.017329	0	no_churn	-0.055342	-0.003812	-0.0225	-0.0205	-0.075188	-0.127171	0.011091	0.024396	Female	59	Yes	Yes	Employed	Suburban	College	1,671,256,800
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	aed7bc19-a556-4f9e-bda9-b91ef03a8fe8	churn	0.692695	1	churn	0.006605	-0.003307	0.146481	0.119195	0.075384	0.144175	0.113117	0.057887	Male	56	Yes	No	Employed	Suburban	Doctor	1,671,256,800
15	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	ffd420ff-95a6-4b02-a89c-2f32b7aa9e8c	no_churn	0.030421	0	no_churn	-0.004523	-0.006068	-0.036773	-0.027622	-0.042733	-0.099661	-0.021084	-0.030563	Male	70	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
18	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	ceaf5375-5348-4908-99cc-99e5d304cafd	no_churn	0.352454	0	no_churn	-0.030482	0.106478	0.042133	0.036959	0.025466	0.102661	-0.040202	-0.033789	Female	58	No	No	Disabled	Suburban	Bachelor	1,671,256,800
25	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	051fcfab-e6e6-4cf6-8671-e6b3dc84a868	no_churn	0.063871	0	no_churn	-0.064143	-0.017124	-0.098994	-0.078449	0.022424	0.037473	-0.032967	-0.037246	Female	39	No	No	Employed	Suburban	Bachelor	1,671,256,800
72	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	1ae6c26e-c8d4-4440-87c5-4af03ea84608	no_churn	0.002485	0	no_churn	-0.068223	-0.00301	-0.004667	-0.018331	0.002265	-0.127098	-0.022298	-0.027665	Female	75	No	Yes	Unemployed	Rural	Master	1,671,256,800
4	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	13b25a29-4f51-419d-acd0-519c4dbeafa3	churn	0.400928	1	churn	0.127494	-0.008182	0.000709	-0.063779	0.036799	0.088141	-0.031509	-0.005999	Female	36	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	30716e3a-69bc-430d-bc92-0c1560661cd3	churn	0.755006	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	61	Yes	No	Employed	Suburban	Master	1,671,256,800
12	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	45986307-0f53-4ea2-91ba-db3d521c9888	churn	0.167249	1	churn	0.005094	-0.00411	-0.095397	-0.018486	0.003618	0.068773	-0.038072	-0.032909	Female	47	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	027b61a9-e7db-439b-8ba8-36caf47ab679	no_churn	0.279357	0	no_churn	0.17226	-0.007192	-0.050385	0.047243	0.048837	0.126232	0.053153	0.099158	Female	43	Yes	Yes	Medical Leave	Suburban	College	1,671,256,800
35	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	aad0be8f-85d7-437a-b914-a668ee5e386c	no_churn	0.008507	0	no_churn	-0.045507	-0.004671	0.003546	-0.032193	0.012011	-0.125464	-0.036715	-0.040034	Male	41	No	Yes	Disabled	Suburban	Master	1,671,256,800
25	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	29eb6a07-e02c-4f37-9261-fa8e9065d86e	no_churn	0.136331	0	no_churn	0.050637	-0.001813	0.01095	-0.016774	0.074845	-0.222403	0.058886	0.060646	Male	62	No	Yes	Employed	Suburban	College	1,671,256,800
59	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	b5d97376-7f3f-415d-bad8-05f2aa73572c	no_churn	0.010777	0	no_churn	-0.023914	-0.002761	-0.001771	-0.011314	-0.011865	-0.154657	-0.013081	-0.009664	Male	24	No	Yes	Employed	Suburban	College	1,671,256,800
62	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	5734775f-4144-47c5-b8fe-a108ed12aa47	no_churn	0.07177	0	no_churn	-0.113654	-0.002356	0.003068	0.011193	0.036836	-0.244045	0.044257	0.055673	Male	39	No	Yes	Medical Leave	Suburban	High School or Below	1,671,256,800
40	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	7bb74d28-8b11-4187-b74c-ac7cf5d67792	no_churn	0.080649	0	no_churn	-0.205289	-0.012272	-0.050849	-0.030136	0.047916	0.023383	0.01892	0.044824	Male	77	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	15258b5d-3a24-4124-8649-8663ee2d123b	churn	0.604036	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	72	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
11	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	4fa64ba1-3b2d-40b2-856e-d24d6120c545	churn	0.601029	1	churn	0.097297	-0.001456	-0.01367	0.044236	0.159999	0.112133	0.127233	0.126035	Female	28	No	No	Medical Leave	Suburban	High School or Below	1,671,256,800
64	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	c543a83f-48fb-46e3-9161-520a925f3088	no_churn	0.029891	0	no_churn	-0.067262	-0.003981	0.009076	-0.009728	0.014678	-0.113981	-0.041169	-0.056658	Female	60	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
63	Yes	Yes	Medium Speed	In_Store_Support	Two year	100hrs+	Active	191431d6-b13e-4bc4-b455-688f1cbf8fc0	no_churn	0.01412	0	no_churn	-0.068373	-0.002918	-0.008646	-0.017008	-0.051236	-0.157246	0.015428	0.020974	Female	25	Yes	No	Unemployed	Suburban	Doctor	1,671,256,800
33	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	1a28accc-698b-4156-8d89-f70ef5df6d04	churn	0.326643	1	churn	-0.024214	-0.003502	0.060542	0.019004	0.146503	0.05782	0.090214	0.086844	Female	42	No	Yes	Employed	Suburban	Master	1,671,256,800
42	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d2207bfb-3e08-4e5c-9c20-5f39429f0ada	no_churn	0.181158	0	no_churn	-0.062862	0.073306	0.031262	-0.000976	-0.039773	0.072838	-0.010186	-0.012635	Male	38	No	No	Employed	Suburban	High School or Below	1,671,256,800
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	e451561d-8aba-496c-99c0-f272c7610883	churn	0.598985	1	churn	0.105754	-0.003065	0.062977	0.047841	0.05695	0.140061	0.138807	0.066292	Female	72	No	No	Employed	Suburban	College	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0a7f3c19-3294-463f-ac0e-b215891d50ff	no_churn	0.617187	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	31	No	No	Unemployed	Suburban	College	1,671,256,800
16	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	45434032-d9da-404c-9900-dc81fa3fc60d	churn	0.53358	1	churn	0.140587	-0.002144	0.049934	0.051507	0.101762	0.147712	0.076373	0.068338	Female	28	Yes	No	Employed	Suburban	College	1,671,256,800
59	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	e20e9612-9c43-4a52-893e-47046684e8de	no_churn	0.010777	0	no_churn	-0.023914	-0.002761	-0.001771	-0.011314	-0.011865	-0.154657	-0.013081	-0.009664	Male	21	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
22	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	f175f2c0-7bce-4cc4-92b0-49a56c6a04aa	churn	0.325465	1	churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Male	26	Yes	No	Unemployed	Urban	Bachelor	1,671,256,800
52	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	ab551a8e-0951-4b2d-90f5-93e5dd0ab32c	no_churn	0.06369	0	no_churn	-0.017701	-0.005836	-0.059251	-0.003264	0.05085	-0.136669	0.034562	0.063284	Male	66	Yes	No	Employed	Urban	College	1,671,256,800
1	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	7c399837-c599-4b48-8f58-2b4a0e519891	churn	0.896663	1	churn	0.286909	0.013267	-0.009143	-0.05952	0.019872	0.152219	0.108006	0.101864	Female	27	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	ab52a87f-c1fb-443d-b56e-b3995d9ab2b1	no_churn	0.570112	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	23	Yes	No	Unemployed	Suburban	High School or Below	1,671,256,800
63	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	1a553e1d-dcd5-41e2-b479-aad8e432bd9f	no_churn	0.202008	0	no_churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Male	74	No	Yes	Employed	Suburban	Master	1,671,256,800
59	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	abde904b-76d1-4ee1-aebe-1b37131761db	no_churn	0.010777	0	no_churn	-0.023914	-0.002761	-0.001771	-0.011314	-0.011865	-0.154657	-0.013081	-0.009664	Female	69	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
18	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b7eb27fc-6a54-4966-acf4-2fa2f02c2b45	no_churn	0.160768	0	no_churn	-0.008454	-0.006007	0.004014	0.002339	0.020268	0.062352	-0.028401	-0.013684	Female	73	No	Yes	Retired	Suburban	High School or Below	1,671,256,800
59	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	49f265d9-ebdf-4349-adc6-a37d8cbab717	no_churn	0.130154	0	no_churn	-0.10065	-0.00543	-0.015742	-0.039746	0.006202	0.036539	-0.054867	-0.045334	Male	59	No	No	Unemployed	Suburban	High School or Below	1,671,256,800
35	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	6fb5ff92-4a95-42f6-ae56-44d97f1b1ea7	no_churn	0.008507	0	no_churn	-0.045507	-0.004671	0.003546	-0.032193	0.012011	-0.125464	-0.036715	-0.040034	Female	64	Yes	No	Unemployed	Urban	High School or Below	1,671,256,800
53	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	a84cea3f-d76f-4e63-9592-909641e3fc01	no_churn	0.010332	0	no_churn	-0.053428	-0.003286	-0.013798	-0.013882	-0.057747	-0.090208	-0.011739	-0.015938	Female	79	Yes	No	Employed	Rural	College	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b2d74c48-fed1-4102-9012-d18d9a98da73	no_churn	0.516664	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	20	No	No	Unemployed	Urban	Bachelor	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	1b9ed216-1d76-45f8-b003-b4aab56842a0	no_churn	0.005304	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Female	24	Yes	Yes	Employed	Suburban	College	1,671,256,800
11	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0e61cf90-76a5-4326-a380-78d98b330645	no_churn	0.211062	0	no_churn	-0.032361	-0.00702	-0.03234	-0.06134	-0.042743	0.052851	-0.031715	-0.025024	Female	51	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
66	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	fcf7fe4b-54d8-46ba-9d3b-72355a9fa279	no_churn	0.2749	0	no_churn	-0.089465	-0.001677	0.017232	-0.050881	-0.04129	-0.105865	0.034704	0.038216	Male	65	No	No	Disabled	Suburban	High School or Below	1,671,256,800
25	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5f99bc5d-77bd-4cc0-b91b-dbf5a21d2ef6	no_churn	0.063871	0	no_churn	-0.064143	-0.017124	-0.098994	-0.078449	0.022424	0.037473	-0.032967	-0.037246	Female	68	No	No	Unemployed	Suburban	College	1,671,256,800
64	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	57932960-319f-453c-a6e0-6e24d1498675	no_churn	0.029891	0	no_churn	-0.067262	-0.003981	0.009076	-0.009728	0.014678	-0.113981	-0.041169	-0.056658	Male	55	No	No	Disabled	Suburban	High School or Below	1,671,256,800
19	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	6765ce54-bb78-4c08-9459-e15835327e47	no_churn	0.090735	0	no_churn	-0.052689	-0.007144	-0.030111	-0.110831	0.01802	0.04195	-0.061963	-0.066259	Female	67	Yes	No	Employed	Suburban	Bachelor	1,671,256,800
3	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	97aed4e3-0782-4b8b-9d65-a34249713bc1	no_churn	0.270671	0	no_churn	0.161613	0.100334	0.035027	0.010374	0.067211	0.145554	-0.007111	0.004512	Male	49	No	Yes	Medical Leave	Rural	High School or Below	1,671,256,800
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	e01fb204-6d77-4da2-a2a2-f0473377902e	no_churn	0.642361	0	no_churn	0.213749	-0.003526	-0.032711	0.141969	0.066223	0.141772	0.150105	0.053393	Female	21	No	No	Disabled	Suburban	High School or Below	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	e61abaca-1a4c-4a1c-8535-3525b7cf3e93	churn	0.891088	1	churn	0.315653	-0.003485	0.023281	0.057351	0.060702	0.161476	0.049507	0.04649	Female	73	No	No	Employed	Suburban	Bachelor	1,671,256,800
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	aa8ec547-91d7-4c0b-86f1-716920696e39	no_churn	0.105474	0	no_churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Female	57	No	Yes	Unemployed	Suburban	Doctor	1,671,256,800
51	Yes	Yes	Fiber optic	Phone_Support	One year	0hrs	Disabled	7825c281-cf6c-49ef-8896-300107e0160c	no_churn	0.041663	0	no_churn	0.071089	-0.003229	0.099909	0.111264	0.069614	-0.147477	0.005101	0.0078	Female	30	Yes	Yes	Employed	Rural	College	1,671,256,800
63	Yes	Yes	Medium Speed	In_Store_Support	Two year	100hrs+	Active	d3486fc2-f576-4b1d-b065-8de20e54fc01	no_churn	0.01412	0	no_churn	-0.068373	-0.002918	-0.008646	-0.017008	-0.051236	-0.157246	0.015428	0.020974	Female	55	No	No	Employed	Suburban	Master	1,671,256,800
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1dd5537f-ff08-4b57-bdab-89c30bf5ee75	no_churn	0.105474	0	no_churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Male	29	Yes	No	Employed	Rural	Bachelor	1,671,256,800
33	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	f8b8e911-940c-4126-80f6-9ae253c30505	no_churn	0.052153	0	no_churn	-0.046111	-0.004811	-0.00368	-0.103317	0.041315	0.043948	-0.053808	-0.057562	Male	45	No	No	Employed	Suburban	Bachelor	1,671,256,800
67	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	d08eea81-94c1-4bf1-bed8-75c7521d60f1	no_churn	0.262232	0	no_churn	-0.058993	0.000227	0.088552	0.042046	0.112369	0.007301	0.123105	0.094367	Male	69	No	Yes	Medical Leave	Urban	Bachelor	1,671,256,800
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	655c52df-47fe-48a1-a3b6-501374f0a033	churn	0.549041	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Female	77	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
36	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	fc26fe87-6600-4567-8562-579e4a63e9fa	no_churn	0.393831	0	no_churn	-0.141527	-0.005325	-0.093692	0.0154	0.001316	0.002758	-0.006766	-0.003941	Male	71	No	No	Medical Leave	Rural	College	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	baed4f82-7fa2-4d5a-93bd-e96fb4e007f6	churn	0.885627	1	churn	0.220842	-0.005909	-0.061361	0.083931	0.036071	0.142791	0.000402	0.013149	Female	43	No	No	Employed	Urban	College	1,671,256,800
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	cbd07020-a4a9-440a-93c3-9d52ee6c6095	no_churn	0.044371	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Female	40	No	No	Employed	Suburban	Bachelor	1,671,256,800
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5d1fafdd-4299-4fd4-b944-6c41616ea9b8	churn	0.577448	1	churn	-0.089947	-0.00289	0.060129	0.112927	0.005376	0.093745	-0.009021	-0.048384	Male	20	Yes	No	Employed	Rural	High School or Below	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9c9b8392-1a23-4e63-bf72-0c6e657d5d66	churn	0.422499	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Male	80	No	No	Employed	Suburban	College	1,671,256,800
47	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	975ca10d-e024-4edc-b285-79d63ea4683a	churn	0.403054	1	churn	0.030882	-0.001331	0.04395	0.134151	0.043117	0.12672	-0.00966	-0.017157	Male	46	No	No	Unemployed	Rural	Bachelor	1,671,256,800
33	Yes	No	High Speed	Web_Chat_Support	One year	<50hrs	Active	705756a4-3654-45c7-b84b-b538036e084b	no_churn	0.253423	1	churn	0.072359	0.002071	0.022409	0.019973	0.036858	0.024315	0.133887	0.099102	Male	69	Yes	Yes	Disabled	Suburban	Master	1,671,256,800
61	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	9827c674-881a-42ed-becd-694cf71ae00f	churn	0.22986	1	churn	-0.063996	-0.001103	-0.030837	-0.018578	0.064152	-0.044778	0.037634	0.068479	Male	20	No	No	Employed	Suburban	College	1,671,256,800
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	3543638b-191d-4ab7-8e6a-eebd55d42e89	churn	0.851162	1	churn	0.218786	-0.005116	0.129818	0.048423	0.055929	0.146592	0.064267	0.062275	Male	59	No	No	Retired	Rural	High School or Below	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a085056d-36e9-47ec-863d-df0f0cd3e667	no_churn	0.630346	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	71	No	No	Retired	Suburban	Bachelor	1,671,256,800
52	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	fc787328-e686-4719-8f44-77ccfcacfdbe	no_churn	0.037436	0	no_churn	-0.07149	-0.005349	-0.010157	-0.041224	0.007198	-0.089305	-0.030182	-0.028517	Female	20	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
35	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	a8e5cadb-49a3-4b33-bbf6-10f5e9e7f696	no_churn	0.060565	0	no_churn	-0.042166	-0.0054	-0.014485	-0.116817	0.012765	-0.054686	-0.014619	-0.033617	Female	71	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
53	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	9bea7dbe-bf6a-4da8-9016-2f9584f1cdb7	churn	0.095944	0	no_churn	-0.075812	-0.002577	0.029769	-0.024263	-0.056109	-0.097755	0.001915	0.015807	Male	33	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
35	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	d1632692-2816-42a1-a3c1-4a06b0b99d99	no_churn	0.008507	0	no_churn	-0.045507	-0.004671	0.003546	-0.032193	0.012011	-0.125464	-0.036715	-0.040034	Female	43	No	No	Employed	Suburban	High School or Below	1,671,256,800
33	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	7d62da29-1f4f-4bee-94db-0b8d874525d7	churn	0.60142	1	churn	-0.079903	-0.000866	0.092316	-0.028786	0.061511	0.069946	0.055	0.078887	Male	77	No	Yes	Employed	Suburban	College	1,671,256,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	93fb138e-9564-4ea8-9fa8-7eec492aeb4a	no_churn	0.570112	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	21	No	Yes	Employed	Rural	Doctor	1,671,256,800
42	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	b31098e4-0464-4ffa-89a9-7ee70de9e422	no_churn	0.206325	0	no_churn	-0.038316	-0.054848	-0.015522	-0.100961	-0.042645	0.051095	-0.021938	-0.035892	Male	45	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
58	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	e21d0410-fe8f-4b2e-848a-f7824c245a6c	no_churn	0.219095	0	no_churn	-0.090119	-0.002272	-0.011002	-0.065183	-0.036527	-0.130368	0.05324	0.060484	Male	57	No	Yes	Employed	Urban	Bachelor	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2dcddf33-6b6d-41b1-b4fc-b8696951ef73	churn	0.783377	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	31	Yes	No	Unemployed	Suburban	Master	1,671,256,800
64	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	97dcf008-2b0d-405e-9c4c-e0fd0cae3c72	no_churn	0.011795	0	no_churn	-0.087927	-0.006074	-0.009516	-0.015171	-0.050544	-0.133587	0.014604	0.019188	Male	51	No	Yes	Employed	Suburban	College	1,671,256,800
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	48c04ea8-9e9b-45a5-b510-85203fc590a5	churn	0.454426	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	35	No	No	Employed	Suburban	College	1,671,256,800
68	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	6f6fef80-cc5a-43cc-8453-3756f0b9d8de	no_churn	0.008456	0	no_churn	-0.06142	-0.003706	-0.014377	-0.018269	-0.000219	-0.11634	-0.024979	-0.029715	Female	35	No	Yes	Disabled	Suburban	College	1,671,256,800
32	Yes	Yes	Medium Speed	In_Store_Support	One year	<50hrs	Active	09c5b665-59da-4edd-bf3e-5f061a833b22	no_churn	0.141317	0	no_churn	-0.079286	-0.002506	0.006906	-0.088544	-0.059809	-0.097622	0.027815	0.034019	Female	63	No	Yes	Unemployed	Rural	Bachelor	1,671,343,200
61	Yes	Yes	Medium Speed	Phone_Support	Two year	100hrs+	Active	12d256dc-25e8-40f9-8a63-7c9a766e2d1c	no_churn	0.019781	0	no_churn	-0.098498	-0.002339	-0.028993	-0.040073	0.036618	-0.161633	0.032364	0.043529	Female	49	No	Yes	Retired	Suburban	High School or Below	1,671,343,200
66	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	19744f10-fbab-4e23-8f67-3b4e2b429215	no_churn	0.014786	0	no_churn	-0.010222	-0.002879	0.016093	-0.126101	-0.04566	-0.125583	0.03684	0.028486	Female	44	No	Yes	Employed	Urban	Bachelor	1,671,343,200
33	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	974caf6e-69b4-4f10-bbf8-52cd8840faec	no_churn	0.290819	0	no_churn	-0.127533	0.041808	0.014086	-0.05395	-0.045492	0.068141	0.015718	0.038197	Male	31	Yes	Yes	Unemployed	Suburban	College	1,671,343,200
70	No	No phone service	Low Speed	In_Store_Support	Two year	<80hrs	Active	67842f37-3b04-4770-b92b-6857357ada3d	no_churn	0.008997	0	no_churn	-0.09644	0.005439	-0.007461	-0.018463	-0.030646	-0.157642	0.011795	0.02439	Male	35	Yes	No	Disabled	Urban	Bachelor	1,671,343,200
72	No	No phone service	High Speed	Phone_Support	Two year	<80hrs	Active	07db4da4-c0c2-4c9a-9d19-64b38b253861	no_churn	0.004375	0	no_churn	-0.118882	0.003608	-0.009681	-0.006867	0.00576	-0.174076	0.025164	0.037286	Male	77	Yes	No	Retired	Rural	Bachelor	1,671,343,200
71	Yes	Yes	Medium Speed	Phone_Support	Two year	100hrs+	Active	1d4a6179-9c58-4a6b-93c4-768a6666acaa	no_churn	0.002149	0	no_churn	-0.115655	-0.00245	-0.016617	-0.075185	0.029761	-0.165716	0.036203	0.050631	Female	60	No	No	Employed	Suburban	Bachelor	1,671,343,200
22	No	No phone service	High Speed	Phone_Support	Two year	<50hrs	Active	87ae807e-21f7-438e-baaa-7ccedb8cb7d1	no_churn	0.02923	0	no_churn	0.03025	-0.005658	-0.007316	0.023732	0.079861	-0.191613	0.079575	0.062142	Male	39	Yes	No	Employed	Suburban	Bachelor	1,671,343,200
56	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	d7873783-6a94-43cb-ae4f-08fdf1039be1	no_churn	0.016668	0	no_churn	0.006358	-0.000713	-0.056168	-0.017149	0.08821	-0.103444	0.040025	0.058856	Female	59	No	No	Unemployed	Suburban	High School or Below	1,671,343,200
72	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	497c094e-c1d4-4cca-a834-4dcf7c3368e9	no_churn	0.003374	0	no_churn	-0.163208	-0.002079	-0.002058	-0.008658	0.018613	-0.185417	0.027163	0.046617	Female	67	No	Yes	Employed	Urban	Bachelor	1,671,343,200
27	Yes	No	Low Speed	In_Store_Support	One year	<80hrs	Active	eea5c936-8f53-4854-a4cc-33e03af5a2fa	no_churn	0.104538	0	no_churn	-0.088247	-0.009782	-0.016687	-0.026816	-0.072224	-0.097436	0.01346	0.038705	Female	60	No	No	Unemployed	Rural	Bachelor	1,671,343,200
68	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	1a0a6599-72d2-4ed5-8d4f-b46a2124f7ed	no_churn	0.022837	0	no_churn	-0.084803	-0.001002	0.015877	0.013552	-0.033985	-0.231337	0.051249	0.069757	Female	22	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
40	No	No phone service	High Speed	Phone_Support	One year	100hrs+	Active	b1086a41-b7bd-434c-8d32-20f0bc14f224	no_churn	0.151245	0	no_churn	-0.057153	0.007614	-0.044867	0.005142	0.025605	-0.12931	0.023781	0.015163	Female	56	No	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
72	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	19e79064-13c6-47fb-b7cf-b823326ca44b	churn	0.004848	0	no_churn	-0.098981	-0.003066	0.011121	-0.002491	-0.047457	-0.188772	0.027769	0.032851	Male	75	No	Yes	Employed	Suburban	College	1,671,343,200
72	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	1695b0fc-4f3a-4fde-98fd-f84775bcaa64	no_churn	0.005304	0	no_churn	-0.084165	-0.003952	0.002304	-0.019774	-0.056281	-0.143697	0.012268	0.02427	Female	60	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
72	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	a2daa51d-637d-4b1a-896d-0beb838f9e07	churn	0.004502	0	no_churn	-0.098981	-0.003066	0.011121	-0.002491	-0.047457	-0.188772	0.027769	0.032851	Male	71	Yes	No	Unemployed	Suburban	High School or Below	1,671,343,200
14	Yes	No	Low Speed	In_Store_Support	Two year	<50hrs	Active	7fbf11e7-4e05-4203-a080-55c044601fe4	no_churn	0.010648	0	no_churn	0.002761	-0.004342	-0.01423	-0.030383	-0.062481	-0.170502	0.038837	0.041314	Female	25	Yes	Yes	Retired	Rural	Master	1,671,343,200

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