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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	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	fbf6318e-b755-46ef-ac62-8d5d40ef1204	churn	0.622224	1	churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Male	48	No	Yes	Employed	Urban	College	1,671,343,200
43	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	487b3af2-1f34-4b3e-9b9e-e935981dbe52	no_churn	0.010866	0	no_churn	-0.045324	-0.003896	-0.002526	-0.031888	-0.032387	-0.117472	-0.018391	-0.017142	Female	45	Yes	No	Employed	Rural	Master	1,671,343,200
12	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	b537afb9-f4fb-4447-ac47-8fe5461fe989	no_churn	0.20912	0	no_churn	0.005094	-0.00411	-0.095397	-0.018486	0.003618	0.068773	-0.038072	-0.032909	Male	66	Yes	No	Employed	Suburban	College	1,671,343,200
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7032a1df-4264-4dee-b15a-c41a93f99f25	no_churn	0.111564	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Female	31	No	Yes	Retired	Rural	High School or Below	1,671,343,200
3	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	07b1b1ff-3213-446c-b8e7-f1b05ba9314f	churn	0.467994	1	churn	0.100651	-0.007702	-0.005903	-0.103438	-0.027927	0.080176	-0.026896	-0.034595	Male	50	No	Yes	Employed	Suburban	High School or Below	1,671,343,200
69	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	1ac10813-0847-443b-9984-e8bf6fcb2966	no_churn	0.013482	0	no_churn	-0.050452	-0.002598	-0.007623	0.000876	-0.00446	-0.164414	-0.018344	-0.022011	Male	26	No	Yes	Employed	Suburban	College	1,671,343,200
16	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	4e695a9c-371e-42ca-9174-9f3cc5343085	churn	0.142337	1	churn	0.103155	-0.004815	-0.026793	0.025393	-0.062838	0.09609	-0.012781	-0.023744	Female	27	Yes	No	Employed	Urban	Doctor	1,671,343,200
71	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	faaaeeed-2490-442e-a915-e21e2d4b37dc	no_churn	0.002327	0	no_churn	-0.066799	-0.003056	-0.005697	-0.019261	0.002906	-0.126098	-0.022383	-0.028639	Male	80	No	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
11	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	13d840c3-63b8-45ae-b722-c8ea76e1c180	no_churn	0.010717	0	no_churn	-0.011629	-0.004678	-0.017139	-0.03539	-0.037905	-0.125079	-0.018241	-0.018965	Male	39	Yes	No	Unemployed	Suburban	Bachelor	1,671,343,200
69	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	dce1127a-112c-4998-ace4-406ffb6f4d19	no_churn	0.011963	0	no_churn	-0.057608	-0.003558	-0.021153	-0.018399	0.002759	-0.127644	-0.018272	-0.025151	Female	78	No	Yes	Employed	Rural	Master	1,671,343,200
65	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	c7201dc7-fea3-40f5-adb3-1b3485df9870	no_churn	0.016473	0	no_churn	-0.056553	-0.002906	-0.016187	-0.015503	0.001747	-0.124478	-0.02171	-0.033437	Female	66	Yes	No	Employed	Rural	High School or Below	1,671,343,200
50	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	69b21f2c-ad2e-47f0-bc45-f61d9bc1fe28	no_churn	0.044938	0	no_churn	-0.042956	-0.008465	-0.02839	-0.028072	0.014618	-0.113769	-0.025399	-0.036592	Male	32	Yes	No	Employed	Rural	High School or Below	1,671,343,200
70	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	58b303ae-fbc8-4cd4-a229-77ff504158c1	no_churn	0.006699	0	no_churn	-0.066831	-0.003569	-0.018886	-0.015846	0.001311	-0.122538	-0.017805	-0.024863	Female	55	No	No	Employed	Suburban	Bachelor	1,671,343,200
9	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	10b94dde-dd51-49c8-865d-a60c757c947d	no_churn	0.032369	0	no_churn	0.006747	-0.008545	-0.018404	-0.000257	-0.021369	-0.142364	-0.025507	-0.042661	Male	31	No	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
42	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	353609b1-3fb2-4495-b5c2-1ff458bf4324	no_churn	0.066694	0	no_churn	-0.032868	-0.007412	-0.014726	-0.079114	-0.036623	0.046995	-0.038282	-0.016996	Female	40	Yes	No	Employed	Suburban	Bachelor	1,671,343,200
59	No	No phone service	Medium Speed	In_Store_Support	One year	0hrs	Disabled	6cb55996-bbd6-4a9f-84d0-5eff8c4af2e1	no_churn	0.026989	0	no_churn	-0.083301	-0.050411	-0.013823	-0.003207	0.000756	-0.064955	-0.020213	-0.013872	Male	30	No	No	Employed	Urban	College	1,671,343,200
8	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	ae0dad0f-f0e3-4003-ac78-0cba8b506746	no_churn	0.243733	0	no_churn	0.017089	-0.011454	-0.026559	-0.134057	0.023193	0.043788	-0.053568	-0.069958	Male	55	Yes	No	Employed	Suburban	College	1,671,343,200
7	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ebfc82ff-5506-42d5-aa23-e8636c454fba	no_churn	0.121818	0	no_churn	0.055046	-0.014258	0.023948	-0.029597	-0.003085	0.062243	-0.044803	-0.037441	Female	63	No	Yes	Unemployed	Suburban	Doctor	1,671,343,200
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	d2736ba3-a486-434b-85da-6947cc0cf65e	no_churn	0.175543	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	73	No	No	Unemployed	Suburban	High School or Below	1,671,343,200
37	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	6047dc7c-d7ef-457a-a5db-dbd0c7014209	no_churn	0.024255	0	no_churn	-0.058539	-0.004359	-0.015121	-0.031652	-0.021435	-0.067739	-0.023567	-0.046613	Male	34	No	No	Medical Leave	Suburban	College	1,671,343,200
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a2a4a70e-64fb-4c1e-bb70-9b229cbe9804	churn	0.336775	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	22	No	No	Employed	Suburban	High School or Below	1,671,343,200
2	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	84da401a-2ec4-46d6-b383-dd533d563fd3	churn	0.194969	1	churn	0.179694	-0.015275	-0.013266	-0.050628	0.007986	0.110382	-0.014215	-0.017062	Male	65	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
9	No	No phone service	High Speed	Web_Chat_Support	One year	0hrs	Disabled	9d74eda5-cccb-42f4-8527-80c5c46e2cdb	no_churn	0.046027	0	no_churn	-0.011824	0.04471	0.012696	-0.055373	0.005347	-0.198569	-0.023771	-0.022242	Female	20	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5431ea32-efec-417c-a29d-1a92d185eeb2	no_churn	0.38693	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Male	57	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
3	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a28328f1-744c-4dae-8d77-2544554629dc	churn	0.528835	1	churn	0.161613	0.100334	0.035027	0.010374	0.067211	0.145554	-0.007111	0.004512	Female	76	Yes	Yes	Unemployed	Urban	Bachelor	1,671,343,200
71	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	82f26ac9-aada-46f1-9b9f-bfb8256b1a82	no_churn	0.002329	0	no_churn	-0.076247	-0.003737	-0.016402	-0.015735	0.003698	-0.119689	-0.016406	-0.024508	Female	74	Yes	No	Employed	Rural	Bachelor	1,671,343,200
5	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	2a1e34f0-3bb3-4c8a-8a1a-dcc511d3355e	churn	0.208712	1	churn	0.178229	-0.007471	-0.063379	0.015039	0.092223	0.120913	-0.028936	-0.048381	Female	77	No	No	Employed	Suburban	Bachelor	1,671,343,200
7	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	48d89049-ad7b-4aff-abf0-ef5af5d3294d	no_churn	0.010881	0	no_churn	0.058019	-0.003997	0.005185	-0.011852	0.035344	-0.220588	-0.027055	-0.038845	Female	78	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
50	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	99db8abe-ec92-4ed7-a1fc-1132535788ec	no_churn	0.005677	0	no_churn	-0.011223	-0.003083	0.025899	-0.021606	0.015228	-0.235522	-0.016874	-0.021846	Female	48	Yes	Yes	Employed	Urban	College	1,671,343,200
12	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	624c2344-2ada-471a-9345-ca831b36f90d	no_churn	0.041577	0	no_churn	0.029538	-0.004357	0.02019	-0.001792	0.003893	-0.180006	-0.033057	-0.058436	Female	38	Yes	Yes	Employed	Suburban	Bachelor	1,671,343,200
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	11a545c3-b659-47e9-8b5b-99f76cac9b13	churn	0.305014	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	58	No	No	Unemployed	Rural	High School or Below	1,671,343,200
42	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	b5b8fc3f-9631-4f92-900f-2616bca78cea	no_churn	0.159473	0	no_churn	-0.031392	-0.006694	-0.065906	-0.139986	0.021379	0.051199	-0.026409	-0.025503	Female	28	No	No	Employed	Suburban	Bachelor	1,671,343,200
47	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	a850cfaa-bb3f-4470-b687-943b80669809	no_churn	0.01231	0	no_churn	-0.024692	-0.00499	-0.012256	-0.035189	0.012074	-0.130155	-0.025877	-0.047941	Male	56	Yes	Yes	Employed	Suburban	Bachelor	1,671,343,200
14	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	19231c05-606d-4f11-99c9-85e49107d74d	no_churn	0.014271	0	no_churn	-0.027264	-0.005606	-0.019934	-0.032053	0.009017	-0.116868	-0.035054	-0.041263	Male	77	No	Yes	Employed	Suburban	College	1,671,343,200
18	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a7f87b17-d195-4a26-a79d-4ba374b0aa86	no_churn	0.146168	0	no_churn	-0.020945	0.069731	0.024803	-0.020788	0.01628	0.06902	-0.036596	-0.053793	Female	62	No	Yes	Disabled	Suburban	College	1,671,343,200
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a85e7407-b70d-4b1d-a711-477ec49d6164	no_churn	0.192774	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	20	No	No	Unemployed	Suburban	Bachelor	1,671,343,200
8	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	c741307f-85fa-40b3-a37c-8172a4bd0ebf	no_churn	0.008134	0	no_churn	0.009852	-0.008211	-0.015727	-0.043524	0.014233	-0.151783	-0.033853	-0.040013	Male	32	No	No	Employed	Rural	Master	1,671,343,200
18	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	476976cb-baf7-4838-9b6e-03f877724378	no_churn	0.046224	0	no_churn	-0.074294	-0.009872	-0.060266	-0.020843	-0.025481	0.045386	-0.052771	-0.070886	Male	64	No	No	Unemployed	Suburban	High School or Below	1,671,343,200
29	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	4861cef0-863e-498f-8d3b-aef5bae8f21d	no_churn	0.006051	0	no_churn	-0.040543	-0.005365	-0.019423	-0.037387	0.017877	-0.111583	-0.031763	-0.040839	Female	53	Yes	Yes	Unemployed	Rural	High School or Below	1,671,343,200
50	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f99cfd00-72f8-4cb1-b5bc-ce219b7f0cfe	no_churn	0.159558	0	no_churn	0.089452	0.004779	0.124799	0.010754	0.082238	0.137951	-0.009837	-0.006352	Female	70	No	Yes	Retired	Rural	College	1,671,343,200
63	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	733770b6-6abb-4a7f-a8cc-a1fbd7f58f55	no_churn	0.020365	0	no_churn	-0.049817	-0.002922	-0.007758	-0.018211	0.002708	-0.13358	-0.028019	-0.031427	Female	25	Yes	No	Employed	Urban	Master	1,671,343,200
35	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	952ec761-ea2b-4a63-a623-a0f20901fd3c	churn	0.182552	1	churn	-0.126871	-0.010185	-0.043543	-0.094836	0.020128	0.033463	-0.017915	-0.025936	Male	29	No	No	Retired	Urban	College	1,671,343,200
13	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	ddd329e9-ea65-4f6f-8709-b06b9555f86d	no_churn	0.015231	0	no_churn	-0.007753	-0.009982	-0.02817	-0.03276	0.007909	-0.123614	-0.032502	-0.042153	Female	67	Yes	Yes	Employed	Suburban	College	1,671,343,200
67	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	45f5527c-818e-4913-9790-08379edd557e	no_churn	0.026562	0	no_churn	-0.061921	-0.004302	-0.033382	-0.025523	0.005223	-0.094655	-0.022227	-0.028906	Male	23	No	No	Employed	Rural	Master	1,671,343,200
56	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	e0f65f40-2288-4add-9ba3-1a3dc4b346f8	no_churn	0.238456	0	no_churn	0.119123	-0.000549	0.100459	0.085697	0.125844	-0.053713	0.070077	0.045845	Female	24	Yes	No	Employed	Suburban	High School or Below	1,671,343,200
72	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	41dab685-5df9-450c-aee1-76f5d82ede4a	no_churn	0.052261	0	no_churn	-0.167525	-0.001894	0.049051	0.029952	0.050086	-0.107833	0.092444	0.076693	Male	46	No	No	Employed	Suburban	Bachelor	1,671,343,200
43	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	58978ac4-28b2-444f-8f15-45e35b998362	no_churn	0.2145	0	no_churn	-0.120587	-0.004157	0.013686	-0.043543	-0.000309	-0.122142	-0.025626	0.053651	Female	25	No	No	Medical Leave	Urban	College	1,671,343,200
15	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	769c7906-f814-4708-9155-24458920919c	no_churn	0.594387	0	no_churn	0.082692	-0.000909	0.001943	-0.111665	0.100394	0.126767	0.111224	0.100528	Male	70	No	Yes	Retired	Suburban	Bachelor	1,671,343,200
52	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	5ff73d39-825a-4b64-8a26-c94bf8e20ee9	churn	0.613582	1	churn	-0.023699	-0.001013	-0.004476	0.010826	0.14165	0.111146	0.063182	0.043359	Male	55	Yes	Yes	Employed	Urban	High School or Below	1,671,343,200
35	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	f15ea7fa-f984-44bb-bf9d-cff9dffdb393	churn	0.612032	1	churn	-0.083466	-0.002295	0.110602	0.121865	0.078944	0.114353	0.07687	0.106005	Male	24	No	Yes	Employed	Suburban	High School or Below	1,671,343,200
17	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	3632bc9b-3084-401d-9be8-8ce9a6f822cf	no_churn	0.532836	1	churn	0.04829	-0.005236	-0.06017	0.100463	0.116034	0.102667	0.088134	0.090237	Female	66	No	No	Unemployed	Suburban	College	1,671,343,200
14	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f43a1646-6b21-4832-b8d3-a1fb7ff06c36	churn	0.522925	1	churn	0.006569	-0.003572	-0.072579	0.008631	0.102851	0.09724	-0.003552	0.09579	Female	55	No	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
7	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	8c36c149-75f1-4b9c-8fb0-9cceb8222d60	churn	0.864276	1	churn	0.08416	-0.000614	0.110814	0.047668	0.1379	0.133521	0.086385	0.121141	Male	41	Yes	Yes	Unemployed	Urban	Master	1,671,343,200
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	e251d8a9-f686-4e44-92e4-54972f839e86	churn	0.700115	1	churn	-0.07451	-0.008221	-0.072062	-0.135331	-0.028461	0.049515	-0.004666	0.02471	Male	73	No	No	Employed	Suburban	Bachelor	1,671,343,200
49	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	2b65ab17-ec04-487d-a4c0-cb8770d32bbb	no_churn	0.286159	0	no_churn	-0.076812	-0.001174	0.055951	0.02363	0.040605	0.114176	0.017626	0.026469	Male	25	No	Yes	Employed	Urban	College	1,671,343,200
45	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	cd0b22a8-7203-4ce1-bd60-54465498dc1e	no_churn	0.313282	0	no_churn	-0.211794	-0.00285	-0.002738	-0.161126	0.046349	-0.002476	0.060973	0.044636	Female	36	Yes	No	Employed	Suburban	Bachelor	1,671,343,200
66	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	f9c82acf-7f21-43db-baf0-5a5fffd18652	churn	0.464037	1	churn	-0.163194	-0.0022	-0.014716	-0.048431	0.040903	0.050674	-0.047065	0.065001	Male	28	No	No	Employed	Rural	College	1,671,343,200
51	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	6212180b-8bf4-4b46-9ebe-75735fe2a01f	no_churn	0.247153	0	no_churn	-0.124491	-0.00005	0.080885	0.022565	0.055074	0.130924	0.069141	0.096927	Female	35	No	No	Disabled	Rural	Bachelor	1,671,343,200
56	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	47101442-12ec-4831-9314-1b2ef36efc1c	no_churn	0.487666	0	no_churn	-0.021718	-0.001103	0.04611	0.110327	0.080101	0.055536	0.114173	0.047548	Female	40	No	Yes	Employed	Suburban	Bachelor	1,671,343,200
30	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	36550f6f-5de7-4dd3-8195-72024541c333	churn	0.575599	1	churn	-0.168997	-0.003759	-0.045792	-0.08079	0.032659	0.044025	-0.035103	0.059897	Female	38	No	No	Retired	Suburban	Bachelor	1,671,343,200
66	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	ca22f6b2-090d-4019-b5c5-bc2f65bb643d	churn	0.512139	0	no_churn	-0.019915	-0.000896	0.026765	0.039812	0.119141	0.087806	0.063137	0.066353	Female	80	No	No	Employed	Suburban	High School or Below	1,671,343,200
56	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	b02508ed-b938-44b9-b5b9-def76584a0c0	churn	0.331016	1	churn	-0.034129	0.000344	0.055017	0.085873	0.078959	0.016027	0.012019	0.034458	Female	45	No	No	Unemployed	Rural	High School or Below	1,671,343,200
8	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	8983d924-9ba3-4c21-bf3c-0ee773591959	no_churn	0.710769	0	no_churn	0.136402	-0.000876	0.036771	-0.002397	0.096391	0.162652	0.159346	0.142684	Female	69	Yes	No	Employed	Suburban	High School or Below	1,671,343,200
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	0ab800a8-fbf8-4e5f-851f-30a9ea079f24	no_churn	0.523626	0	no_churn	-0.07451	-0.008221	-0.072062	-0.135331	-0.028461	0.049515	-0.004666	0.02471	Female	69	Yes	No	Unemployed	Suburban	College	1,671,343,200
67	Yes	Yes	Low Speed	Web_Chat_Support	One year	100hrs+	Active	469241ac-9291-420e-9810-16e047393286	churn	0.241714	0	no_churn	0.046915	0.000554	0.095684	0.075655	0.07646	-0.019975	0.115483	0.110199	Female	70	No	No	Disabled	Suburban	College	1,671,343,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	7935bd01-e719-4cde-8a20-6389956789bb	churn	0.70797	1	churn	0.02548	-0.002215	0.102443	-0.003895	0.03161	0.114669	0.009265	0.03559	Female	70	No	Yes	Medical Leave	Rural	High School or Below	1,671,343,200
22	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	4c38b82a-90db-4d9e-b9ec-dd312bdf5a0b	no_churn	0.346745	0	no_churn	-0.023994	-0.005206	-0.035798	0.001284	0.082543	0.080542	0.036894	0.052376	Male	74	Yes	Yes	Employed	Urban	College	1,671,343,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	eb5d32ff-fb93-4587-9a8f-728ddc06c85a	churn	0.835006	1	churn	0.059398	-0.0024	0.068328	0.012367	0.072232	0.079385	0.05405	0.049364	Female	78	No	No	Employed	Suburban	High School or Below	1,671,343,200
38	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	42b4ba13-560d-4eb9-8f1b-f8a18e975fec	no_churn	0.367018	0	no_churn	-0.158945	-0.005162	-0.105857	0.04073	-0.05178	0.057543	-0.00383	-0.041725	Male	29	Yes	No	Unemployed	Rural	Bachelor	1,671,343,200
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	ab112f8f-1b99-4fdd-b891-cf537a423ea7	no_churn	0.502741	0	no_churn	-0.044227	-0.002001	-0.053478	0.049999	0.038015	0.044725	0.041093	0.014658	Male	33	No	No	Employed	Suburban	College	1,671,343,200
51	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	aecc80c3-81d1-4b97-b48b-f2ff4794c386	no_churn	0.102554	0	no_churn	-0.126509	-0.005388	-0.039292	-0.039001	-0.020636	-0.091729	0.020478	0.033051	Male	21	No	No	Unemployed	Suburban	Bachelor	1,671,343,200
46	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	5d32bafb-a476-445b-acc5-2485792082a1	churn	0.599393	1	churn	-0.214878	-0.00271	0.021009	-0.054239	-0.024302	0.060127	0.024954	0.031012	Female	52	No	No	Employed	Rural	Bachelor	1,671,343,200
43	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8b380d6d-c0af-49e7-a1c1-a854e8de887e	no_churn	0.645525	1	churn	-0.002031	-0.00403	0.101557	0.122464	0.081307	0.086453	0.033419	0.083694	Female	37	Yes	No	Disabled	Suburban	Bachelor	1,671,343,200
58	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	c62710e0-c51d-45f0-b501-d017f4565839	churn	0.261042	1	churn	-0.068611	-0.001276	0.030639	0.03014	0.034717	-0.097869	-0.049543	0.062776	Male	26	No	No	Employed	Suburban	College	1,671,343,200
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1f0e0a46-a3cd-4faf-9bb0-e6d4d37745d2	no_churn	0.464025	0	no_churn	-0.092249	-0.006495	-0.068431	-0.066848	0.056795	0.07619	0.001381	0.07892	Male	37	No	Yes	Employed	Urban	High School or Below	1,671,343,200
52	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	55e64c40-6bbd-4c42-b86f-c7ed1dccd942	no_churn	0.326588	0	no_churn	-0.143987	-0.003221	0.002878	0.01229	-0.042057	-0.122832	-0.009146	0.037048	Male	30	No	No	Unemployed	Suburban	Bachelor	1,671,343,200
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	358a8143-9398-4651-9e19-74bfa698957d	no_churn	0.418827	0	no_churn	-0.169368	-0.003125	-0.065174	-0.002093	-0.036628	0.054192	-0.038764	-0.008066	Male	47	No	Yes	Employed	Suburban	High School or Below	1,671,343,200
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	bdbadc13-79b8-4ead-849f-d7469108579c	no_churn	0.236297	0	no_churn	-0.295324	-0.004873	0.009169	-0.079744	0.013463	0.038323	0.019856	0.030104	Female	71	No	No	Employed	Suburban	Bachelor	1,671,343,200
22	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c650d5b9-7880-4469-b114-fdfebd39a529	churn	0.309264	1	churn	-0.023994	-0.005206	-0.035798	0.001284	0.082543	0.080542	0.036894	0.052376	Female	67	Yes	Yes	Employed	Urban	High School or Below	1,671,343,200
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	62ee3bda-0481-41bf-8e23-8cdec7c36a6a	churn	0.662159	1	churn	0.1714	-0.003215	-0.058145	0.073441	0.048309	0.133829	0.010699	0.050413	Female	69	No	No	Disabled	Suburban	High School or Below	1,671,343,200
24	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	dadab957-62df-4a47-bb9a-551372de2022	no_churn	0.598283	0	no_churn	-0.163295	-0.007112	-0.1358	-0.01381	0.028851	0.043013	-0.01566	0.034787	Male	30	Yes	Yes	Disabled	Urban	High School or Below	1,671,343,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	66040bda-dc7f-486e-97b0-2ef23aff8a9c	churn	0.777513	1	churn	0.274869	-0.005113	0.060597	0.076422	0.046247	0.136682	0.066766	0.074503	Female	56	No	No	Retired	Rural	Bachelor	1,671,343,200
58	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	d31fdc0c-2d74-4e1f-9972-42dd4f6f3ac2	no_churn	0.187368	0	no_churn	-0.110536	-0.003654	0.007143	-0.044482	-0.042772	-0.125724	0.010342	0.050658	Male	71	No	No	Retired	Suburban	College	1,671,343,200
45	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c123cb14-e034-45fb-8b1f-eef962c65856	no_churn	0.393839	0	no_churn	-0.271018	-0.004729	0.023265	0.001263	0.022986	0.023422	-0.043962	-0.010253	Male	46	Yes	Yes	Employed	Urban	High School or Below	1,671,343,200
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	cb59bafe-2c9d-4a66-a171-52f2cf445665	churn	0.67944	1	churn	0.226873	-0.001085	0.061669	0.005378	0.09296	0.130607	0.089466	0.090106	Female	32	No	No	Unemployed	Urban	Bachelor	1,671,343,200
42	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	5eff4d9a-689a-4a36-9fbe-59da3618d3dd	churn	0.606961	1	churn	0.029575	-0.001379	0.093665	0.06109	0.036407	0.125477	0.058406	0.029233	Female	33	No	Yes	Employed	Suburban	College	1,671,343,200
27	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e18ee3d8-1242-40a8-b473-3ea7eb5368cf	no_churn	0.58713	1	churn	-0.024032	-0.002928	0.062378	0.151789	0.061167	0.113578	-0.03438	-0.021931	Female	79	No	Yes	Unemployed	Suburban	High School or Below	1,671,343,200
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f6ad349c-9a1d-468b-8006-b8781a457ec7	churn	0.571438	1	churn	0.098763	-0.003275	-0.034186	0.073063	0.025705	0.121385	-0.003919	-0.031794	Female	42	Yes	Yes	Employed	Suburban	Bachelor	1,671,343,200
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	82076db2-9e42-429f-b887-238602469432	churn	0.676284	1	churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Male	24	No	No	Unemployed	Rural	Master	1,671,343,200
34	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8731fc55-c970-4172-ba80-0dee8e8af274	churn	0.302851	1	churn	0.001427	-0.001635	-0.011011	0.130791	0.023286	0.044821	0.000826	0.014201	Male	43	Yes	No	Unemployed	Suburban	College	1,671,343,200
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	025aadac-fb93-47c4-8554-1f48b44a5d4d	no_churn	0.256408	0	no_churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Male	47	Yes	Yes	Employed	Suburban	Bachelor	1,671,343,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a8bbfda6-d734-43f9-9fb8-34b5c6c7bb8f	churn	0.821653	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	79	No	No	Employed	Suburban	Doctor	1,671,343,200
50	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	be49e19f-a058-486f-a95a-61b267bf86ea	no_churn	0.157618	0	no_churn	-0.040088	-0.004951	0.024961	0.040313	0.0073	-0.246159	-0.015303	-0.016099	Male	65	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,343,200
32	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d5c18ae9-62d1-434d-980c-d0d49c1b372c	churn	0.359539	1	churn	-0.014631	-0.003368	0.02426	0.153154	0.064041	0.033094	-0.010592	-0.024224	Male	50	No	No	Employed	Urban	Bachelor	1,671,343,200
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	ae459fa3-661b-4571-8a1c-0cc40207f628	no_churn	0.004411	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	55	No	No	Medical Leave	Suburban	Bachelor	1,671,343,200
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2226c1db-f653-4a71-8694-a1f1b60a11f1	churn	0.35754	1	churn	-0.052815	-0.008048	0.077571	0.104987	0.034365	0.113401	-0.02053	-0.015885	Male	67	Yes	No	Employed	Urban	High School or Below	1,671,343,200
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b0b8a3b0-0edd-44f3-8dfb-e87664a4491b	churn	0.728551	1	churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Male	57	Yes	No	Employed	Suburban	College	1,671,343,200
13	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5df20f70-455e-46ff-b30d-6bd3c952f4ed	churn	0.474278	1	churn	0.115631	-0.003265	0.077652	0.160745	0.04713	0.1505	-0.02603	0.003542	Female	48	No	No	Employed	Urban	College	1,671,343,200
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1282d6d9-1cf5-41dc-99be-0e9aadeae332	no_churn	0.486145	0	no_churn	-0.172568	-0.007962	-0.067256	0.032385	-0.002002	0.049254	-0.034661	-0.066216	Female	40	Yes	No	Employed	Urban	College	1,671,343,200
23	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b5b2aeb2-242c-4b7f-95da-0540a5209688	no_churn	0.288358	0	no_churn	-0.189144	-0.009724	-0.116661	0.043	-0.004063	0.047558	-0.026026	-0.013966	Male	36	No	No	Employed	Rural	Bachelor	1,671,343,200

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