Split (1)

train · 17.7k rows

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
64	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	f5a4ad43-8c45-4ac4-b084-7efb54e467aa	no_churn	0.076539	0	no_churn	-0.174489	-0.00229	0.010109	0.005727	0.015796	-0.14363	0.014062	0.02569	Male	72	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	4082a6ca-74a7-4407-8a67-371232ef14d1	no_churn	0.562725	0	no_churn	-0.045161	-0.003934	-0.047116	-0.008467	-0.045895	0.064421	-0.039582	0.026708	Male	51	Yes	No	Disabled	Urban	Bachelor	1,672,293,600
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	64ad5205-3e68-4de5-af54-f7db9dcc96bd	churn	0.442437	1	churn	-0.044227	-0.002001	-0.053478	0.049999	0.038015	0.044725	0.041093	0.014658	Male	50	No	No	Unemployed	Urban	Doctor	1,672,293,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c0bf19cc-ef75-45c7-9fdf-24c9c41bae69	churn	0.505573	1	churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	49	Yes	Yes	Employed	Rural	Bachelor	1,672,293,600
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7b4eda13-ca04-4753-9eb6-bd6768043b2c	churn	0.555974	1	churn	0.052194	-0.005021	-0.0668	0.148805	-0.008346	0.108179	-0.039669	-0.027313	Male	40	No	Yes	Employed	Rural	Bachelor	1,672,293,600
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	97981586-65d0-4223-9566-2506eb924d73	no_churn	0.557666	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Female	73	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	42f9e33f-7276-4850-bed6-319d803fd1e2	churn	0.824705	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	80	Yes	Yes	Disabled	Suburban	Bachelor	1,672,293,600
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ce55b241-cc36-493f-aaea-e4fc0a796e89	churn	0.697126	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Female	40	Yes	No	Employed	Urban	College	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	17a6119b-91a4-4cf1-b4f1-588379dfda04	no_churn	0.427485	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Female	65	Yes	No	Employed	Rural	Bachelor	1,672,293,600
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9876f58d-c6a9-4c9a-b108-086c0fe3c795	churn	0.249171	1	churn	0.003688	-0.003332	-0.038435	0.124405	0.014193	0.037841	0.00146	0.001235	Female	53	No	No	Unemployed	Suburban	College	1,672,293,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ef535742-5937-4071-93c5-71c2ee75a9fc	churn	0.877013	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	70	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	40d50fa2-5dc2-44e0-ac1e-5238c6121d99	no_churn	0.285729	0	no_churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Male	20	No	Yes	Employed	Urban	Master	1,672,293,600
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e16e97ab-ef6b-4b42-8bd6-c29970d19bea	churn	0.50671	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	63	No	No	Employed	Suburban	College	1,672,293,600
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	09f9a181-63e2-49aa-92c4-d60a37e48350	no_churn	0.609914	0	no_churn	0.05676	-0.007527	0.014819	0.154392	-0.000339	0.126103	-0.04086	-0.01995	Female	72	No	Yes	Medical Leave	Suburban	College	1,672,293,600
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a857bb14-723e-400d-a2a1-e9c25d5aa3b6	no_churn	0.400828	0	no_churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Male	32	No	No	Employed	Suburban	College	1,672,293,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a27b165b-0e32-4eee-bc66-687a28e3fd0c	no_churn	0.78617	0	no_churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	32	No	Yes	Employed	Suburban	College	1,672,293,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ddb4a860-ae78-44d0-bc98-7b32edef0eb3	no_churn	0.512724	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	26	No	No	Employed	Suburban	Bachelor	1,672,293,600
60	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	003c7634-c65d-4016-b689-e5a1deb52101	churn	0.505079	1	churn	-0.198403	-0.004043	0.030745	0.024506	-0.011828	0.053071	-0.006837	-0.005395	Female	43	Yes	No	Retired	Suburban	High School or Below	1,672,293,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	406eae9a-4f39-4891-91fc-8ef9c8242f9d	no_churn	0.486649	0	no_churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	58	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	31565bbf-113e-481d-92d7-c4b61830f6b2	no_churn	0.014684	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	41	Yes	Yes	Medical Leave	Suburban	Bachelor	1,672,293,600
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3dad26d4-0a74-4ecf-a2ea-d7fc33fcb606	churn	0.452949	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Female	49	Yes	Yes	Employed	Suburban	College	1,672,293,600
50	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6ccc890f-e0e1-447a-a2b5-7d7a3c5a4ce2	churn	0.460449	1	churn	-0.006659	-0.000813	-0.071874	0.112656	0.083913	0.09474	-0.006641	0.003151	Female	77	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ee44f189-d983-4fd2-aeaa-1b6d3a0d18ba	churn	0.835604	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	61	No	No	Employed	Urban	High School or Below	1,672,293,600
25	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	509e415e-d8dc-46a7-8f1d-0b3fe1d33c5e	no_churn	0.248416	0	no_churn	0.020776	-0.008391	-0.080092	0.136362	0.068699	0.098814	-0.024865	-0.00754	Male	63	No	Yes	Unemployed	Urban	Bachelor	1,672,293,600
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dd43e6ef-2175-4a4b-88be-c4e75661112b	no_churn	0.567303	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	49	No	No	Unemployed	Urban	Bachelor	1,672,293,600
71	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	7ccf854a-e804-46c2-81bb-7ceb41c32d6b	no_churn	0.015196	0	no_churn	-0.118857	-0.002976	0.008801	0.035966	-0.004559	-0.116831	-0.024793	-0.045778	Male	47	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
54	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	89d50bf5-f673-459d-b808-74fec0ed36ee	no_churn	0.143236	0	no_churn	-0.058933	-0.004711	0.006416	0.01295	0.015197	-0.126054	-0.048419	-0.065472	Male	61	Yes	Yes	Employed	Suburban	College	1,672,293,600
70	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	ad64bc18-05b2-487f-a930-01640e97475c	no_churn	0.072422	0	no_churn	-0.099256	-0.002655	0.01554	0.041088	-0.056391	-0.111002	-0.022895	-0.028454	Male	67	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7f79738c-8fdd-4675-8610-f527d714e10e	churn	0.879064	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	62	No	No	Employed	Suburban	College	1,672,293,600
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8cae8b3e-f92d-48f5-ba55-71437bade400	churn	0.544138	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Female	60	No	No	Disabled	Suburban	College	1,672,293,600
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dca6c492-3417-4e93-bbb1-a75219d7e706	no_churn	0.623614	0	no_churn	0.020835	-0.002077	0.077119	0.163505	0.03512	0.120171	-0.019782	-0.015065	Male	48	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d1c0d02e-508a-42c0-aa93-25d3a4cb028d	churn	0.751358	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	69	No	No	Employed	Urban	Master	1,672,293,600
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2b05b7e7-40fd-4260-ad6f-769dab5ab39a	no_churn	0.413691	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	79	No	No	Employed	Suburban	High School or Below	1,672,293,600
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fbd6352f-fdcb-4227-8716-ae001c65214d	no_churn	0.386682	0	no_churn	-0.172568	-0.007962	-0.067256	0.032385	-0.002002	0.049254	-0.034661	-0.066216	Female	26	No	Yes	Unemployed	Suburban	College	1,672,293,600
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9e183a69-5b19-4dea-8e9a-18a392b09346	no_churn	0.61483	0	no_churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Female	45	No	No	Unemployed	Suburban	Master	1,672,293,600
42	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5ac72542-8be4-4120-a22f-88800fc42d69	churn	0.371071	1	churn	0.002064	-0.002232	-0.062988	0.103895	0.025581	0.110937	-0.035344	-0.015785	Male	42	No	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2ee672ca-d10a-4c60-bdfa-88a801d31c31	churn	0.758468	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	31	Yes	Yes	Employed	Suburban	College	1,672,293,600
71	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	ea4f438f-a8ae-4cf5-a789-7bdf4b6d69af	no_churn	0.01718	0	no_churn	-0.023867	-0.001683	0.078264	0.092355	0.086899	-0.018963	0.07666	0.083998	Female	74	Yes	Yes	Unemployed	Rural	College	1,672,293,600
53	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	645dbd74-10ac-424d-a533-7dbd1ff7e9fe	no_churn	0.04727	0	no_churn	-0.041599	-0.003285	-0.016755	-0.008789	-0.094988	-0.041773	-0.023188	-0.038648	Male	29	Yes	No	Medical Leave	Urban	Master	1,672,293,600
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6cb4a8bc-0682-4684-92b4-4eef6fc4032a	no_churn	0.577903	0	no_churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Female	79	No	No	Employed	Suburban	College	1,672,293,600
43	Yes	No	High Speed	In_Store_Support	Two year	<80hrs	Active	f1ac91cc-a534-4504-9127-7807e106373a	no_churn	0.017502	0	no_churn	-0.022182	-0.001882	-0.022287	-0.030387	-0.037214	-0.191566	0.030777	0.030714	Female	55	Yes	Yes	Employed	Urban	Master	1,672,293,600
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7463161d-cf6e-419f-9119-2280bc63abf0	no_churn	0.137915	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Male	55	Yes	No	Disabled	Urban	Bachelor	1,672,293,600
11	Yes	No	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	4e153b04-d9be-4e25-8742-546f22f657a3	no_churn	0.171663	0	no_churn	-0.059816	-0.013419	-0.09206	-0.062457	-0.14208	0.054974	0.04248	0.003353	Male	76	No	Yes	Employed	Suburban	College	1,672,293,600
21	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	03607632-d60e-4be2-90b5-74587cad5e85	churn	0.258164	0	no_churn	-0.051624	-0.090824	-0.03052	-0.041492	-0.00963	0.062514	-0.038022	-0.059428	Female	60	No	Yes	Employed	Suburban	College	1,672,293,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	7d0331c9-2008-4d18-8fc8-62faa03dc5d2	no_churn	0.593046	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	56	No	No	Employed	Suburban	Master	1,672,293,600
12	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	08ef59c4-36ca-492c-8825-b1ff45c1e68d	no_churn	0.127689	0	no_churn	0.022361	-0.004476	-0.061592	-0.014264	-0.035641	0.037441	-0.011759	-0.009565	Female	42	No	Yes	Employed	Suburban	College	1,672,293,600
53	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	3579b4b4-3340-4c11-880b-245ff4d62f23	no_churn	0.034089	0	no_churn	0.033168	-0.001362	0.008264	0.019929	0.062222	-0.105034	-0.013515	-0.042436	Female	20	Yes	No	Employed	Rural	High School or Below	1,672,293,600
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	72a00474-6016-48a9-844b-46d2146c4d77	no_churn	0.137915	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Female	72	No	No	Employed	Suburban	College	1,672,293,600
10	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	8973cade-87b4-4cb4-bc97-d1ac7635e249	churn	0.848225	1	churn	-0.025409	-0.006929	-0.061581	-0.120254	0.028094	0.065783	0.022955	0.08185	Male	50	No	No	Employed	Suburban	College	1,672,293,600
51	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	5d91691a-18c6-499a-9cb5-9af3422e26b1	no_churn	0.00757	0	no_churn	-0.06604	-0.003405	-0.019553	-0.025088	-0.033413	-0.093139	-0.013742	-0.014646	Male	65	No	No	Employed	Suburban	High School or Below	1,672,293,600
71	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	de132f19-3704-4a4e-b9b7-111300d29d03	no_churn	0.002098	0	no_churn	-0.061977	-0.003512	-0.012638	-0.020423	-0.015405	-0.130857	-0.010778	-0.013436	Male	68	No	No	Employed	Suburban	High School or Below	1,672,293,600
38	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	2a6ba07d-00dd-437c-bd3f-dd6e8dca96ca	no_churn	0.275668	0	no_churn	-0.105743	-0.002749	-0.052669	0.024918	-0.015922	-0.11721	-0.012326	0.012674	Male	35	No	Yes	Employed	Suburban	Doctor	1,672,293,600
36	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	6fa9e655-8f2e-4d29-99ed-90f47d4ea225	churn	0.034811	0	no_churn	-0.024511	0.053716	0.030802	-0.059149	0.045944	-0.183599	-0.001305	-0.020925	Female	69	No	No	Employed	Suburban	High School or Below	1,672,293,600
69	Yes	No	Fiber optic	Phone_Support	One year	<50hrs	Active	12fb8576-b7b2-46ea-a4fd-19668fd71fa8	no_churn	0.157647	0	no_churn	-0.032962	-0.002196	-0.058204	0.034788	0.016258	-0.095504	0.096854	0.056606	Male	40	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
51	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	911bd4ba-2193-4c76-8d7f-c10eab52f3c2	no_churn	0.00757	0	no_churn	-0.06604	-0.003405	-0.019553	-0.025088	-0.033413	-0.093139	-0.013742	-0.014646	Female	37	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
69	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	5f03e9ab-74f6-4c44-a92a-ab5aefa02872	no_churn	0.028621	0	no_churn	-0.049903	-0.003517	-0.002951	-0.028942	-0.033956	-0.113721	-0.016055	-0.01798	Female	40	No	Yes	Employed	Suburban	College	1,672,293,600
67	No	No phone service	Medium Speed	Phone_Support	Two year	0hrs	Disabled	ed3c6f96-a9ae-46c0-8049-667948dbb3e0	no_churn	0.011786	0	no_churn	-0.078162	0.004797	-0.000651	-0.026896	0.00142	-0.118686	-0.024942	-0.025906	Male	55	No	Yes	Unemployed	Urban	College	1,672,293,600
5	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	88a5df44-b41e-4d07-906e-a5471e5986b4	no_churn	0.299607	0	no_churn	-0.000893	-0.020225	-0.090986	-0.060594	-0.060785	0.047495	-0.042813	-0.036378	Male	38	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cd305b88-c977-4ffc-9c09-c627e2280497	churn	0.640385	1	churn	0.213749	-0.003526	-0.032711	0.141969	0.066223	0.141772	0.150105	0.053393	Female	73	No	Yes	Employed	Rural	High School or Below	1,672,293,600
72	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	e686f7cc-154d-4a87-8b5e-a73e3cfddd41	no_churn	0.002747	0	no_churn	-0.077724	-0.00368	-0.015199	-0.014857	0.00305	-0.120785	-0.016394	-0.023437	Male	57	No	Yes	Employed	Suburban	Master	1,672,293,600
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ea1d40ab-b4ae-4041-afe2-4182684fd02e	no_churn	0.413691	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	47	No	Yes	Employed	Suburban	College	1,672,293,600
56	Yes	Yes	Low Speed	In_Store_Support	One year	<80hrs	Active	293eeadb-5f5b-47c0-afeb-65ce1a2b93d5	no_churn	0.092881	0	no_churn	-0.063942	-0.012457	0.00004	-0.047875	-0.090113	-0.088405	0.007956	0.03577	Male	77	No	No	Medical Leave	Suburban	College	1,672,293,600
6	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	c9cae693-3e7b-4b1f-a817-bec0cf46b036	no_churn	0.106636	0	no_churn	-0.017305	-0.009564	-0.01666	-0.132313	-0.016353	0.058111	-0.066538	-0.068404	Female	80	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
31	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	661b74fb-63c3-4be9-9647-30b4806582e8	no_churn	0.441549	0	no_churn	-0.156113	-0.003476	-0.040973	-0.038776	-0.034748	0.047165	0.006033	0.051123	Male	48	No	Yes	Employed	Urban	High School or Below	1,672,293,600
54	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	d759db44-a53d-4a88-9da2-5a02aa1aa4f7	no_churn	0.020221	0	no_churn	-0.056601	-0.004044	-0.015744	-0.029451	0.013966	-0.098439	-0.032804	-0.045911	Male	56	No	No	Unemployed	Suburban	College	1,672,293,600
48	No	No phone service	High Speed	Web_Chat_Support	One year	0hrs	Disabled	4168640f-74cf-4c95-8f8e-7eef52225813	no_churn	0.064277	0	no_churn	0.072659	0.126621	0.042728	0.032928	0.102594	0.02175	-0.002422	-0.005883	Female	70	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
50	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	1bcc00d6-7891-4dc8-b748-4bef77d01656	no_churn	0.009335	0	no_churn	-0.050355	-0.003298	-0.018026	-0.030362	-0.037993	-0.1009	-0.013846	-0.014245	Male	21	No	No	Unemployed	Suburban	Bachelor	1,672,293,600
23	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	ecf9f387-1b58-4e25-a552-ff976392be50	churn	0.473047	1	churn	-0.170431	-0.004973	0.084282	-0.079176	0.004166	0.011862	0.006861	-0.01995	Male	34	No	No	Employed	Suburban	High School or Below	1,672,293,600
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	9d4c50ca-52c1-47c2-9574-8a8923ddf261	no_churn	0.050133	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Male	50	No	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	0b69f8dd-3fc9-45f2-97fd-3e38f3cef981	churn	0.640385	1	churn	0.213749	-0.003526	-0.032711	0.141969	0.066223	0.141772	0.150105	0.053393	Male	44	Yes	Yes	Disabled	Urban	College	1,672,293,600
33	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	97cd5c9b-9266-4661-b507-acd48a04aafc	no_churn	0.040784	0	no_churn	-0.044565	-0.003513	-0.019389	-0.048467	-0.031428	-0.06684	-0.023792	-0.031033	Male	52	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	64e341e3-c2e9-4b85-aa53-70a9ff4f7027	churn	0.863529	1	churn	0.33268	-0.004458	-0.016117	-0.015244	0.06118	0.16609	0.11792	0.088923	Female	38	No	No	Unemployed	Rural	Bachelor	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	165fb253-4a0e-45cf-a9c7-6f5d78099724	no_churn	0.427485	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Female	41	Yes	Yes	Unemployed	Rural	High School or Below	1,672,293,600
53	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	d659352c-0595-4a0e-9e99-db68f26b9d1e	no_churn	0.128519	0	no_churn	-0.198965	-0.004016	-0.013242	0.000594	0.043085	0.072443	-0.062761	-0.006163	Male	60	No	Yes	Employed	Urban	Bachelor	1,672,293,600
23	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	447c392e-b889-4f70-a847-9864b7bebabd	no_churn	0.473047	1	churn	-0.170431	-0.004973	0.084282	-0.079176	0.004166	0.011862	0.006861	-0.01995	Male	43	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	6c59bbc3-e89b-441d-b86e-85335b9e31e2	churn	0.775859	1	churn	-0.005428	-0.006306	-0.12216	-0.086355	-0.013546	0.062716	-0.07333	-0.007949	Male	48	No	Yes	Employed	Urban	Doctor	1,672,293,600
36	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	b5227569-ae4a-4b3c-9999-a98dad2f8c10	churn	0.034811	0	no_churn	-0.024511	0.053716	0.030802	-0.059149	0.045944	-0.183599	-0.001305	-0.020925	Female	55	Yes	Yes	Employed	Suburban	High School or Below	1,672,293,600
21	Yes	Yes	High Speed	Phone_Support	One year	100hrs+	Active	6d102325-342e-4b42-997e-12ebf74999e1	no_churn	0.105015	0	no_churn	0.00152	-0.00168	0.067446	0.014208	0.096402	0.033682	0.116334	0.087061	Female	39	Yes	Yes	Unemployed	Urban	High School or Below	1,672,293,600
17	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	97a930b5-8a5e-4d93-83a0-d9351e23f807	no_churn	0.014049	0	no_churn	0.0512	-0.003983	-0.03423	-0.020465	0.002677	-0.199584	-0.033256	-0.031386	Female	55	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f41f5c2d-a5c3-4441-9640-e49093bee56f	no_churn	0.347486	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	48	Yes	Yes	Unemployed	Rural	College	1,672,293,600
61	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	3c86e52f-6a5f-416d-999c-262aadd21635	no_churn	0.099104	0	no_churn	-0.255561	-0.004322	0.009495	0.017824	-0.009595	0.028311	-0.013958	-0.018499	Female	52	No	Yes	Unemployed	Urban	Bachelor	1,672,293,600
17	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7ca95b3b-1d63-488d-8e4e-8a355857e561	churn	0.143513	1	churn	0.290019	0.005947	0.073573	0.071738	0.041073	0.149681	-0.003619	0.024627	Male	67	No	No	Medical Leave	Urban	High School or Below	1,672,293,600
17	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	b7ceffbd-4c70-46ea-b65b-1f77b7e2927f	no_churn	0.403328	0	no_churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Female	24	No	No	Unemployed	Suburban	Bachelor	1,672,293,600
8	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	3a834e2c-21a9-41ff-8a30-89cdf09badfd	no_churn	0.157787	0	no_churn	-0.020989	-0.016975	-0.038892	-0.055839	-0.105274	0.024341	-0.033806	-0.021592	Female	76	No	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
71	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	e37da42d-df63-4ab5-8872-88113294a1fc	no_churn	0.015196	0	no_churn	-0.118857	-0.002976	0.008801	0.035966	-0.004559	-0.116831	-0.024793	-0.045778	Female	50	No	No	Unemployed	Suburban	Doctor	1,672,293,600
47	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	fab63b25-4062-4202-afd5-2e75a0a69e40	no_churn	0.027372	0	no_churn	0.080046	-0.002704	0.037844	0.075327	0.057121	0.035289	-0.003372	0.001424	Male	57	No	No	Employed	Suburban	College	1,672,293,600
12	Yes	No	High Speed	In_Store_Support	One year	100hrs+	Active	fc6b0258-02d7-4195-adea-ed315b680c15	no_churn	0.148899	0	no_churn	0.036908	-0.002106	-0.035036	-0.049956	-0.073185	0.003447	0.020227	0.020676	Male	80	Yes	Yes	Employed	Rural	College	1,672,293,600
54	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	e0a3177f-0022-4baf-8fac-ceb2108765ae	no_churn	0.143236	0	no_churn	-0.058933	-0.004711	0.006416	0.01295	0.015197	-0.126054	-0.048419	-0.065472	Male	69	No	No	Employed	Suburban	College	1,672,293,600
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	78822ff7-8f90-4ba9-8cbe-dde577179bb9	no_churn	0.274975	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Male	46	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
38	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	2db30ac0-0051-423d-b015-d971e1eef6c0	churn	0.108721	0	no_churn	0.102341	0.004807	-0.000795	0.110056	0.05266	0.046179	0.136217	0.10951	Male	33	No	No	Unemployed	Urban	High School or Below	1,672,293,600
21	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	8206ef3c-73e2-4287-ab2c-58b8c2d0810d	no_churn	0.022195	0	no_churn	-0.062874	-0.00396	-0.015622	-0.040551	0.003694	-0.07144	-0.028967	-0.049307	Female	72	Yes	No	Employed	Rural	Master	1,672,293,600
56	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	8de2dcff-d859-4b85-95a7-4846d3ada3d6	no_churn	0.267006	0	no_churn	-0.07317	-0.004423	-0.096753	-0.046098	0.034061	0.054295	-0.010816	-0.046123	Male	60	Yes	No	Employed	Suburban	High School or Below	1,672,293,600
34	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	a2af3e5d-f977-4d63-89e1-25b1019b9a97	churn	0.594703	1	churn	-0.076865	-0.003138	0.065095	0.07857	0.107886	0.11426	0.084981	0.104923	Male	70	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
26	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	2e16f144-49a7-44f7-922e-d22fe14d8ea8	churn	0.51078	1	churn	-0.00032	-0.002425	0.026892	-0.014786	0.115267	0.106008	0.103186	0.070556	Female	26	No	Yes	Employed	Suburban	College	1,672,293,600
53	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	763284ad-91e6-4e5d-b323-5c9b9bafcd01	no_churn	0.04727	0	no_churn	-0.041599	-0.003285	-0.016755	-0.008789	-0.094988	-0.041773	-0.023188	-0.038648	Female	79	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	4c22d96d-6de1-485f-82a3-cb1f35de52a2	churn	0.699867	1	churn	0.132289	-0.004388	-0.018957	-0.010918	0.060913	0.128542	0.044425	0.069103	Female	69	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
72	Yes	No	Fiber optic	Phone_Support	Two year	100hrs+	Active	a83d972e-df92-4624-a7f7-ea3ccdc64b4d	no_churn	0.024343	0	no_churn	-0.148856	-0.002786	-0.028828	-0.008939	0.011204	-0.14174	0.017892	0.033026	Female	55	No	No	Employed	Urban	High School or Below	1,672,293,600
10	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	7371f674-bb8d-495a-83d6-35b3bcd30c65	no_churn	0.024982	0	no_churn	-0.039302	-0.008194	-0.012491	-0.042135	-0.000877	-0.083547	-0.03321	-0.049269	Female	61	No	No	Unemployed	Rural	Bachelor	1,672,293,600
72	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	296fac3d-2593-4a70-b9b7-596e1d0cc2af	no_churn	0.006389	0	no_churn	-0.099812	-0.003089	-0.002321	-0.030191	-0.037028	-0.135272	0.016468	0.022218	Male	56	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	966b11a0-4734-43f6-908f-58cee920eacf	no_churn	0.593046	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	66	No	Yes	Employed	Rural	High School or Below	1,672,293,600

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