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
1	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	422e4bc7-cf91-4112-a677-a7f48aef4b95	churn	0.852622	1	churn	0.206704	-0.003067	0.027416	-0.009989	0.084275	0.175565	0.117985	0.132085	Female	22	No	No	Unemployed	Suburban	Bachelor	1,671,602,400
60	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	a7df2322-39d4-4a9c-95d5-0bd567377b5f	churn	0.496008	1	churn	-0.114806	-0.001284	0.017184	0.044024	0.099153	0.07156	0.137728	0.047415	Male	60	No	No	Employed	Suburban	College	1,671,602,400
8	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	8332491d-3145-492c-ba7d-ec58a459e4d4	no_churn	0.588909	0	no_churn	0.125456	-0.002464	-0.039468	0.031966	0.188212	0.128618	0.143264	0.125391	Female	73	No	Yes	Unemployed	Suburban	High School or Below	1,671,602,400
51	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	cbfc20c9-fd3d-49b3-946f-9b50d4014020	no_churn	0.163	0	no_churn	-0.162426	-0.001815	0.005171	0.010206	0.037137	-0.13693	0.0408	0.052164	Male	68	No	Yes	Employed	Suburban	High School or Below	1,671,602,400
44	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	4434fe07-001e-490e-b5a7-bff3feebe568	no_churn	0.372446	0	no_churn	-0.11774	-0.005713	-0.024008	-0.038486	0.033421	-0.16182	0.028552	0.052768	Female	29	No	No	Employed	Suburban	Bachelor	1,671,602,400
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	16b93a58-6583-4bfd-8e3b-3706816485ee	churn	0.880348	1	churn	0.077516	-0.008502	-0.104126	-0.101147	-0.035216	0.090221	-0.099081	0.022632	Male	58	No	No	Employed	Suburban	Bachelor	1,671,602,400
22	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	07b168fa-9d87-4c92-94e0-fb976238cf19	churn	0.468017	1	churn	0.018546	-0.001677	0.089163	0.077867	0.103586	0.128423	0.129336	0.125728	Female	70	Yes	No	Employed	Rural	High School or Below	1,671,602,400
23	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	2c40d6dd-b68c-4300-88f4-85f390303bcb	no_churn	0.480769	0	no_churn	0.014716	-0.00043	0.005796	0.161916	0.073016	0.114889	0.209416	0.121656	Female	49	Yes	No	Employed	Urban	College	1,671,602,400
71	Yes	No	High Speed	Web_Chat_Support	Two year	<50hrs	Active	36038b8d-fd4c-4fdb-b0c4-5afc371501df	no_churn	0.043879	0	no_churn	-0.132473	-0.00246	-0.01454	-0.00652	0.027278	-0.190267	0.023763	0.046193	Male	52	No	Yes	Retired	Rural	High School or Below	1,671,602,400
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	e9a1c800-82de-4fbf-bb76-38ddea03324d	no_churn	0.578037	0	no_churn	-0.07451	-0.008221	-0.072062	-0.135331	-0.028461	0.049515	-0.004666	0.02471	Female	39	No	No	Unemployed	Urban	College	1,671,602,400
32	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	f755f769-20c9-419c-ae37-22420b4461de	churn	0.493791	1	churn	-0.019126	-0.001382	0.085038	0.076418	0.089549	0.124251	0.098983	0.113139	Male	33	Yes	Yes	Unemployed	Rural	Bachelor	1,671,602,400
5	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	70859f2b-9cd4-43ca-b227-df4aaebd47b1	churn	0.63055	1	churn	0.227355	-0.003593	-0.014877	0.042396	0.103671	0.140663	0.104865	0.09716	Male	36	No	No	Employed	Rural	Bachelor	1,671,602,400
50	Yes	Yes	Low Speed	Web_Chat_Support	One year	<50hrs	Active	b1adbb35-aa5e-4cf7-b134-10228aa186b3	no_churn	0.174113	0	no_churn	-0.123992	-0.002176	0.013111	-0.032974	0.006528	-0.136675	0.029439	0.047712	Male	61	No	No	Employed	Suburban	Master	1,671,602,400
2	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	fe8cfbf9-07fa-4cc8-a839-61f1b5a9b214	no_churn	0.85065	1	churn	0.262843	-0.004901	0.022256	-0.016562	0.0647	0.145844	0.132134	0.12466	Female	51	No	Yes	Employed	Rural	Bachelor	1,671,602,400
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	5263b38c-85f3-4d1f-a90f-72a55da036df	churn	0.599613	1	churn	-0.002161	-0.003245	0.048709	0.043887	0.039181	0.129435	0.092502	0.084308	Male	66	No	Yes	Employed	Rural	High School or Below	1,671,602,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	3a77e076-98fc-4562-9a54-bdfaab234ae3	churn	0.877752	1	churn	0.215139	-0.000397	0.026752	0.049706	0.12437	0.117223	0.043634	0.054548	Male	29	No	Yes	Employed	Suburban	College	1,671,602,400
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	d3a1b073-092d-45f1-824f-e0a090074586	no_churn	0.679418	0	no_churn	0.203347	-0.001352	-0.02627	0.045546	0.128501	0.164958	0.118621	0.078956	Female	21	No	No	Employed	Suburban	College	1,671,602,400
70	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	643a4c19-069e-46b8-a068-1a4f7c5aee4b	no_churn	0.187366	0	no_churn	-0.228564	-0.001924	-0.012208	-0.068396	0.019048	0.032152	-0.040061	0.064259	Female	75	No	No	Employed	Suburban	College	1,671,602,400
21	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	d9f61f99-b286-4f81-8ab9-013aea86a70a	no_churn	0.70248	0	no_churn	-0.020229	-0.004043	0.033956	0.068164	0.039204	0.057875	0.058323	0.063411	Male	75	Yes	Yes	Employed	Suburban	High School or Below	1,671,602,400
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	4b89c89d-08b9-4d9c-a218-927f803526c0	no_churn	0.720565	0	no_churn	-0.038876	-0.002786	0.054474	-0.029964	0.016743	0.096882	-0.060253	0.028469	Female	65	No	Yes	Employed	Suburban	College	1,671,602,400
64	Yes	No	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	5242aee6-d752-4943-8086-ab414ab5e7ee	no_churn	0.051999	0	no_churn	-0.114387	-0.002477	-0.017248	-0.016851	0.011396	-0.178781	0.031089	0.031567	Male	62	Yes	No	Employed	Suburban	Bachelor	1,671,602,400
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	a0a98b15-7bfa-40d0-87a4-b2ab67ef4a85	no_churn	0.286538	0	no_churn	-0.092249	-0.006495	-0.068431	-0.066848	0.056795	0.07619	0.001381	0.07892	Male	37	No	No	Medical Leave	Suburban	Bachelor	1,671,602,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	ce421220-d2b4-49db-becd-e0b78a38f649	churn	0.719332	1	churn	0.272153	-0.000102	-0.026664	0.104267	0.08758	0.136905	0.06191	0.073092	Female	44	No	Yes	Employed	Suburban	Bachelor	1,671,602,400
53	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	2a9c4d5f-0d2c-46e5-aa51-37ec7bb8bd58	churn	0.633966	1	churn	0.001591	-0.002137	0.138302	0.106722	0.102973	0.06155	0.081124	0.080848	Male	41	Yes	Yes	Unemployed	Suburban	College	1,671,602,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	7a94885b-32ff-41b6-b9a9-e258111e1b99	no_churn	0.252833	0	no_churn	-0.089465	-0.001677	0.017232	-0.050881	-0.04129	-0.105865	0.034704	0.038216	Female	28	Yes	Yes	Employed	Suburban	College	1,671,602,400
69	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	100hrs+	Active	6255bb67-2796-455c-9dbb-7004bebc6093	no_churn	0.154904	0	no_churn	-0.156518	-0.002025	0.036476	0.015386	0.003881	-0.218916	0.017933	0.044757	Female	47	Yes	Yes	Employed	Suburban	College	1,671,602,400
67	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	21c24f05-770b-40c6-b1fe-630613ffce38	no_churn	0.264118	0	no_churn	-0.114245	-0.001906	0.011655	-0.050194	-0.040708	-0.090504	0.004955	0.011921	Female	70	Yes	Yes	Employed	Suburban	Bachelor	1,671,602,400
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	48497ed9-2ee2-4df4-a0b4-add8c3d15a0a	no_churn	0.184529	0	no_churn	-0.120929	-0.002241	-0.000224	-0.043134	-0.042148	-0.076412	-0.021335	0.037396	Female	46	No	Yes	Unemployed	Suburban	High School or Below	1,671,602,400
59	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	2805d588-b316-4974-91e2-d29acd42f500	no_churn	0.21272	0	no_churn	-0.173011	-0.002112	0.029538	-0.068953	0.009754	-0.085934	0.027196	0.04783	Male	48	Yes	No	Unemployed	Rural	Bachelor	1,671,602,400
48	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	4a46dfcb-de8e-4be5-9db5-774f0d1a8aa5	churn	0.462937	1	churn	-0.156172	-0.002889	0.040921	0.046692	-0.041537	0.054605	-0.111749	-0.008896	Male	49	No	Yes	Unemployed	Suburban	Bachelor	1,671,602,400
38	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	20097c13-eff0-42e0-bc8e-299b53d961a6	no_churn	0.194346	0	no_churn	0.004364	-0.00224	0.039068	0.08329	-0.028232	-0.009425	0.021591	-0.017442	Female	36	No	No	Employed	Suburban	Bachelor	1,671,602,400
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	cd46254f-c628-4b58-bc66-b74ac4108df2	churn	0.484463	1	churn	-0.071538	-0.006806	0.103171	0.059067	0.065939	0.103896	0.076924	0.093978	Male	26	No	No	Retired	Urban	College	1,671,602,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a7fadcfb-828e-43a0-ba6d-a8f783f88e02	churn	0.830066	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	32	No	Yes	Employed	Rural	Doctor	1,671,602,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4b66657d-d30a-40a4-91fb-5533e868ab42	no_churn	0.756187	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	66	Yes	No	Medical Leave	Suburban	High School or Below	1,671,602,400
47	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	752717ed-5838-4e02-a804-051e091985c3	no_churn	0.113607	0	no_churn	-0.041517	-0.007515	-0.017695	0.034781	-0.00191	-0.187589	-0.013856	-0.028726	Female	23	No	Yes	Employed	Suburban	Master	1,671,602,400
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dd0e2312-f2b6-4339-b138-3e39421d945a	no_churn	0.548167	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	76	No	No	Unemployed	Suburban	High School or Below	1,671,602,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d535841c-dddc-409a-b0b9-8bdb5c815c73	no_churn	0.878255	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	80	No	Yes	Disabled	Suburban	College	1,671,602,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	69dad24d-192c-4a18-8017-d25ec87030d4	churn	0.898389	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	27	No	Yes	Unemployed	Suburban	Bachelor	1,671,602,400
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	67c337eb-bf1d-457a-92be-b995c60f6956	churn	0.505573	1	churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Male	23	No	Yes	Employed	Suburban	High School or Below	1,671,602,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	94903d36-790e-4fdd-a796-2ed226ef78f8	churn	0.824425	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	76	No	No	Employed	Suburban	Bachelor	1,671,602,400
59	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	9157422e-1eec-42e9-8538-13a28d4fc466	no_churn	0.065821	0	no_churn	-0.106957	-0.003593	-0.010647	0.019042	-0.002194	-0.096592	-0.026133	-0.021952	Female	32	Yes	No	Employed	Rural	College	1,671,602,400
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	43470e44-d56f-4754-b304-2c61c2f03888	churn	0.817438	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Male	33	No	Yes	Employed	Suburban	High School or Below	1,671,602,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ab94a88c-22a5-4ca5-9a2b-17f8e4144d24	no_churn	0.784075	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	24	No	No	Employed	Suburban	Bachelor	1,671,602,400
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e13bc54c-be33-4e63-9812-50268e48256b	churn	0.663793	1	churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Female	35	No	No	Unemployed	Suburban	Bachelor	1,671,602,400
32	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7d6e02ea-3961-4f52-b616-05f4d7f4a1f8	churn	0.450231	1	churn	-0.014631	-0.003368	0.02426	0.153154	0.064041	0.033094	-0.010592	-0.024224	Female	80	Yes	No	Unemployed	Suburban	Bachelor	1,671,602,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b2fbc961-3e14-4667-9e80-5494cf31ab55	churn	0.762465	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	52	No	No	Employed	Suburban	Bachelor	1,671,602,400
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	830ec92d-f6aa-4864-a754-98dcfa7e2be3	no_churn	0.067436	0	no_churn	-0.27296	-0.004382	0.012778	0.00465	-0.011936	0.034484	-0.01326	-0.018399	Male	44	No	Yes	Employed	Rural	College	1,671,602,400
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	91e758d7-91a0-48cd-bbd5-2d155256038b	churn	0.660545	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	33	No	No	Employed	Suburban	College	1,671,602,400
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	32d73dc4-dbbb-434b-936c-6e8913be3dca	no_churn	0.54205	0	no_churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Female	21	No	No	Employed	Urban	Bachelor	1,671,602,400
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5a50a077-3e42-42ab-819e-e50dc53e1e91	churn	0.48244	1	churn	0.020835	-0.002077	0.077119	0.163505	0.03512	0.120171	-0.019782	-0.015065	Male	40	No	Yes	Unemployed	Urban	Bachelor	1,671,602,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1dda6c27-43c9-49ef-8cfb-e65cd3fbcf40	churn	0.783853	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	23	Yes	No	Disabled	Suburban	Bachelor	1,671,602,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0fe9a9a8-0289-47f5-b080-8cb81e9cbbe1	churn	0.690397	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	54	No	Yes	Unemployed	Suburban	High School or Below	1,671,602,400
25	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	72c63f92-79b0-4cff-ac7d-0b0083c6b007	no_churn	0.342086	0	no_churn	0.020776	-0.008391	-0.080092	0.136362	0.068699	0.098814	-0.024865	-0.00754	Female	65	No	No	Employed	Suburban	Bachelor	1,671,602,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e2390bda-f990-412f-8a8b-84de8c7da58d	churn	0.699827	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	26	Yes	No	Medical Leave	Rural	College	1,671,602,400
38	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8f2bf520-f8fd-40b1-afea-5c17161fc6b8	no_churn	0.266046	0	no_churn	-0.038384	-0.008392	-0.020685	0.110752	0.004618	0.101454	-0.011607	0.009397	Male	71	Yes	No	Disabled	Suburban	College	1,671,602,400
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8b6a31dd-69af-47e2-aea4-f557f1551aa8	churn	0.414286	1	churn	-0.006029	-0.006449	0.060404	0.125139	0.067891	0.120365	-0.024194	-0.013619	Male	33	No	No	Employed	Suburban	Bachelor	1,671,602,400
39	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9353b701-7922-4f76-bd5f-1aa2c97b4141	no_churn	0.339815	0	no_churn	-0.027846	-0.007955	-0.074744	0.115115	-0.000749	0.101188	0.008839	-0.0337	Male	72	No	Yes	Employed	Suburban	College	1,671,602,400
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	be5e0428-ffc7-4caf-9262-a34909d1de2f	no_churn	0.390059	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Female	59	No	No	Employed	Suburban	Bachelor	1,671,602,400
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a8788704-c7c0-4c6c-a7df-4488aaa43bff	no_churn	0.649023	0	no_churn	0.05676	-0.007527	0.014819	0.154392	-0.000339	0.126103	-0.04086	-0.01995	Male	32	No	Yes	Unemployed	Suburban	Master	1,671,602,400
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2241ca19-ab67-4a62-a343-7c254bf4e6db	no_churn	0.567513	0	no_churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	47	No	No	Employed	Urban	Bachelor	1,671,602,400
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	deafd438-dfd1-4402-900e-5631a2cb82a1	no_churn	0.714289	0	no_churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Female	73	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,602,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3acb918f-c189-42a9-bd3e-72c8bba18fa3	churn	0.876786	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	49	No	No	Unemployed	Rural	Bachelor	1,671,602,400
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	63f6fdbd-e39c-4873-9ca2-a15e5e79fda6	churn	0.497093	1	churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Male	25	No	No	Unemployed	Suburban	Bachelor	1,671,602,400
49	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f006aa73-0163-4233-88a2-ff0676c5c65e	no_churn	0.30434	0	no_churn	-0.180416	-0.00425	-0.087795	0.04087	0.00343	0.043163	-0.027313	-0.046716	Female	50	No	Yes	Employed	Urban	College	1,671,602,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bc1bf6a4-97e0-4976-85da-1c498812f494	churn	0.820983	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	68	No	Yes	Employed	Suburban	Bachelor	1,671,602,400
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	52e0447e-ac47-4e30-8f60-a93325427ccc	churn	0.678434	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Male	44	Yes	No	Unemployed	Urban	High School or Below	1,671,602,400
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5148ac95-f731-4448-bfdc-3057829cbe41	no_churn	0.364324	0	no_churn	-0.199264	-0.010665	-0.013268	0.022707	-0.050105	0.065111	-0.028817	-0.054726	Male	31	Yes	Yes	Employed	Suburban	Bachelor	1,671,602,400
18	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	698c18e6-7415-4b60-8234-955749566f75	churn	0.506495	1	churn	-0.028705	-0.005182	-0.057081	-0.041867	-0.023981	0.064318	0.113145	0.076158	Female	23	No	No	Medical Leave	Suburban	High School or Below	1,671,602,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6677b5c3-f215-438f-a640-6cbe15707d92	churn	0.830066	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	76	No	Yes	Unemployed	Rural	High School or Below	1,671,602,400
16	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	d829736b-1c93-44a8-9cd5-d057f4d6f09b	no_churn	0.538731	0	no_churn	-0.028869	-0.00747	-0.020654	-0.078816	-0.154735	0.035183	0.010303	0.007044	Female	76	No	No	Retired	Suburban	Bachelor	1,671,602,400
4	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	bf95f733-e901-4ac6-ab89-6cd3a3a010f3	no_churn	0.501817	0	no_churn	0.109563	-0.003598	-0.066902	-0.030148	-0.003964	0.106678	0.135985	0.098835	Female	73	No	Yes	Employed	Suburban	High School or Below	1,671,602,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c82719b0-eab8-470a-9bbc-342b34b6eb00	churn	0.699827	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Female	64	No	No	Employed	Suburban	College	1,671,602,400
53	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f37febf9-bcbb-413f-b356-364479bec501	churn	0.633966	1	churn	0.001591	-0.002137	0.138302	0.106722	0.102973	0.06155	0.081124	0.080848	Male	51	Yes	Yes	Employed	Urban	High School or Below	1,671,602,400
4	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	9bf9da48-2cfa-468c-b8fb-c40a0da6172a	no_churn	0.501817	0	no_churn	0.109563	-0.003598	-0.066902	-0.030148	-0.003964	0.106678	0.135985	0.098835	Male	67	No	Yes	Employed	Suburban	High School or Below	1,671,602,400
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f38b763c-a21c-4fc6-89ca-071d760c1e8b	no_churn	0.355815	0	no_churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Female	40	No	No	Employed	Urban	College	1,671,602,400
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	8df37580-4090-4566-8040-65e2345faec5	no_churn	0.184529	0	no_churn	-0.120929	-0.002241	-0.000224	-0.043134	-0.042148	-0.076412	-0.021335	0.037396	Female	28	No	Yes	Unemployed	Urban	Bachelor	1,671,602,400
41	Yes	No	Fiber optic	In_Store_Support	One year	0hrs	Disabled	8877fb37-d0e6-407f-b850-910c034cd79d	no_churn	0.128325	0	no_churn	-0.023237	-0.003239	-0.060724	0.0496	-0.029824	-0.097547	-0.01977	-0.044285	Female	38	Yes	Yes	Employed	Suburban	College	1,671,602,400
56	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	df9eb490-dff5-46ee-8f89-b242f29b8d85	no_churn	0.01631	0	no_churn	-0.040377	-0.003703	-0.018312	-0.036749	-0.036002	-0.102866	-0.014577	-0.01644	Female	64	Yes	No	Unemployed	Urban	High School or Below	1,671,602,400
71	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	51e9039d-ebd6-4d41-84b4-36b7ac01ebea	no_churn	0.004543	0	no_churn	-0.097947	-0.002963	0.024782	-0.033041	0.023367	-0.137178	0.057878	0.052816	Female	28	Yes	No	Employed	Rural	Bachelor	1,671,602,400
61	No	No phone service	Low Speed	Phone_Support	One year	0hrs	Disabled	135dd60c-7659-46d0-86d2-4cb4c650b044	no_churn	0.02784	0	no_churn	-0.11821	0.01798	0.003782	-0.040594	-0.006719	-0.053734	-0.034183	-0.027348	Female	67	Yes	Yes	Unemployed	Urban	High School or Below	1,671,602,400
10	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	77ca66c9-74d2-40b1-8629-5eb800a4f99e	no_churn	0.032713	0	no_churn	-0.020267	-0.006414	-0.022161	-0.043891	-0.00004	-0.098593	-0.038753	-0.038908	Male	61	No	Yes	Employed	Suburban	Bachelor	1,671,602,400
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	136cd347-58d3-4845-b046-2e697dbf4d53	no_churn	0.720565	0	no_churn	-0.038876	-0.002786	0.054474	-0.029964	0.016743	0.096882	-0.060253	0.028469	Female	36	No	No	Employed	Suburban	Master	1,671,602,400
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f013db81-d80a-4702-9409-5c30accaad85	no_churn	0.567513	0	no_churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Male	31	No	Yes	Employed	Suburban	High School or Below	1,671,602,400
18	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	6f037730-759f-438c-a42d-a31d744c017c	churn	0.506495	1	churn	-0.028705	-0.005182	-0.057081	-0.041867	-0.023981	0.064318	0.113145	0.076158	Male	32	No	Yes	Employed	Suburban	Bachelor	1,671,602,400
71	Yes	No	High Speed	Web_Chat_Support	Two year	<50hrs	Active	cc2b86dd-3129-40ed-9050-2c04d8be8a2a	no_churn	0.043879	0	no_churn	-0.132473	-0.00246	-0.01454	-0.00652	0.027278	-0.190267	0.023763	0.046193	Female	30	Yes	No	Employed	Suburban	Master	1,671,602,400
14	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	cd453be0-1ab5-480a-9647-f531a5b4cb19	no_churn	0.455176	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Male	64	No	No	Employed	Suburban	High School or Below	1,671,602,400
65	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	6d33d648-13d9-4d85-b5d5-70e4565bd628	no_churn	0.070233	0	no_churn	-0.09176	-0.002737	0.018329	0.035764	0.003913	-0.196767	-0.015309	-0.013794	Female	76	No	No	Unemployed	Rural	Bachelor	1,671,602,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	d75964ff-0cd2-497e-8a9b-133f03a9d30a	churn	0.877752	1	churn	0.215139	-0.000397	0.026752	0.049706	0.12437	0.117223	0.043634	0.054548	Female	46	No	Yes	Retired	Urban	Bachelor	1,671,602,400
14	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	28107f4e-3ebe-4cd7-bf1f-a359c385543b	no_churn	0.455176	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Female	68	Yes	No	Unemployed	Urban	Bachelor	1,671,602,400
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a52c60e1-b36b-4bca-8309-ab26de7144c4	no_churn	0.548167	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	40	Yes	No	Unemployed	Suburban	Master	1,671,602,400
63	Yes	Yes	Low Speed	Phone_Support	One year	<80hrs	Active	d7f8302f-49d2-47fd-b32a-37b76778f7e1	no_churn	0.073911	0	no_churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Male	51	No	Yes	Unemployed	Suburban	High School or Below	1,671,602,400
9	Yes	No	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	9bb042c3-d71e-46d8-a38a-62608200e689	no_churn	0.436787	0	no_churn	0.081863	-0.00602	0.01242	0.156106	0.045504	0.090833	0.057543	0.092726	Male	69	No	Yes	Employed	Rural	High School or Below	1,671,602,400
37	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d7f84af9-64fa-4016-8479-3cbcb9c3f393	no_churn	0.158202	0	no_churn	-0.073498	-0.01161	0.001874	-0.065737	-0.084887	0.043354	-0.047338	-0.024685	Male	55	No	No	Employed	Rural	High School or Below	1,671,602,400
51	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	a25216fb-e2aa-4cc4-88ca-820f8a187484	no_churn	0.163	0	no_churn	-0.162426	-0.001815	0.005171	0.010206	0.037137	-0.13693	0.0408	0.052164	Female	23	No	No	Employed	Suburban	College	1,671,602,400
15	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	b5c35d9f-3ff3-4784-9ba8-ff6b8b7d86b8	no_churn	0.244016	0	no_churn	0.166007	-0.010052	0.080176	-0.056205	0.082931	0.122025	-0.029709	-0.045743	Male	39	No	Yes	Employed	Suburban	Bachelor	1,671,602,400
20	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	589dfa99-1ce1-40f6-9562-c05b0a87063b	no_churn	0.068742	0	no_churn	-0.076156	-0.007335	-0.022373	-0.052653	-0.058295	0.033943	-0.040118	-0.024789	Male	68	No	No	Employed	Suburban	High School or Below	1,671,602,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1689a1b5-6463-429d-b63a-5f8b42c308e4	churn	0.690397	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	47	No	Yes	Employed	Suburban	Bachelor	1,671,602,400
64	Yes	No	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	1bb88f6e-158c-4ae9-8bd7-b0b55031d7e1	no_churn	0.051999	0	no_churn	-0.114387	-0.002477	-0.017248	-0.016851	0.011396	-0.178781	0.031089	0.031567	Male	34	No	No	Employed	Suburban	College	1,671,602,400
38	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	855229b1-aec3-4cbc-8b96-6ba1673297d6	no_churn	0.194346	0	no_churn	0.004364	-0.00224	0.039068	0.08329	-0.028232	-0.009425	0.021591	-0.017442	Female	74	No	No	Employed	Suburban	Bachelor	1,671,602,400
37	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a6659a60-4fec-4b2e-b713-b03a7f7466be	no_churn	0.158202	0	no_churn	-0.073498	-0.01161	0.001874	-0.065737	-0.084887	0.043354	-0.047338	-0.024685	Female	71	Yes	No	Unemployed	Suburban	College	1,671,602,400

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