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
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	eff1f9bf-adf6-4a74-af7d-305e5056ce2f	churn	0.584356	1	churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Male	50	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
47	Yes	No	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	bca26083-dcf8-426f-9033-b4519a203b01	no_churn	0.166471	0	no_churn	-0.01569	-0.002057	0.006482	0.041829	0.078871	-0.060538	-0.017222	0.059298	Female	49	No	Yes	Retired	Urban	Bachelor	1,672,120,800
35	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	da6d7b75-7f27-4910-940e-f733ddd5b1b1	no_churn	0.00983	0	no_churn	-0.037608	-0.004373	-0.011097	-0.050806	0.016294	-0.114574	-0.027325	-0.039537	Female	73	Yes	Yes	Unemployed	Suburban	Master	1,672,120,800
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	505c9a7a-e552-4b26-a70d-dde7d77bcc30	churn	0.550078	1	churn	0.063281	-0.001547	-0.039401	0.054692	0.008549	0.108293	-0.020649	-0.007416	Female	43	No	No	Employed	Suburban	College	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	ba698d49-e58f-4d7e-9174-a935e1ed058e	no_churn	0.015185	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Female	42	No	No	Employed	Suburban	College	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	f24304d2-c6c6-45f1-ba43-a50bf0b42504	no_churn	0.015185	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Female	58	Yes	No	Retired	Suburban	College	1,672,120,800
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	59decfe7-bf8d-4648-821f-5d55953a69fb	churn	0.227229	1	churn	-0.093947	-0.001579	0.052022	0.039073	0.058187	-0.005791	0.085938	0.067983	Male	34	No	Yes	Employed	Suburban	College	1,672,120,800
70	Yes	No	Medium Speed	Phone_Support	Two year	100hrs+	Active	66c97f08-05e7-4969-83e8-efd7febbac05	no_churn	0.036188	0	no_churn	-0.123538	-0.001927	-0.001932	0.00977	0.05302	-0.168288	0.045178	0.058691	Male	43	No	Yes	Employed	Urban	High School or Below	1,672,120,800
30	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	0df3276a-27c9-4060-892d-240a5b6bafbb	no_churn	0.114156	0	no_churn	0.014267	-0.002578	0.037834	0.008762	0.132239	0.099318	0.095557	0.095574	Male	52	No	No	Employed	Urban	High School or Below	1,672,120,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	0ff0f33a-e18d-41c0-a53b-a528da33a778	no_churn	0.005171	0	no_churn	-0.092892	-0.003678	0.006301	-0.011443	-0.042036	-0.128529	0.027604	0.026652	Male	35	No	Yes	Employed	Suburban	College	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3f2e81af-e785-499a-8222-ca08f7b745b8	churn	0.677922	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	74	Yes	No	Employed	Suburban	Master	1,672,120,800
49	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	c8639931-8f09-44a1-8c84-f4b52ccd39b7	no_churn	0.354765	0	no_churn	-0.009263	-0.001673	0.0569	0.007134	0.115729	0.093581	0.068579	0.037926	Male	42	Yes	No	Medical Leave	Suburban	College	1,672,120,800
2	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ec8edaf2-9fdc-4db6-a13c-6470496b2bb4	churn	0.474406	1	churn	0.266097	-0.00606	-0.03215	0.106095	-0.029405	0.116026	-0.017565	-0.0257	Female	62	No	No	Employed	Suburban	Master	1,672,120,800
5	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	59fa63ec-45bb-46ef-987b-262429228e1d	no_churn	0.60392	0	no_churn	0.156716	-0.001607	0.001891	-0.032885	0.075247	0.146317	0.126605	0.079525	Female	48	Yes	Yes	Disabled	Suburban	Bachelor	1,672,120,800
58	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	33122866-b60f-4b60-9f76-7e547c5a8965	no_churn	0.01524	0	no_churn	-0.049071	-0.003753	0.011006	-0.006445	0.020707	-0.167949	-0.034846	-0.038675	Male	72	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
68	Yes	No	Fiber optic	Web_Chat_Support	Two year	100hrs+	Active	def7a85b-14ab-4edd-9804-2b7831ea2e51	no_churn	0.063541	0	no_churn	-0.126156	-0.002618	-0.040302	-0.010212	0.00318	-0.144157	0.015828	0.035411	Male	26	No	Yes	Employed	Urban	College	1,672,120,800
34	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	86e9a06d-255f-431e-b2e8-df89eee0b0b5	churn	0.41874	1	churn	-0.064265	-0.002039	0.004311	0.113956	0.064175	0.082727	0.001506	0.005234	Female	31	Yes	No	Employed	Suburban	High School or Below	1,672,120,800
49	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	2c3418e2-09c9-4c4b-b107-564d9e7318e0	no_churn	0.354765	0	no_churn	-0.009263	-0.001673	0.0569	0.007134	0.115729	0.093581	0.068579	0.037926	Male	31	No	Yes	Retired	Suburban	High School or Below	1,672,120,800
54	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	39a89f05-7341-4d55-aa64-43b0fee95a4c	no_churn	0.22502	0	no_churn	-0.113938	-0.00308	0.024999	0.08074	0.013603	0.056179	0.009665	0.061735	Male	46	No	Yes	Employed	Suburban	College	1,672,120,800
18	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ab5a9b8a-2b1b-4603-8436-e4965de60232	churn	0.506625	1	churn	-0.144107	-0.006956	0.020893	0.056638	-0.141014	0.041333	-0.043672	-0.042141	Male	69	Yes	No	Unemployed	Suburban	Bachelor	1,672,120,800
38	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	7918f475-728f-4bb5-9142-8d406cfa8d32	churn	0.612554	1	churn	-0.0457	-0.010437	-0.003111	0.001444	0.00932	0.097232	0.074899	0.056196	Male	37	Yes	Yes	Employed	Urban	High School or Below	1,672,120,800
30	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	e183bc75-7724-480d-99fa-2427d2409a72	no_churn	0.05393	0	no_churn	-0.056241	-0.00424	-0.008473	-0.056178	-0.020193	-0.086596	-0.016106	-0.020998	Male	69	No	Yes	Unemployed	Suburban	College	1,672,120,800
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	c9df5584-2c63-46c0-b085-339ecc8ce692	no_churn	0.311134	0	no_churn	-0.123266	-0.002095	-0.026585	-0.040278	-0.049599	-0.068483	-0.001192	0.042473	Female	70	No	Yes	Employed	Suburban	College	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	f12631a1-8d37-435e-8186-2a85c0cfa5be	no_churn	0.006021	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Male	41	No	Yes	Employed	Suburban	College	1,672,120,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	86657f34-f8ed-41e2-8979-955096520c01	churn	0.9168	1	churn	0.28411	-0.004907	0.070539	0.064627	0.080494	0.157836	0.036574	0.041702	Male	73	No	No	Medical Leave	Suburban	College	1,672,120,800
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c384ae3f-63e4-47ce-9ead-597897c9597a	churn	0.414083	1	churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Female	77	No	No	Unemployed	Suburban	High School or Below	1,672,120,800
6	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	cae62458-83c8-460f-93f5-218d7592491e	no_churn	0.028853	0	no_churn	0.013422	-0.008244	-0.005993	-0.018842	0.016615	-0.066812	-0.030857	-0.036982	Female	40	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	97921a7d-c429-40b8-9f8f-65dc4f8bc0a6	no_churn	0.006389	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Male	36	No	No	Retired	Suburban	Bachelor	1,672,120,800
1	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	9837f48f-d488-4911-b451-e64422a38d3d	churn	0.687135	1	churn	0.272129	0.084874	0.026938	-0.054536	-0.036011	0.14962	0.117654	0.060306	Male	22	No	Yes	Employed	Urban	Bachelor	1,672,120,800
62	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	01509835-56cc-430f-8a03-646427d9b131	no_churn	0.176162	0	no_churn	-0.134105	-0.005051	-0.007224	-0.02257	-0.07731	-0.064489	0.025156	0.030851	Male	55	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	34e9e1b4-35cc-4f12-9e7d-be56a5dd5b3d	churn	0.584356	1	churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Female	31	No	No	Employed	Suburban	Doctor	1,672,120,800
72	Yes	Yes	Medium Speed	Phone_Support	Two year	<80hrs	Active	98bd92c5-1588-421c-b209-6609f482ca0d	no_churn	0.010539	0	no_churn	-0.165987	-0.002319	-0.006609	-0.040773	0.035133	-0.137707	0.034889	0.044347	Female	56	No	Yes	Disabled	Suburban	College	1,672,120,800
46	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e09e4c1-edb3-49d9-aee6-bf3e8cc19937	no_churn	0.289305	0	no_churn	-0.214908	-0.003644	0.043656	0.019836	0.005681	0.061382	-0.03211	-0.013606	Female	37	No	Yes	Employed	Urban	College	1,672,120,800
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bc9d9099-b065-4679-aa17-7ab379d6fdf2	no_churn	0.422924	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Male	65	Yes	Yes	Employed	Suburban	Master	1,672,120,800
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	aa17b3b1-f411-4558-bba8-5f1777b0d54d	no_churn	0.311134	0	no_churn	-0.123266	-0.002095	-0.026585	-0.040278	-0.049599	-0.068483	-0.001192	0.042473	Male	51	Yes	No	Unemployed	Suburban	College	1,672,120,800
4	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	d7f63751-b24b-49a5-a070-440d0c77ccbf	churn	0.817437	1	churn	0.143119	0.00032	-0.041377	-0.002807	0.029139	0.124728	0.036529	0.073823	Male	20	Yes	No	Unemployed	Urban	High School or Below	1,672,120,800
12	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	e469b975-b9ee-4c8e-8dd4-0b3e6ff5415d	no_churn	0.037853	0	no_churn	-0.012759	-0.005568	-0.026362	-0.099046	-0.004392	-0.028816	-0.019112	-0.025396	Male	29	No	No	Unemployed	Suburban	College	1,672,120,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	030bd1b5-ff2c-46d9-86d6-fa06fd8774f3	no_churn	0.532712	0	no_churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	20	No	No	Employed	Suburban	College	1,672,120,800
12	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	c96e7f19-a049-439f-8bb6-86bf6c2d8c71	no_churn	0.03965	0	no_churn	-0.039449	-0.007967	-0.010841	-0.04612	-0.001427	-0.063955	-0.0292	-0.047568	Male	63	No	No	Employed	Suburban	High School or Below	1,672,120,800
30	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	3be8bc20-1e4b-4c35-a492-3a7865ecc7e1	churn	0.232301	0	no_churn	-0.092851	-0.006329	-0.02681	-0.031321	-0.085141	-0.084869	0.031147	0.037148	Male	72	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
14	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	79489541-4b97-432b-aa0b-a074a056c052	no_churn	0.114183	0	no_churn	-0.033097	-0.007224	-0.02891	-0.034587	0.003293	-0.090044	-0.036796	-0.041661	Female	29	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
57	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	58d47447-3490-4494-8cd9-6c462a263d69	churn	0.407337	1	churn	0.02353	-0.000183	0.071026	0.131762	0.116854	0.076926	0.19369	0.077369	Female	49	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	38b9db0b-ca0d-418a-9adf-882dc5705a4c	no_churn	0.346404	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	72	No	No	Employed	Suburban	Bachelor	1,672,120,800
30	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	2f6fd8cc-980b-4f9b-844b-c9ce8f020e78	churn	0.232301	0	no_churn	-0.092851	-0.006329	-0.02681	-0.031321	-0.085141	-0.084869	0.031147	0.037148	Male	31	No	No	Unemployed	Rural	Bachelor	1,672,120,800
61	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	8df68ff5-4af0-4984-a9e9-8c5ffd0619ed	no_churn	0.080113	0	no_churn	-0.024413	-0.001329	-0.025777	-0.008101	0.067349	-0.098269	0.050099	0.061416	Female	41	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
6	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	2e89e03f-f168-4583-ba64-b8bbd5ddb9e4	no_churn	0.028853	0	no_churn	0.013422	-0.008244	-0.005993	-0.018842	0.016615	-0.066812	-0.030857	-0.036982	Female	63	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	33b754f9-3db8-4ccf-a8ec-75b5a842dc56	churn	0.5848	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Male	33	No	No	Employed	Suburban	Bachelor	1,672,120,800
72	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	ace35d2d-ec21-4b83-8364-5919ecf02b5d	no_churn	0.004856	0	no_churn	-0.135546	-0.002342	-0.011389	-0.005753	0.028137	-0.191539	0.024352	0.045054	Female	56	No	Yes	Employed	Suburban	Doctor	1,672,120,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8798aa99-ac3d-4c93-86a1-7c5f47a4d477	no_churn	0.44353	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	21	No	No	Employed	Rural	College	1,672,120,800
37	Yes	Yes	High Speed	In_Store_Support	One year	100hrs+	Active	2e838ba4-4e9a-4061-a4e5-619a05025417	no_churn	0.13876	0	no_churn	-0.049419	-0.00047	-0.043288	-0.032849	-0.063679	-0.007283	0.066976	0.058819	Male	80	Yes	No	Unemployed	Suburban	High School or Below	1,672,120,800
68	Yes	No	Fiber optic	Web_Chat_Support	Two year	100hrs+	Active	0f782953-13aa-4400-9943-1cf7dd7896da	no_churn	0.063541	0	no_churn	-0.126156	-0.002618	-0.040302	-0.010212	0.00318	-0.144157	0.015828	0.035411	Male	37	No	No	Unemployed	Urban	College	1,672,120,800
21	No	No phone service	High Speed	Phone_Support	One year	<80hrs	Active	7897875f-acf6-40f0-b723-9b2d1c2509ef	churn	0.174009	1	churn	0.030917	0.045063	-0.001902	0.015903	0.017909	-0.074655	0.057144	0.063928	Male	20	Yes	No	Employed	Suburban	Master	1,672,120,800
63	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	b0d97940-bfb0-4afd-9edb-01e75f6e845f	no_churn	0.00987	0	no_churn	-0.094813	0.008959	-0.000314	-0.014034	0.004937	-0.132728	-0.021444	-0.01959	Male	25	No	No	Employed	Suburban	High School or Below	1,672,120,800
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	04647f11-80db-42ea-b01c-459742954f8d	no_churn	0.825415	0	no_churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	68	Yes	No	Unemployed	Urban	High School or Below	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	a8ac2a5c-f035-4ae4-b956-5d9373757b99	churn	0.881634	1	churn	0.363996	-0.003773	-0.023682	0.050704	0.044275	0.157237	0.098271	0.043945	Female	54	Yes	Yes	Employed	Urban	High School or Below	1,672,120,800
67	Yes	Yes	Fiber optic	Phone_Support	One year	<50hrs	Active	1c1d5f42-64fa-4f47-a6fa-57f7ccb495fb	churn	0.454729	1	churn	-0.114245	-0.001906	0.011655	-0.050194	-0.040708	-0.090504	0.004955	0.011921	Male	53	No	No	Employed	Suburban	Bachelor	1,672,120,800
52	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	3107929f-a5eb-42cd-90a1-188146442a88	no_churn	0.431558	0	no_churn	-0.235353	-0.003445	-0.050027	0.020409	0.015361	0.044748	-0.095774	0.035056	Female	51	No	No	Unemployed	Suburban	High School or Below	1,672,120,800
59	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	79de3afc-95ab-4138-b20c-ee255713a1bc	no_churn	0.192359	0	no_churn	-0.197361	-0.002767	-0.043597	-0.023125	0.036522	0.039615	0.008907	0.057779	Male	80	Yes	Yes	Medical Leave	Suburban	High School or Below	1,672,120,800
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	74773833-cc1b-4eea-896d-ee3ea15b9966	no_churn	0.825415	0	no_churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	46	No	No	Employed	Suburban	College	1,672,120,800
19	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e18cbbd8-c525-4a10-9041-14b7a3616309	no_churn	0.153879	0	no_churn	-0.09723	0.026018	0.001589	-0.063663	-0.06395	0.044314	-0.046587	-0.069516	Male	35	No	Yes	Employed	Rural	Bachelor	1,672,120,800
58	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	5f23a1aa-c02a-4b1e-b7a2-8577fc3341cb	no_churn	0.01524	0	no_churn	-0.049071	-0.003753	0.011006	-0.006445	0.020707	-0.167949	-0.034846	-0.038675	Male	71	No	Yes	Unemployed	Suburban	College	1,672,120,800
59	Yes	No	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	f6ad237d-aa4d-4594-b1c3-94382376758a	no_churn	0.137542	0	no_churn	-0.05011	-0.001975	-0.047635	-0.025986	0.027075	-0.214496	0.05593	0.043171	Male	46	No	Yes	Employed	Suburban	College	1,672,120,800
22	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	a57f44b0-af06-46d7-a4e1-5f100b577327	no_churn	0.044817	0	no_churn	-0.044529	-0.008502	-0.02955	-0.035377	-0.050242	0.050337	-0.037508	-0.069905	Male	27	Yes	Yes	Employed	Suburban	Master	1,672,120,800
62	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	2ed1a898-6828-46dd-8719-93a26742bd45	no_churn	0.014374	0	no_churn	-0.072143	-0.006896	-0.010969	-0.020708	-0.021571	-0.06989	-0.020024	-0.026825	Female	57	Yes	No	Employed	Suburban	Master	1,672,120,800
6	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	2521a56d-d383-4471-b041-46dd8555e8dc	no_churn	0.028853	0	no_churn	0.013422	-0.008244	-0.005993	-0.018842	0.016615	-0.066812	-0.030857	-0.036982	Female	62	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
12	Yes	Yes	Medium Speed	In_Store_Support	One year	<80hrs	Active	16965ee6-0502-4afd-ba7f-b07202acba25	churn	0.180869	1	churn	-0.009544	-0.005761	0.010992	-0.084245	-0.029511	-0.152265	0.005286	0.026021	Female	72	No	No	Employed	Suburban	College	1,672,120,800
51	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	101cf8f3-5f34-4fc4-b9f2-f227a0ebc4ff	no_churn	0.265134	0	no_churn	-0.148103	0.020522	-0.013332	-0.064496	-0.036947	0.039378	-0.030398	-0.03565	Male	71	No	Yes	Unemployed	Rural	High School or Below	1,672,120,800
34	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e0a4358f-1886-475d-ae93-8c106fd9997e	churn	0.41874	1	churn	-0.064265	-0.002039	0.004311	0.113956	0.064175	0.082727	0.001506	0.005234	Female	74	Yes	No	Medical Leave	Urban	College	1,672,120,800
2	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ceaea823-a36d-41fb-bb34-a916660fbce3	churn	0.474406	1	churn	0.266097	-0.00606	-0.03215	0.106095	-0.029405	0.116026	-0.017565	-0.0257	Female	32	Yes	No	Unemployed	Suburban	Master	1,672,120,800
17	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	a9a90113-4bf8-4024-b037-1da19f320ed1	no_churn	0.374674	0	no_churn	0.192528	-0.001512	-0.013957	0.046311	0.108596	0.142353	0.154201	0.061262	Male	33	No	No	Employed	Suburban	Master	1,672,120,800
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6f7a307a-d2f3-42b4-a9ee-0c1576e918bc	churn	0.584356	1	churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Male	52	No	Yes	Employed	Urban	High School or Below	1,672,120,800
18	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	994220ea-aa7a-4402-b7e4-6d8fadd0e388	no_churn	0.085788	0	no_churn	-0.088074	-0.011849	-0.06268	-0.013014	-0.002826	0.045992	-0.059558	-0.052473	Female	49	No	Yes	Employed	Urban	Bachelor	1,672,120,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	96cb626f-f9f3-430b-9c3f-e8881e16ce5b	no_churn	0.005744	0	no_churn	-0.092892	-0.003678	0.006301	-0.011443	-0.042036	-0.128529	0.027604	0.026652	Female	57	No	No	Retired	Suburban	Master	1,672,120,800
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a782a6c1-b775-4a81-8ead-fd0779d5f3c0	no_churn	0.625543	0	no_churn	0.148578	-0.005019	0.013181	0.071287	0.116865	0.122464	0.069509	0.053274	Male	31	Yes	Yes	Employed	Suburban	College	1,672,120,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	4a34580d-2b6b-4e14-9314-9478131cdd89	churn	0.279047	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	42	Yes	No	Employed	Urban	Bachelor	1,672,120,800
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3dbf8534-e250-4daf-8137-d4cae5fea906	churn	0.834025	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	32	Yes	Yes	Employed	Suburban	Master	1,672,120,800
34	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	b9435b1a-0f56-4ac2-bcb5-ca3333821e4e	no_churn	0.01045	0	no_churn	-0.039685	-0.003953	0.003853	-0.048024	-0.047385	-0.103738	-0.014849	-0.015246	Female	62	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
71	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	08b2c996-9ce6-4ca1-9f19-9300b498f71c	no_churn	0.002203	0	no_churn	-0.080753	-0.003509	0.006071	-0.010925	0.007978	-0.146652	-0.017508	-0.023728	Female	79	No	No	Employed	Suburban	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	37c41e18-3ad7-4438-b5eb-2afbf1df5e11	churn	0.874842	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	66	No	Yes	Medical Leave	Suburban	College	1,672,120,800
60	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	57529918-486d-4703-9512-10b7f26ff408	no_churn	0.012932	0	no_churn	-0.063793	-0.003136	-0.01162	-0.015941	-0.063105	-0.162165	0.02766	0.023074	Female	20	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ad2bf5b7-872c-47b9-8c78-ff1c68b58384	no_churn	0.50045	0	no_churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	26	No	No	Employed	Suburban	High School or Below	1,672,120,800
27	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	af95669f-6e75-4f69-974b-c0aead2be7fd	no_churn	0.056274	0	no_churn	-0.078571	-0.003597	-0.024695	0.033261	0.002231	-0.145081	-0.025447	-0.027127	Female	48	Yes	Yes	Unemployed	Suburban	College	1,672,120,800
12	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	2cc29fff-08ef-4c60-87ff-c355290ae988	no_churn	0.037853	0	no_churn	-0.012759	-0.005568	-0.026362	-0.099046	-0.004392	-0.028816	-0.019112	-0.025396	Male	28	Yes	Yes	Employed	Suburban	High School or Below	1,672,120,800
12	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	8d66a031-3e0b-404b-81e4-b625f6e74da9	no_churn	0.143683	0	no_churn	-0.03775	0.052723	0.010311	-0.04924	-0.028417	0.045882	-0.045618	-0.046917	Male	62	No	No	Employed	Rural	Bachelor	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e4e2031-aa99-4a75-b339-b3a563b62060	churn	0.874842	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	59	No	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
18	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ce7420c2-a61a-404e-bb26-41f1bf1b9b5d	churn	0.506625	1	churn	-0.144107	-0.006956	0.020893	0.056638	-0.141014	0.041333	-0.043672	-0.042141	Male	64	Yes	Yes	Unemployed	Rural	Bachelor	1,672,120,800
66	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	c3e0ed7c-129d-42c2-8f3d-4379158cec00	no_churn	0.021918	0	no_churn	-0.037148	-0.003481	-0.021716	-0.02625	-0.000383	-0.121646	-0.02774	-0.030661	Female	66	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
4	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	532753be-48d8-48f9-b39a-8b9859055fa3	churn	0.817437	1	churn	0.143119	0.00032	-0.041377	-0.002807	0.029139	0.124728	0.036529	0.073823	Male	42	No	Yes	Unemployed	Rural	Bachelor	1,672,120,800
12	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	cb340e2b-7153-44ff-87e5-91f460d510de	no_churn	0.037853	0	no_churn	-0.012759	-0.005568	-0.026362	-0.099046	-0.004392	-0.028816	-0.019112	-0.025396	Male	59	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
5	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	a14ecc70-24c9-4b1b-b540-391f46a323dc	no_churn	0.092364	0	no_churn	0.13856	-0.004215	-0.015113	-0.046239	0.057747	0.101414	-0.029596	-0.059099	Female	77	No	No	Employed	Urban	Master	1,672,120,800
61	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	1837c2d6-161d-4c63-b476-009d3e02040e	no_churn	0.080113	0	no_churn	-0.024413	-0.001329	-0.025777	-0.008101	0.067349	-0.098269	0.050099	0.061416	Female	21	No	No	Employed	Rural	Master	1,672,120,800
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a5be0a17-ea23-437a-a40f-d859c583bbb7	churn	0.5848	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	44	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
2	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	0eaa8f9e-e088-464b-8b5c-920919b6ffca	churn	0.474406	1	churn	0.266097	-0.00606	-0.03215	0.106095	-0.029405	0.116026	-0.017565	-0.0257	Female	70	No	No	Employed	Rural	Bachelor	1,672,120,800
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8e63ac76-e86c-492f-82fe-86960337b694	churn	0.328602	1	churn	0.095326	-0.002454	-0.012112	0.167078	0.10288	0.117252	-0.006277	-0.026477	Female	21	No	No	Employed	Rural	College	1,672,120,800
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fb625d24-7773-4754-88b0-ebf4d13163f6	churn	0.502599	1	churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Female	56	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
6	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	04032407-cb68-459d-b573-65d7981b810f	no_churn	0.102004	0	no_churn	0.083741	-0.003429	0.017994	-0.008721	0.026333	0.094736	-0.043364	-0.025263	Female	33	No	No	Unemployed	Suburban	High School or Below	1,672,120,800
6	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	65a536fd-6997-4a2d-82d5-31bafa388699	no_churn	0.028853	0	no_churn	0.013422	-0.008244	-0.005993	-0.018842	0.016615	-0.066812	-0.030857	-0.036982	Female	80	Yes	No	Employed	Suburban	High School or Below	1,672,120,800
61	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Active	a72b009a-7282-432e-9a43-d139147c2572	no_churn	0.008169	0	no_churn	-0.131883	-0.001955	0.003394	0.032262	0.056211	-0.212028	0.069338	0.056467	Female	52	No	Yes	Unemployed	Suburban	Bachelor	1,672,120,800
38	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	206d4d69-a170-4050-a148-52a90f613665	churn	0.431234	1	churn	-0.038384	-0.008392	-0.020685	0.110752	0.004618	0.101454	-0.011607	0.009397	Male	35	No	No	Employed	Suburban	College	1,672,120,800
64	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	afcea8e6-da26-47b7-8896-c33553dcee16	no_churn	0.009432	0	no_churn	-0.058966	-0.00299	-0.012016	-0.01071	-0.018521	-0.113897	-0.021472	-0.028456	Female	32	Yes	No	Unemployed	Urban	College	1,672,120,800

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