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
66	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	e2b7fd29-4088-4c79-b045-81bf4092e31a	no_churn	0.071299	0	no_churn	-0.05307	-0.00297	0.033864	0.026061	0.002218	-0.234365	-0.014964	-0.019134	Male	38	Yes	Yes	Unemployed	Suburban	College	1,672,034,400
26	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	30d96683-5161-4988-bfc8-d6e8bb7472be	churn	0.307732	1	churn	-0.12524	-0.004352	-0.056179	0.077847	0.028471	0.064872	-0.037299	-0.024627	Male	63	No	No	Employed	Suburban	High School or Below	1,672,034,400
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2eda6637-f369-4ff7-a9f9-4a435bd152e2	no_churn	0.676861	0	no_churn	0.115651	-0.000912	0.048365	0.198538	0.018537	0.139979	-0.00761	-0.033888	Female	76	Yes	No	Unemployed	Urban	College	1,672,034,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a856ddd4-fce7-4fff-ab5a-97da21037593	no_churn	0.548868	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	48	Yes	Yes	Employed	Rural	High School or Below	1,672,034,400
60	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	bfffaf17-c8a3-4e85-b2dc-a7763aaaa13a	no_churn	0.093377	0	no_churn	-0.082608	-0.003036	-0.070054	0.034166	-0.002816	-0.106524	-0.016921	-0.021234	Female	27	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	26022173-a8a1-443d-b4cd-3646621f8aa0	churn	0.876743	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	44	No	No	Employed	Suburban	High School or Below	1,672,034,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c5d0a321-19d7-4c49-9547-94788d7b6682	churn	0.876743	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	71	No	No	Employed	Suburban	Bachelor	1,672,034,400
67	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	dd62cfee-d4a3-4e82-a670-0833d4272e05	no_churn	0.029407	0	no_churn	-0.055887	-0.003847	-0.020632	-0.024445	-0.018167	-0.104664	-0.020858	-0.020528	Female	51	No	No	Employed	Suburban	High School or Below	1,672,034,400
8	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	470e57b9-7ce2-4e95-b731-09a404c1858b	no_churn	0.118199	0	no_churn	0.092419	-0.013118	0.010424	-0.037118	0.069426	0.091397	-0.041665	-0.057559	Female	55	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
50	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	34abd21f-9325-4741-b46f-0b3880e3db54	no_churn	0.101025	0	no_churn	-0.136491	0.008784	-0.011784	-0.043254	-0.068508	0.041915	-0.028229	-0.021459	Male	59	Yes	No	Employed	Suburban	Bachelor	1,672,034,400
25	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	d2d8d7f3-0dcb-49f3-8188-f1a85d3e8aa1	churn	0.041503	1	churn	0.118242	0.002553	0.085851	0.034333	0.019762	-0.011334	0.005517	0.00199	Male	51	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
37	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	7f261498-f0e7-4610-92a3-5eb594b0d8d0	no_churn	0.00861	0	no_churn	-0.053854	-0.003802	-0.012164	-0.036695	-0.025448	-0.098799	-0.015505	-0.022759	Female	24	No	No	Employed	Suburban	College	1,672,034,400
72	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	9cae2ac1-3800-44c8-8d74-62821ec2dd8c	no_churn	0.002359	0	no_churn	-0.068223	-0.00301	-0.004667	-0.018331	0.002265	-0.127098	-0.022298	-0.027665	Male	25	No	Yes	Employed	Suburban	College	1,672,034,400
37	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	00ca5807-f5a8-40c7-b196-1263b975503b	no_churn	0.00861	0	no_churn	-0.053854	-0.003802	-0.012164	-0.036695	-0.025448	-0.098799	-0.015505	-0.022759	Female	74	No	Yes	Unemployed	Suburban	College	1,672,034,400
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	d2178096-9b6d-418d-b340-68aa93a4efd3	no_churn	0.594082	0	no_churn	-0.035591	-0.005747	-0.115055	-0.074662	-0.005671	0.074011	-0.089389	0.013077	Female	68	Yes	No	Unemployed	Suburban	College	1,672,034,400
3	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	c43ed894-ee9f-4e81-9e91-fa1c5da603af	churn	0.587236	1	churn	0.18301	-0.006981	0.093817	-0.011267	0.11084	0.142625	-0.002533	-0.002029	Male	79	No	Yes	Employed	Rural	College	1,672,034,400
20	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	46060860-4329-4a44-9e89-29938eafa941	no_churn	0.087424	0	no_churn	-0.076832	-0.00615	-0.033818	-0.065764	-0.002446	0.043324	-0.062069	-0.06527	Male	63	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
72	Yes	Yes	Low Speed	In_Store_Support	Two year	<50hrs	Active	1ad0477f-0455-4525-94d6-d8704893daed	no_churn	0.014019	0	no_churn	-0.107999	-0.00264	0.002656	-0.01522	-0.040442	-0.156611	0.021508	0.029722	Female	68	Yes	Yes	Unemployed	Urban	High School or Below	1,672,034,400
3	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	e01b7a57-dff5-4d4f-86dd-568f91da9897	no_churn	0.597955	0	no_churn	0.15019	-0.008804	0.0728	-0.141395	0.069701	0.102203	-0.040676	-0.049772	Male	36	Yes	No	Employed	Urban	Master	1,672,034,400
32	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	474e8e4d-4946-4606-a9fb-7f4d950929b6	no_churn	0.023213	0	no_churn	0.016369	-0.004948	-0.021565	-0.080375	0.022325	-0.125872	-0.024683	-0.030279	Female	64	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
36	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	e8a39254-718a-4bbe-ad76-3233501dc190	no_churn	0.008268	0	no_churn	-0.050099	-0.00381	0.009757	-0.03109	-0.03219	-0.134672	-0.01365	-0.013272	Male	22	No	No	Unemployed	Rural	High School or Below	1,672,034,400
38	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	00e16624-49e9-4f91-ac38-269b6517105f	no_churn	0.025066	0	no_churn	0.017435	-0.002062	0.009751	-0.086039	0.001971	-0.021523	-0.027678	-0.057096	Male	38	Yes	No	Employed	Suburban	Bachelor	1,672,034,400
28	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	af28cd07-5282-4408-b9e7-674f5dc83de4	churn	0.538951	1	churn	0.027442	-0.00176	0.091644	-0.019201	0.123099	0.129508	0.166986	0.133255	Female	31	No	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
55	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	3a5425d8-3076-4473-a2a1-6dd533eaa163	no_churn	0.071687	0	no_churn	-0.006763	-0.003014	0.05448	-0.051736	0.005379	-0.135198	0.062672	0.065155	Male	51	Yes	No	Unemployed	Rural	Doctor	1,672,034,400
8	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	f7d0ad9d-3602-424e-8807-b7450cc80583	no_churn	0.011927	0	no_churn	-0.00658	-0.004169	-0.012974	-0.036127	-0.040593	-0.13411	-0.016987	-0.017485	Female	75	Yes	Yes	Employed	Rural	Bachelor	1,672,034,400
27	Yes	Yes	Low Speed	In_Store_Support	One year	<50hrs	Active	453ba513-d56e-4015-b2a1-0abe5414c63a	no_churn	0.115751	0	no_churn	-0.087518	-0.003048	-0.022023	-0.039196	-0.08316	-0.083388	0.059564	0.049743	Male	29	Yes	No	Employed	Suburban	High School or Below	1,672,034,400
60	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	262a10ac-4e28-48f9-acf5-3d2744664f5e	no_churn	0.128345	0	no_churn	-0.124172	-0.003034	-0.005519	-0.043775	-0.051516	-0.075298	0.00724	0.027047	Female	54	No	Yes	Retired	Rural	Bachelor	1,672,034,400
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c89f4d69-fb76-4185-bd42-ab10fbc91a03	churn	0.722481	1	churn	0.24186	0.054012	0.027869	-0.04414	-0.112285	0.132537	-0.044866	-0.039967	Male	40	No	No	Medical Leave	Suburban	College	1,672,034,400
7	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	d05e82a6-577f-4cc8-839c-35eca2be4d1d	no_churn	0.328027	0	no_churn	-0.044725	-0.007484	-0.068637	-0.110122	-0.058889	0.042847	0.006194	0.011789	Female	42	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
20	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	9a8379a1-1d49-48ab-9158-a886a0b5ae11	no_churn	0.032887	0	no_churn	-0.032411	-0.005014	-0.037117	-0.029807	-0.001551	-0.085108	-0.039889	-0.038131	Female	62	No	No	Employed	Urban	College	1,672,034,400
19	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	93d753ea-0aa4-41c7-99a2-fbe359be3dc9	no_churn	0.008502	0	no_churn	-0.009616	-0.004189	0.007332	-0.034798	-0.009784	-0.130527	-0.042019	-0.045427	Male	36	No	No	Medical Leave	Suburban	Bachelor	1,672,034,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	3f754704-8bff-4822-8f84-9a870ae0d56e	no_churn	0.071299	0	no_churn	-0.05307	-0.00297	0.033864	0.026061	0.002218	-0.234365	-0.014964	-0.019134	Male	80	No	Yes	Employed	Rural	Bachelor	1,672,034,400
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	5937962e-1a91-47e1-b6c6-428316de8b26	no_churn	0.387835	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	55	No	Yes	Retired	Urban	Master	1,672,034,400
65	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	d94da393-1d08-4521-bc0b-4b75e10e1e79	no_churn	0.192088	0	no_churn	0.040184	-0.000437	0.074306	0.046577	0.024711	0.038038	0.108877	0.028718	Female	46	No	No	Unemployed	Suburban	Master	1,672,034,400
50	Yes	Yes	Medium Speed	Phone_Support	One year	<80hrs	Active	f8887a58-d90e-42dd-83ff-9df643e798d9	no_churn	0.217817	0	no_churn	-0.026819	-0.002004	-0.023064	-0.009374	0.081335	-0.053277	0.061137	0.07304	Male	51	Yes	Yes	Employed	Suburban	High School or Below	1,672,034,400
66	Yes	Yes	Low Speed	In_Store_Support	Two year	<50hrs	Active	6744d88b-12e8-4d5e-81d0-40313d646129	no_churn	0.035296	0	no_churn	-0.042986	-0.001484	0.011756	-0.028081	-0.068957	-0.162701	0.004931	0.028497	Male	49	Yes	No	Employed	Suburban	Doctor	1,672,034,400
35	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	8bf15c63-f7b1-415e-b48a-2d47bfe5589f	no_churn	0.017597	0	no_churn	-0.063303	0.027462	0.008511	-0.042142	0.025386	-0.160088	-0.016833	-0.028019	Female	72	Yes	No	Employed	Urban	Bachelor	1,672,034,400
15	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	e40058f2-02e6-45d0-b6bb-9cf291f46dd1	no_churn	0.012881	0	no_churn	-0.00049	-0.005044	-0.026512	-0.025387	-0.046627	-0.132235	-0.013508	-0.019223	Female	47	Yes	No	Employed	Rural	High School or Below	1,672,034,400
46	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	4543c671-3d3b-471f-bf1e-d8d224022e36	no_churn	0.019092	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Male	33	No	Yes	Employed	Suburban	College	1,672,034,400
35	Yes	No	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	cf0395b9-fafd-4831-bdda-21e53acb8dbd	churn	0.264436	1	churn	-0.006897	-0.00147	0.025503	0.077559	-0.016673	-0.001009	-0.107839	-0.018201	Female	58	Yes	No	Unemployed	Rural	High School or Below	1,672,034,400
67	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	1092231c-94fd-4408-a5fa-6d998d4564ef	no_churn	0.013676	0	no_churn	-0.045936	-0.003267	-0.017309	-0.021087	-0.01748	-0.131319	-0.014767	-0.017862	Male	33	No	Yes	Retired	Suburban	College	1,672,034,400
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	60effe40-b84b-4039-a53f-3d78df076c99	no_churn	0.297216	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Female	60	No	No	Employed	Suburban	High School or Below	1,672,034,400
21	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	bf30a529-694d-40db-8621-ce74ad182512	no_churn	0.02397	0	no_churn	-0.042663	-0.008643	-0.023017	-0.038022	-0.000919	-0.084373	-0.034031	-0.037358	Female	43	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
16	Yes	No	Fiber optic	In_Store_Support	Month-to-month	<50hrs	Active	d235a830-5914-4448-afe0-5e76c1eb6e16	no_churn	0.559605	0	no_churn	-0.082393	-0.0102	-0.050086	0.004112	-0.091566	0.03815	-0.026601	0.046557	Female	29	No	No	Employed	Suburban	High School or Below	1,672,034,400
14	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	b4f407e3-0a8a-4be7-be21-7bd36f16e5e7	no_churn	0.242405	0	no_churn	0.056764	-0.016506	-0.024309	-0.031673	-0.17199	0.053416	0.013322	0.02195	Male	28	No	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
27	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	57e4b61e-f418-4bbd-a357-20d0d09153da	no_churn	0.44034	0	no_churn	-0.024032	-0.002928	0.062378	0.151789	0.061167	0.113578	-0.03438	-0.021931	Male	62	Yes	No	Employed	Rural	High School or Below	1,672,034,400
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	be9e1f6f-7dbf-46bb-b854-afced11f8e4c	churn	0.553952	1	churn	0.006605	-0.003307	0.146481	0.119195	0.075384	0.144175	0.113117	0.057887	Female	29	Yes	Yes	Employed	Urban	Bachelor	1,672,034,400
45	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	3f905644-5672-4073-8529-b68c0cef126f	no_churn	0.019002	0	no_churn	-0.070267	-0.002572	-0.00271	-0.022124	-0.058412	-0.181498	0.04744	0.031118	Male	20	No	No	Employed	Urban	High School or Below	1,672,034,400
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	aec90a23-4997-404d-8c49-2adc3f8a8dbe	churn	0.906187	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	73	No	No	Employed	Urban	Bachelor	1,672,034,400
15	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	37891e2b-ab9a-4b3b-9ba9-34938229b69b	churn	0.53119	1	churn	0.118438	0.000001	0.015009	0.067474	0.091138	0.132595	0.061071	0.101415	Male	49	No	No	Retired	Suburban	High School or Below	1,672,034,400
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	55ae270b-bbbe-4afc-a3e3-0d718c474a76	churn	0.555732	1	churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Male	41	No	Yes	Unemployed	Suburban	High School or Below	1,672,034,400
60	Yes	Yes	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	b7d747f4-1c58-435b-8374-ca98023c4294	no_churn	0.320296	0	no_churn	0.080234	0.00184	0.036103	0.086863	0.131966	-0.039377	0.164826	0.098519	Female	36	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	b846aea8-08d4-42cc-aa0f-d93325da93cc	no_churn	0.594082	0	no_churn	-0.035591	-0.005747	-0.115055	-0.074662	-0.005671	0.074011	-0.089389	0.013077	Female	39	No	Yes	Employed	Urban	Bachelor	1,672,034,400
41	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	65b9e8b7-9efb-4aef-ac40-516282e1dc1f	no_churn	0.027038	0	no_churn	-0.043776	-0.004813	-0.00051	-0.07115	-0.019787	-0.065496	-0.019596	-0.043897	Female	70	Yes	Yes	Employed	Suburban	High School or Below	1,672,034,400
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	e14f0312-793b-44f3-be14-aa8cd0e8e3c0	no_churn	0.19924	0	no_churn	-0.138035	-0.002348	-0.000952	-0.00718	-0.056769	-0.136265	0.020717	0.051805	Male	50	Yes	Yes	Medical Leave	Suburban	High School or Below	1,672,034,400
62	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	bb67f621-f4e3-429c-af80-14dfa07054d1	no_churn	0.065056	0	no_churn	-0.127528	-0.003379	-0.007804	0.018648	-0.011082	-0.095474	-0.017112	-0.025296	Male	32	No	No	Employed	Rural	College	1,672,034,400
50	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	176c53b9-caac-4c61-99f0-7f118127ed67	no_churn	0.02994	0	no_churn	-0.070503	-0.008161	-0.019469	-0.029734	-0.02841	-0.071868	-0.021601	-0.019279	Female	64	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
13	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	0ad04cec-e10e-465d-9d5e-88601e6b0550	no_churn	0.135629	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Male	38	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d8e123e3-94f3-4e12-884f-3e3b53836aac	churn	0.390305	1	churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Male	48	No	Yes	Employed	Urban	High School or Below	1,672,034,400
67	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	409b92ae-40a7-43b4-aa50-76a7d9565852	no_churn	0.013676	0	no_churn	-0.045936	-0.003267	-0.017309	-0.021087	-0.01748	-0.131319	-0.014767	-0.017862	Female	61	No	Yes	Employed	Suburban	Doctor	1,672,034,400
14	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	29a2a5de-9174-49bc-bf58-91b87fb2228b	churn	0.085885	0	no_churn	0.025892	-0.006175	0.046362	0.05256	-0.152446	0.102918	0.089	0.082862	Male	78	No	Yes	Employed	Rural	High School or Below	1,672,034,400
69	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	1de0f725-a315-4d86-9922-6224cc3004ed	no_churn	0.007228	0	no_churn	-0.041932	-0.002801	-0.00592	-0.027215	-0.024334	-0.106225	-0.016722	-0.043876	Female	31	Yes	No	Retired	Urban	High School or Below	1,672,034,400
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	01676f0e-6a60-43c9-93b0-0d749d0d786c	churn	0.553844	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	64	Yes	Yes	Employed	Suburban	High School or Below	1,672,034,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	b6682815-d12a-448e-8af3-7ad4ef185d07	no_churn	0.489647	0	no_churn	-0.188533	-0.002565	0.055552	-0.067166	-0.008758	0.062453	-0.02379	-0.037718	Male	41	No	No	Medical Leave	Rural	High School or Below	1,672,034,400
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	9655d85d-2f3e-4825-862f-dfd2a2ddbf57	churn	0.488617	1	churn	0.045309	-0.002493	0.131343	0.118339	0.046064	0.145513	0.138861	0.065419	Male	52	Yes	Yes	Medical Leave	Urban	College	1,672,034,400
51	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d6535be6-2202-466c-baed-da7adcf36005	churn	0.368338	1	churn	0.05785	-0.000419	0.171692	0.117668	0.143942	0.114674	-0.001814	0.015785	Female	80	No	Yes	Unemployed	Suburban	College	1,672,034,400
30	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	1c2a3f7d-9e78-40b3-9545-b8afd5ff2f3d	no_churn	0.063336	0	no_churn	0.001613	-0.00679	-0.005504	0.009116	0.017355	-0.17433	-0.0329	-0.037586	Female	23	Yes	No	Unemployed	Suburban	College	1,672,034,400
69	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	246168c1-ca8e-4243-b9eb-4c011c54f3ef	churn	0.475214	1	churn	-0.092124	0.001003	0.053838	0.007064	0.031773	0.109499	0.126554	0.127843	Female	27	No	No	Medical Leave	Suburban	Bachelor	1,672,034,400
24	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	abd22aa4-bda2-488c-a837-091b41786909	no_churn	0.10663	0	no_churn	-0.030832	-0.005165	0.026783	-0.01014	0.005698	-0.158572	-0.034103	-0.062695	Male	71	Yes	No	Unemployed	Suburban	College	1,672,034,400
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e11e9f61-778a-4cc9-a436-8b74f8df721c	no_churn	0.176715	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	21	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
62	Yes	No	Low Speed	In_Store_Support	One year	100hrs+	Active	b13b89b0-9395-4ce8-beaf-3b11014ff166	churn	0.07438	0	no_churn	-0.134275	-0.004308	-0.033527	-0.010331	-0.059603	-0.060847	0.010508	0.023359	Male	32	No	Yes	Employed	Rural	College	1,672,034,400
7	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	326edcc6-2f9a-4f2e-87a9-18412e52d1a5	no_churn	0.328027	0	no_churn	-0.044725	-0.007484	-0.068637	-0.110122	-0.058889	0.042847	0.006194	0.011789	Male	75	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
29	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	38bfcaa4-d74c-4f0d-8dd8-2380bd895114	no_churn	0.144783	0	no_churn	-0.091788	-0.017439	-0.027365	-0.115378	0.028091	0.042683	-0.031386	-0.046445	Male	61	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6ecac2a1-dfa5-4c0b-a963-4e0203b61c29	churn	0.63451	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	21	No	No	Medical Leave	Suburban	College	1,672,034,400
38	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	804eb2f0-f856-4f56-88ae-d8f70cd22298	no_churn	0.009177	0	no_churn	-0.02198	-0.005466	-0.012312	-0.060416	0.001156	-0.115768	-0.019615	-0.034626	Female	77	Yes	Yes	Employed	Suburban	High School or Below	1,672,034,400
72	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	3d72e201-0127-4762-bece-33df55388484	no_churn	0.004848	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Male	79	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
66	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	01aa8f57-7c3a-4f83-9dc7-44d597fab2cd	no_churn	0.124481	0	no_churn	-0.104025	-0.001914	0.018559	-0.008667	0.000406	-0.147097	-0.002336	0.026049	Female	65	Yes	No	Employed	Suburban	Bachelor	1,672,034,400
45	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	d7393cca-bc0f-4a38-bd13-371081bb00dd	no_churn	0.23474	0	no_churn	-0.12694	-0.002672	0.09411	0.066524	0.038949	0.090319	-0.015964	0.005721	Female	49	Yes	Yes	Employed	Suburban	High School or Below	1,672,034,400
27	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	41c3dda6-6b40-47e1-84f1-52266b5aa41d	no_churn	0.44034	0	no_churn	-0.024032	-0.002928	0.062378	0.151789	0.061167	0.113578	-0.03438	-0.021931	Female	59	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
64	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	57e08515-ded7-4015-87e6-e4b77d690783	no_churn	0.051994	0	no_churn	-0.115588	-0.003566	0.012677	0.018228	0.000134	-0.106433	-0.033272	-0.023706	Female	49	Yes	No	Employed	Suburban	High School or Below	1,672,034,400
40	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	54908d98-f792-4a9a-b863-6087ec754646	no_churn	0.070925	0	no_churn	-0.001865	-0.001567	0.018307	0.052779	0.047554	-0.13404	-0.022369	-0.037825	Male	79	No	No	Employed	Suburban	Bachelor	1,672,034,400
70	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	8e81f63c-69b8-40dd-b2bf-de32578e16b3	no_churn	0.054285	0	no_churn	-0.081228	-0.001732	0.019681	-0.039291	0.031298	-0.224383	0.053472	0.051157	Male	66	Yes	No	Employed	Suburban	Bachelor	1,672,034,400
65	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	8c8e014c-789b-4b8d-b5a4-0a199afd6b17	churn	0.196242	0	no_churn	-0.104438	-0.002512	0.013105	0.012072	-0.14043	-0.120208	0.038338	0.045047	Female	25	No	No	Disabled	Suburban	College	1,672,034,400
42	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	2cf9f4aa-46b7-4760-963e-f962a49e8f5d	no_churn	0.016196	0	no_churn	-0.021273	-0.007269	-0.02141	-0.064169	0.009429	-0.111536	-0.017436	-0.035362	Female	61	No	No	Unemployed	Suburban	High School or Below	1,672,034,400
47	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	d977c4ef-d875-4428-aa44-61ef6890c61a	no_churn	0.017918	0	no_churn	-0.029137	-0.011849	-0.024585	-0.041988	0.01597	-0.101943	-0.031035	-0.04446	Female	80	No	Yes	Unemployed	Urban	High School or Below	1,672,034,400
69	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	b16e6861-5210-43b0-ba89-3efd1fbcbef9	no_churn	0.007228	0	no_churn	-0.041932	-0.002801	-0.00592	-0.027215	-0.024334	-0.106225	-0.016722	-0.043876	Male	66	Yes	Yes	Employed	Rural	College	1,672,034,400
40	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	a3191ee4-5036-48e8-b00e-a0c167535b02	no_churn	0.070925	0	no_churn	-0.001865	-0.001567	0.018307	0.052779	0.047554	-0.13404	-0.022369	-0.037825	Male	25	No	No	Employed	Suburban	Bachelor	1,672,034,400
64	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	59899d08-6370-4f89-b617-a604d2264707	no_churn	0.051994	0	no_churn	-0.115588	-0.003566	0.012677	0.018228	0.000134	-0.106433	-0.033272	-0.023706	Female	20	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
65	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	28e4cea7-b9f7-4fd4-83f8-d5b0c8a69fc3	churn	0.196242	0	no_churn	-0.104438	-0.002512	0.013105	0.012072	-0.14043	-0.120208	0.038338	0.045047	Male	23	No	Yes	Unemployed	Suburban	High School or Below	1,672,034,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	78345a71-0b8f-4de8-8b6b-cce19057296c	no_churn	0.377361	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	80	Yes	No	Unemployed	Suburban	Master	1,672,034,400
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cb0fd4da-7967-47ee-8493-bac4dd973996	churn	0.906187	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	45	No	Yes	Employed	Rural	College	1,672,034,400
65	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	1dd99683-0415-43b3-8ab7-4ffcb4170032	no_churn	0.192088	0	no_churn	0.040184	-0.000437	0.074306	0.046577	0.024711	0.038038	0.108877	0.028718	Female	32	No	Yes	Employed	Urban	Bachelor	1,672,034,400
47	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	d27de07d-a34e-4918-9242-f78bf5fc5243	no_churn	0.009373	0	no_churn	-0.024692	-0.00499	-0.012256	-0.035189	0.012074	-0.130155	-0.025877	-0.047941	Female	47	No	No	Employed	Urban	College	1,672,034,400
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	8314b2bd-662a-4512-9588-7929d4c7b04a	no_churn	0.207777	0	no_churn	-0.123266	-0.002095	-0.026585	-0.040278	-0.049599	-0.068483	-0.001192	0.042473	Female	73	Yes	Yes	Employed	Suburban	Bachelor	1,672,034,400
43	Yes	Yes	Fiber optic	In_Store_Support	One year	100hrs+	Active	7a437d4e-851e-4147-9db4-3e38b45925d3	churn	0.369742	1	churn	0.004808	-0.001434	0.027318	0.103834	-0.06845	0.000228	0.032979	0.071691	Female	32	No	Yes	Unemployed	Rural	Bachelor	1,672,034,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	ffefa32b-de3b-4ed9-ad3e-c650bff308b6	no_churn	0.377361	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	45	No	No	Unemployed	Rural	Bachelor	1,672,034,400
15	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	a726505c-627b-458c-bfdf-8a8afb33208a	no_churn	0.015774	0	no_churn	0.013466	-0.007847	-0.02991	-0.039295	0.007156	-0.147103	-0.02806	-0.037432	Female	26	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1e81f522-dfe7-4d41-b9b8-4bf081b54e93	churn	0.620446	1	churn	0.060678	-0.00446	0.035697	0.006216	0.058189	0.128113	0.104341	0.035306	Female	35	No	No	Unemployed	Rural	Master	1,672,034,400
8	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	39495f9d-e939-4b8f-9289-da60c4bda678	no_churn	0.011927	0	no_churn	-0.00658	-0.004169	-0.012974	-0.036127	-0.040593	-0.13411	-0.016987	-0.017485	Female	77	No	No	Disabled	Suburban	College	1,672,034,400
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	fe986d33-22fe-4b0a-a37e-2faf9c0282e0	no_churn	0.176715	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	35	No	No	Employed	Suburban	High School or Below	1,672,034,400

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