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
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	4aee3c84-e720-4352-af5b-e03681bf9466	churn	0.227229	1	churn	-0.093947	-0.001579	0.052022	0.039073	0.058187	-0.005791	0.085938	0.067983	Male	52	No	Yes	Employed	Rural	High School or Below	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	5f928673-3bc9-49ac-9105-f286a3084fd6	churn	0.881634	1	churn	0.363996	-0.003773	-0.023682	0.050704	0.044275	0.157237	0.098271	0.043945	Male	77	Yes	No	Unemployed	Rural	Bachelor	1,672,120,800
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	5b240d92-7400-49b7-b06b-8d1f436aa3bb	churn	0.735922	1	churn	0.127034	-0.00524	-0.052953	0.0403	0.038946	0.126668	0.083648	0.058071	Male	35	No	No	Employed	Suburban	College	1,672,120,800
68	Yes	No	Fiber optic	Web_Chat_Support	Two year	100hrs+	Active	08ee5158-ce5b-4531-9199-fde6089f91d5	no_churn	0.063541	0	no_churn	-0.126156	-0.002618	-0.040302	-0.010212	0.00318	-0.144157	0.015828	0.035411	Female	56	No	No	Employed	Suburban	College	1,672,120,800
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	1cd46dbf-2f90-4258-b644-3034925e2801	churn	0.554427	1	churn	0.148578	-0.005019	0.013181	0.071287	0.116865	0.122464	0.069509	0.053274	Female	62	Yes	Yes	Employed	Suburban	High School or Below	1,672,120,800
35	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	28fd5147-a44b-47af-a50c-78f4d9a32434	no_churn	0.371422	0	no_churn	-0.108653	-0.002293	0.06791	0.019176	0.031824	0.085285	-0.005842	0.006591	Male	50	No	No	Retired	Urban	Bachelor	1,672,120,800
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	b5158e44-75d1-4185-ae2d-5dc20ad4769d	churn	0.708926	1	churn	0.143447	-0.002267	0.131871	0.080633	0.122465	0.119629	0.060961	0.069235	Male	36	No	No	Unemployed	Urban	Bachelor	1,672,120,800
66	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	6ea3723a-aea9-49f3-91a8-3a5169dca371	no_churn	0.138285	0	no_churn	-0.188533	-0.002565	0.055552	-0.067166	-0.008758	0.062453	-0.02379	-0.037718	Female	73	Yes	No	Unemployed	Suburban	Doctor	1,672,120,800
54	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	55d6c068-62ce-474e-a8f9-ad9c0b5734a1	no_churn	0.22502	0	no_churn	-0.113938	-0.00308	0.024999	0.08074	0.013603	0.056179	0.009665	0.061735	Female	75	Yes	No	Medical Leave	Suburban	Bachelor	1,672,120,800
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bef01052-6e35-4ceb-80f5-659aa94513e3	churn	0.605444	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	37	Yes	No	Unemployed	Suburban	College	1,672,120,800
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b2f86a4c-62f3-4c83-95a9-039ede29a911	churn	0.414083	1	churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Female	79	No	Yes	Retired	Suburban	College	1,672,120,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e632e19-778e-420c-9d7f-7e5dd83390c9	churn	0.389312	1	churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Female	58	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8233faa4-8871-4c27-be3e-49d144a17bb8	churn	0.328602	1	churn	0.095326	-0.002454	-0.012112	0.167078	0.10288	0.117252	-0.006277	-0.026477	Female	75	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	f7dcd0ee-2544-45d5-8130-385431848266	churn	0.584356	1	churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Female	21	No	Yes	Employed	Suburban	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	56583392-130c-4f69-ba09-568869ead4ab	churn	0.874842	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	47	No	No	Unemployed	Rural	Master	1,672,120,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ba4f4401-58dc-4804-9bad-1f123ca0fdce	churn	0.869314	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	77	Yes	No	Unemployed	Rural	College	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	979df328-a028-4fe6-8037-24bf7052df56	churn	0.735638	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Female	57	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4fa6fe02-a33c-4d75-924a-705c7cc3f02f	churn	0.550078	1	churn	0.063281	-0.001547	-0.039401	0.054692	0.008549	0.108293	-0.020649	-0.007416	Male	68	Yes	Yes	Employed	Urban	Bachelor	1,672,120,800
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7e7234d3-8b17-43f7-9bb4-d73a883e2c4b	no_churn	0.422924	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Female	32	Yes	Yes	Employed	Rural	Bachelor	1,672,120,800
40	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8d2dbd7e-43e4-4802-994b-67c316374268	no_churn	0.402113	0	no_churn	-0.11725	-0.01186	-0.012269	0.058869	0.021325	0.062271	-0.007176	-0.009106	Male	74	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
34	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	badccd86-958a-4bf1-98b2-eca70129b66a	churn	0.41874	1	churn	-0.064265	-0.002039	0.004311	0.113956	0.064175	0.082727	0.001506	0.005234	Female	69	No	No	Medical Leave	Rural	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	016f88fe-e69f-467e-bdba-cc201edef2cc	no_churn	0.818874	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	80	No	No	Unemployed	Rural	Bachelor	1,672,120,800
46	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7de95e31-e7aa-4dbc-8864-0c4f11f7761e	no_churn	0.289305	0	no_churn	-0.214908	-0.003644	0.043656	0.019836	0.005681	0.061382	-0.03211	-0.013606	Male	25	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
28	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	663cde17-b45c-4a6b-a138-b212fe42d80e	churn	0.252918	1	churn	-0.079189	-0.005869	-0.032693	0.106386	0.016852	0.077926	-0.013452	-0.0132	Male	62	Yes	No	Employed	Suburban	Bachelor	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	164e1d13-b86c-42e4-b19c-69cc3c49894f	churn	0.677922	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	68	Yes	Yes	Unemployed	Rural	Bachelor	1,672,120,800
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1b8aa01a-1a79-447d-b7e5-43298d2a84d7	churn	0.834025	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	77	No	No	Unemployed	Urban	Master	1,672,120,800
32	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	82252716-cd27-4f91-950e-8928354ce0db	churn	0.103672	1	churn	0.245697	0.001455	0.034942	0.193066	0.135045	0.018032	0.023748	-0.001011	Male	43	No	No	Employed	Suburban	College	1,672,120,800
38	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1055e53e-a023-4bac-a31a-56faa8cf3d5d	churn	0.431234	1	churn	-0.038384	-0.008392	-0.020685	0.110752	0.004618	0.101454	-0.011607	0.009397	Female	72	No	No	Employed	Suburban	Bachelor	1,672,120,800
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6d09d83d-e2b9-45d2-bd22-dac85a4020cd	churn	0.652554	1	churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Male	70	No	Yes	Employed	Suburban	College	1,672,120,800
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1124a1f0-65b1-4113-b82b-dca6dd4bdda3	no_churn	0.408973	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Female	78	No	Yes	Unemployed	Suburban	College	1,672,120,800
27	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	3cd80f6f-42d1-4a56-b5f8-f648f4f8fb8f	no_churn	0.056274	0	no_churn	-0.078571	-0.003597	-0.024695	0.033261	0.002231	-0.145081	-0.025447	-0.027127	Male	73	Yes	No	Employed	Rural	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	61c93ab2-4b88-48d6-ac74-ce538f06b39a	churn	0.818874	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	62	No	No	Employed	Urban	Bachelor	1,672,120,800
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6b673ee1-4098-4f2e-aa8b-e2f2e47c12ab	no_churn	0.50045	0	no_churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Female	27	No	No	Employed	Urban	Doctor	1,672,120,800
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2da2fcf8-b461-4f3a-bf4c-864aa9b1fca4	churn	0.460193	1	churn	0.020835	-0.002077	0.077119	0.163505	0.03512	0.120171	-0.019782	-0.015065	Male	41	Yes	No	Employed	Suburban	Bachelor	1,672,120,800
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0a58865c-ae6a-42da-ac00-564868230d2d	no_churn	0.825415	0	no_churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	68	Yes	No	Employed	Urban	Bachelor	1,672,120,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1a6918b7-8e14-47ea-bfc3-d33b904a9c66	no_churn	0.44353	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	74	No	Yes	Employed	Rural	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	43b2fdee-bc9d-43d9-868b-4171e5243e88	churn	0.76536	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	43	Yes	Yes	Employed	Suburban	Bachelor	1,672,120,800
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b9659bdd-7e2f-4d7e-b00f-2ac8264ca5ff	churn	0.502599	1	churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Female	28	No	No	Employed	Rural	Bachelor	1,672,120,800
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6d72fc75-4e34-4bd9-b5be-c9cec43f7eae	churn	0.5848	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	22	Yes	No	Employed	Suburban	Bachelor	1,672,120,800
67	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ee688776-5b50-4433-bf9e-e19a01d12aed	churn	0.241321	1	churn	-0.152994	-0.003182	0.060962	0.059378	0.035345	0.054726	-0.001357	-0.010218	Male	77	No	Yes	Employed	Suburban	College	1,672,120,800
72	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	a73cc5fe-12ba-4381-9a7a-f58b9f1d0c00	no_churn	0.004856	0	no_churn	-0.135546	-0.002342	-0.011389	-0.005753	0.028137	-0.191539	0.024352	0.045054	Female	23	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	919b5cb1-8f3c-49d6-adcd-d584b9509bea	churn	0.550078	1	churn	0.063281	-0.001547	-0.039401	0.054692	0.008549	0.108293	-0.020649	-0.007416	Male	49	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	828bb9bc-e966-410f-bb37-6aa1c1f770bb	churn	0.414083	1	churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Male	69	No	No	Unemployed	Suburban	High School or Below	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	04bec895-f5f9-468b-a2e9-269a9960c142	churn	0.735638	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	32	No	Yes	Employed	Suburban	College	1,672,120,800
1	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	b086489b-8381-4828-b531-ddd3324e7292	churn	0.314494	1	churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Male	50	No	Yes	Unemployed	Urban	Bachelor	1,672,120,800
4	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	0f5f7c20-a0e7-4861-8c9f-ee5c1dcc2f0e	churn	0.817437	1	churn	0.143119	0.00032	-0.041377	-0.002807	0.029139	0.124728	0.036529	0.073823	Female	23	No	No	Unemployed	Suburban	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	386988b7-123d-4026-94b1-7ebf4a24b90c	no_churn	0.818874	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	37	No	Yes	Employed	Suburban	College	1,672,120,800
67	Yes	Yes	Fiber optic	Phone_Support	One year	<50hrs	Active	8deb8562-a7fc-40bf-8639-58825fcacc3d	churn	0.454729	1	churn	-0.114245	-0.001906	0.011655	-0.050194	-0.040708	-0.090504	0.004955	0.011921	Female	41	No	No	Employed	Suburban	High School or Below	1,672,120,800
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	14ece5e3-3941-4e0e-8224-08a7fa9f7857	churn	0.328602	1	churn	0.095326	-0.002454	-0.012112	0.167078	0.10288	0.117252	-0.006277	-0.026477	Female	28	No	Yes	Employed	Urban	Bachelor	1,672,120,800
29	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	b0d104fd-651b-435f-9cd2-f2e7593ac332	churn	0.427711	1	churn	-0.10879	-0.003287	-0.008912	-0.031423	0.032499	0.02915	0.054606	0.07525	Male	48	No	No	Employed	Suburban	Bachelor	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1631305e-0d72-4145-a0a1-16c18c8e3f2a	churn	0.677922	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	35	No	No	Employed	Rural	High School or Below	1,672,120,800
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3513fb50-c210-44dc-858c-196c2639a802	churn	0.5848	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	59	No	Yes	Unemployed	Urban	High School or Below	1,672,120,800
14	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	54a74f30-6567-46c1-9eed-a8bbbcfe3f5d	no_churn	0.051096	0	no_churn	-0.033097	-0.007224	-0.02891	-0.034587	0.003293	-0.090044	-0.036796	-0.041661	Female	78	No	No	Unemployed	Suburban	College	1,672,120,800
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	939297b6-6981-44a2-a304-03c7e53b6e60	no_churn	0.111066	0	no_churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Female	38	No	No	Employed	Suburban	Bachelor	1,672,120,800
28	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	60a79292-9f7a-4f11-88d7-c1b0968bb36d	no_churn	0.251473	0	no_churn	-0.101526	-0.009658	-0.038219	-0.04008	-0.079358	0.029453	-0.014808	0.02517	Female	28	Yes	No	Employed	Urban	High School or Below	1,672,120,800
45	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	baa497c0-2461-4f1c-bc33-6346b84a3a32	no_churn	0.347372	0	no_churn	-0.190763	-0.004446	0.049193	0.031427	0.034646	0.076211	0.044037	0.015549	Male	25	No	No	Employed	Urban	High School or Below	1,672,120,800
58	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	90f38cb6-3fd6-49a4-a6f3-047e72740a62	churn	0.06181	1	churn	-0.064352	-0.007598	-0.027972	-0.021121	0.01067	-0.09035	-0.02773	-0.040574	Female	40	Yes	No	Unemployed	Rural	Bachelor	1,672,120,800
31	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	8a623080-2ada-4679-9337-668785f9e126	no_churn	0.007079	0	no_churn	-0.022455	-0.003727	-0.058253	-0.020396	0.001945	-0.105653	-0.023752	-0.036735	Male	76	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	372f5952-cd51-4b44-8f38-b228bf2e2468	churn	0.5848	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	56	No	Yes	Disabled	Suburban	Bachelor	1,672,120,800
52	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	299b7a0f-b018-4711-a13c-d16cb902a811	no_churn	0.431558	0	no_churn	-0.235353	-0.003445	-0.050027	0.020409	0.015361	0.044748	-0.095774	0.035056	Male	76	No	Yes	Employed	Suburban	College	1,672,120,800
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	162af0e1-7569-4818-8dc0-e06053215f34	churn	0.554427	1	churn	0.148578	-0.005019	0.013181	0.071287	0.116865	0.122464	0.069509	0.053274	Female	27	No	No	Employed	Suburban	High School or Below	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dbdebc23-cc8a-4678-9bb9-329f71d0bc3f	churn	0.735638	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	73	No	Yes	Employed	Suburban	College	1,672,120,800
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2953818f-3bec-49d5-b38e-86be140f173f	churn	0.652554	1	churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Female	41	No	Yes	Employed	Rural	Bachelor	1,672,120,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	26c5573b-a71b-4f43-adc2-6de802a8d8c9	churn	0.372069	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	29	No	Yes	Employed	Urban	College	1,672,120,800
72	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	a4abb20c-9fa2-4749-92bd-2cc401fa7ce1	no_churn	0.007962	0	no_churn	-0.163208	-0.002079	-0.002058	-0.008658	0.018613	-0.185417	0.027163	0.046617	Female	54	No	No	Disabled	Suburban	College	1,672,120,800
22	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	537cc3d1-7d36-46ff-b73d-6789abd6fb35	no_churn	0.011168	0	no_churn	-0.014718	-0.003181	0.017297	-0.00974	-0.011506	-0.178141	-0.033106	-0.035932	Female	67	No	No	Employed	Suburban	Doctor	1,672,120,800
61	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	72356abe-bc3d-4d80-b73d-5574a595246c	no_churn	0.080113	0	no_churn	-0.024413	-0.001329	-0.025777	-0.008101	0.067349	-0.098269	0.050099	0.061416	Male	41	No	No	Employed	Urban	Bachelor	1,672,120,800
62	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	2f902889-1480-4df3-bd47-4a3b6ca5181e	no_churn	0.014374	0	no_churn	-0.072143	-0.006896	-0.010969	-0.020708	-0.021571	-0.06989	-0.020024	-0.026825	Male	42	No	Yes	Unemployed	Suburban	Bachelor	1,672,120,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	2b3bff35-8fea-47c9-97f4-3130750ac219	no_churn	0.015185	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Female	32	No	No	Unemployed	Rural	College	1,672,120,800
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1454d676-552f-40c4-be1f-52a88ffb2701	no_churn	0.422924	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Female	39	No	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
61	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	59825115-223a-4bd9-9066-e19dd893c777	churn	0.185262	1	churn	-0.129323	-0.002227	0.015131	0.018946	0.00022	-0.105023	-0.012902	0.036152	Female	20	No	No	Employed	Suburban	Bachelor	1,672,120,800
12	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	ddc0a160-7d45-46c7-bafb-1287a60c6927	no_churn	0.03965	0	no_churn	-0.039449	-0.007967	-0.010841	-0.04612	-0.001427	-0.063955	-0.0292	-0.047568	Male	20	No	No	Unemployed	Suburban	High School or Below	1,672,120,800
31	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	5eb4dea5-05fd-4042-9aff-41cad5ff02e8	no_churn	0.007079	0	no_churn	-0.022455	-0.003727	-0.058253	-0.020396	0.001945	-0.105653	-0.023752	-0.036735	Female	31	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
0	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	d2f5af02-962c-487c-ac68-e4629276ccfa	no_churn	0.141863	0	no_churn	0.078315	-0.006757	-0.023715	-0.0505	-0.001987	-0.187658	-0.034696	-0.042029	Male	51	No	No	Employed	Suburban	Master	1,672,120,800
19	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6a4781df-832f-4c53-ac06-10ac00ed8d3f	no_churn	0.153879	0	no_churn	-0.09723	0.026018	0.001589	-0.063663	-0.06395	0.044314	-0.046587	-0.069516	Male	40	No	Yes	Unemployed	Rural	College	1,672,120,800
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e163f2f5-f7cf-4f3e-80bd-07ccdf13fe27	no_churn	0.825415	0	no_churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	56	Yes	No	Employed	Urban	Bachelor	1,672,120,800
71	Yes	Yes	Low Speed	In_Store_Support	Two year	<50hrs	Active	dd664af1-3953-43e2-9ec5-cfb5c2ef03bb	no_churn	0.015711	0	no_churn	-0.100175	-0.002332	0.006615	-0.013888	-0.043682	-0.157424	0.008252	0.033607	Female	41	No	Yes	Employed	Urban	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	674aeba1-8445-4264-9e43-da881767e132	churn	0.890885	1	churn	0.272089	-0.005932	-0.065563	-0.0016	0.089923	0.127658	0.002106	0.016654	Male	64	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
28	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	939ef1cc-45bb-4682-82a9-cb8cf4e7b354	churn	0.321457	1	churn	0.019597	0.000301	0.097797	0.025257	0.145248	-0.029622	0.163318	0.118245	Female	26	No	Yes	Employed	Rural	College	1,672,120,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f2f10160-da95-46d1-a0eb-ec43854a37d6	churn	0.279047	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	50	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,120,800
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4271acbd-ba6d-42fb-85e3-c98b9daf305e	churn	0.605444	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	45	No	No	Employed	Suburban	Bachelor	1,672,120,800
27	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	d28d4249-4178-4920-b55a-e3678eaf9f23	no_churn	0.056274	0	no_churn	-0.078571	-0.003597	-0.024695	0.033261	0.002231	-0.145081	-0.025447	-0.027127	Female	74	No	Yes	Employed	Suburban	College	1,672,120,800
0	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	2a743cc4-4f73-44c0-b22b-3923630cf5b6	no_churn	0.141863	0	no_churn	0.078315	-0.006757	-0.023715	-0.0505	-0.001987	-0.187658	-0.034696	-0.042029	Male	45	No	No	Employed	Suburban	Master	1,672,120,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	565136a7-fe10-413d-89cf-74e4f0e37a1c	no_churn	0.449979	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	75	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,120,800
7	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	90438415-e9b3-4ed6-bc69-4734f10f9618	no_churn	0.204024	0	no_churn	0.186201	-0.005659	0.056181	0.03451	0.12029	0.103533	-0.034777	-0.043661	Female	24	No	No	Employed	Suburban	College	1,672,120,800
47	Yes	No	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	679660d3-0028-4fd7-a11f-71c05d549ba3	no_churn	0.166471	0	no_churn	-0.01569	-0.002057	0.006482	0.041829	0.078871	-0.060538	-0.017222	0.059298	Female	78	No	Yes	Unemployed	Urban	High School or Below	1,672,120,800
19	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	dfe660c0-acb6-4db7-92a1-cc63052a7f45	no_churn	0.095331	0	no_churn	-0.068635	-0.007536	-0.022794	-0.076431	-0.054451	0.030302	-0.039664	-0.029817	Male	41	No	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
60	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	d2486f45-bc5c-4851-bbf0-262d8bd94ffa	no_churn	0.012932	0	no_churn	-0.063793	-0.003136	-0.01162	-0.015941	-0.063105	-0.162165	0.02766	0.023074	Male	24	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
34	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	a55d1e9e-6d3c-4b9e-9635-c90036fa0735	no_churn	0.01045	0	no_churn	-0.039685	-0.003953	0.003853	-0.048024	-0.047385	-0.103738	-0.014849	-0.015246	Male	69	No	Yes	Employed	Urban	Bachelor	1,672,120,800
34	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	56c3a3c2-5682-441d-b97c-96eb3e71d186	no_churn	0.01045	0	no_churn	-0.039685	-0.003953	0.003853	-0.048024	-0.047385	-0.103738	-0.014849	-0.015246	Male	74	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
7	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d9b00caa-0134-49b1-8a77-acbfadb653a7	no_churn	0.397164	0	no_churn	-0.084109	-0.004685	0.000619	-0.117865	0.019636	0.059831	-0.068754	-0.073699	Male	46	Yes	No	Employed	Suburban	College	1,672,120,800
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	639dadb1-c17c-48c0-aeac-c26b74e12c09	churn	0.735922	1	churn	0.127034	-0.00524	-0.052953	0.0403	0.038946	0.126668	0.083648	0.058071	Male	45	Yes	No	Employed	Suburban	High School or Below	1,672,120,800
2	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ac9adaf7-63d0-4ae7-8df8-aef5403c4699	churn	0.474406	1	churn	0.266097	-0.00606	-0.03215	0.106095	-0.029405	0.116026	-0.017565	-0.0257	Female	59	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
38	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e09f2b0-6fa0-4116-af96-06c3377d09ca	churn	0.431234	1	churn	-0.038384	-0.008392	-0.020685	0.110752	0.004618	0.101454	-0.011607	0.009397	Female	63	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
17	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	ca61ab9c-fb3d-4ad1-a4ee-28cdf1be5ab0	no_churn	0.374674	0	no_churn	0.192528	-0.001512	-0.013957	0.046311	0.108596	0.142353	0.154201	0.061262	Male	44	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	82da40e9-e5c8-4cf4-be29-ffb84cfd27cd	churn	0.677922	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Male	56	No	No	Employed	Rural	High School or Below	1,672,120,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	3f559147-5108-4b42-b814-efe2f2447c3d	no_churn	0.005744	0	no_churn	-0.092892	-0.003678	0.006301	-0.011443	-0.042036	-0.128529	0.027604	0.026652	Male	29	No	Yes	Disabled	Suburban	Bachelor	1,672,120,800
5	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	ec75e9eb-261e-4dea-83e2-f8f85e285cbb	no_churn	0.60392	0	no_churn	0.156716	-0.001607	0.001891	-0.032885	0.075247	0.146317	0.126605	0.079525	Female	67	No	Yes	Employed	Rural	College	1,672,120,800
27	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	fae699a1-c630-4354-8c5c-79e32f5ace1a	no_churn	0.016077	0	no_churn	-0.050507	-0.004145	-0.013587	-0.042161	-0.034254	-0.090986	-0.015986	-0.0174	Male	44	No	No	Employed	Urban	High School or Below	1,672,120,800
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e0ddceb2-d8fb-433a-933e-d98d5d78c328	churn	0.5848	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Male	42	No	Yes	Retired	Suburban	Bachelor	1,672,120,800

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