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
11	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	bacf6f1b-0b08-4df4-ab42-8ec7aaba8406	no_churn	0.206477	0	no_churn	0.020673	-0.006283	0.005203	-0.03007	-0.135286	0.05764	-0.049148	-0.059754	Female	44	No	Yes	Unemployed	Urban	College	1,672,380,000
64	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e0cb4386-f9a6-4b8f-95ea-bac6a1e8f727	no_churn	0.171786	0	no_churn	-0.199942	0.00368	-0.003258	-0.000575	-0.045832	0.055686	-0.031872	-0.036912	Female	26	No	Yes	Retired	Rural	College	1,672,380,000
65	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	2bc8dd00-a4ce-499f-94c6-6bbbaf58619b	no_churn	0.006172	0	no_churn	-0.058348	-0.002922	0.008997	-0.01582	0.007424	-0.167728	-0.019657	-0.020972	Male	57	No	No	Employed	Suburban	Bachelor	1,672,380,000
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	aec33e4c-2321-4a0e-8dd8-a523369ab4bc	no_churn	0.012189	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Male	22	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	4a3426de-8b86-4cef-8718-c4969ae93c92	no_churn	0.380865	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Male	50	No	Yes	Employed	Urban	High School or Below	1,672,380,000
36	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	51aec55d-2ab8-4f24-9a65-ebd36808efe3	no_churn	0.022063	0	no_churn	-0.040159	-0.006634	-0.015928	-0.114091	0.015486	-0.064179	-0.012427	-0.031094	Female	43	No	No	Retired	Suburban	College	1,672,380,000
17	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	a2d0e403-97cf-4266-8649-5ddafc375958	no_churn	0.023294	0	no_churn	0.056315	-0.003073	-0.018215	-0.01132	-0.017292	-0.229775	-0.022279	-0.023387	Male	67	Yes	No	Employed	Suburban	College	1,672,380,000
59	Yes	No	Fiber optic	In_Store_Support	Two year	100hrs+	Active	46b09ecf-1e15-491e-9f68-22354ab2f8b9	no_churn	0.042639	0	no_churn	-0.112011	-0.003611	-0.025436	0.02848	-0.049069	-0.116207	0.002594	0.016233	Female	26	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	3dc4e022-821e-4d26-9fab-ad58ec8061c6	churn	0.566016	1	churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Male	78	No	Yes	Unemployed	Rural	High School or Below	1,672,380,000
10	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	6628afe7-2b28-4d17-a1c6-634da9b7cd93	churn	0.581123	1	churn	0.091899	-0.004987	-0.023741	0.164174	0.045899	0.119718	-0.038699	-0.005558	Male	55	No	Yes	Employed	Suburban	Master	1,672,380,000
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6c6a599c-cbc1-4676-8971-97df7b709ed9	no_churn	0.545272	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Female	25	No	No	Employed	Suburban	College	1,672,380,000
27	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	9cae8916-e789-4857-a5c6-3e8ab9ac77fb	no_churn	0.119412	0	no_churn	-0.090206	-0.005141	-0.016777	-0.073459	0.024835	0.038814	-0.064072	-0.073019	Male	41	No	Yes	Medical Leave	Rural	Bachelor	1,672,380,000
1	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	acc9defe-a1de-45c7-bdad-7b0d0d18e276	no_churn	0.387437	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	68	No	No	Employed	Urban	High School or Below	1,672,380,000
58	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	a1ad6be6-3b14-4677-8f60-2e250cc714d4	no_churn	0.208757	0	no_churn	-0.012618	-0.00093	0.034214	0.004877	0.075451	-0.08335	0.012517	0.080813	Male	22	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
59	Yes	No	Fiber optic	In_Store_Support	Two year	100hrs+	Active	1379b30e-ed09-4474-83b7-8681acd2c7dc	no_churn	0.042639	0	no_churn	-0.112011	-0.003611	-0.025436	0.02848	-0.049069	-0.116207	0.002594	0.016233	Male	27	Yes	No	Employed	Rural	High School or Below	1,672,380,000
28	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2c3cbd3c-7907-48fd-bcff-68938816781b	no_churn	0.027353	0	no_churn	-0.116287	-0.015059	-0.015402	-0.071608	-0.032407	0.034605	-0.026714	-0.026154	Male	55	No	Yes	Employed	Rural	Master	1,672,380,000
64	Yes	No	High Speed	Phone_Support	One year	100hrs+	Active	5f3bcbaf-15c2-40f6-bc82-ab4443d84457	no_churn	0.139558	0	no_churn	-0.111174	-0.002446	-0.089524	0.002937	0.028062	-0.151774	0.030722	0.049172	Female	31	No	No	Employed	Suburban	Bachelor	1,672,380,000
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b8546929-d867-4efa-a93d-03b1e530cec9	churn	0.707567	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Male	75	No	No	Employed	Urban	High School or Below	1,672,380,000
32	Yes	Yes	Low Speed	Phone_Support	One year	<80hrs	Active	f4801c2a-0001-4d54-ad74-3e29492202a0	no_churn	0.092521	0	no_churn	-0.012069	-0.004446	-0.010405	-0.035809	0.050077	-0.199616	0.020016	0.051237	Male	20	No	Yes	Employed	Rural	Bachelor	1,672,380,000
18	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	464ac425-9adc-4aad-b34d-93a7ab562b22	no_churn	0.052248	0	no_churn	-0.008454	-0.006007	0.004014	0.002339	0.020268	0.062352	-0.028401	-0.013684	Male	30	No	No	Unemployed	Suburban	High School or Below	1,672,380,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	a479856a-b0ea-48a1-83c0-f451ecc074e6	churn	0.654746	1	churn	-0.105215	-0.003144	0.023267	0.060642	0.028563	0.072282	0.0224	0.064234	Female	47	No	No	Unemployed	Rural	High School or Below	1,672,380,000
72	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	2d00bfcf-3613-4b28-9303-059e8adec111	no_churn	0.004988	0	no_churn	-0.084165	-0.003952	0.002304	-0.019774	-0.056281	-0.143697	0.012268	0.02427	Female	32	No	No	Employed	Suburban	Master	1,672,380,000
1	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8009df23-97ab-47c4-98c4-abe1a999c31a	churn	0.67615	0	no_churn	0.160266	-0.012807	-0.009924	-0.069849	0.040472	0.123714	-0.046721	-0.058441	Male	44	No	No	Employed	Suburban	High School or Below	1,672,380,000
11	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	1277eac6-b499-4098-8504-097d6b60451b	no_churn	0.056576	0	no_churn	0.041196	-0.005669	-0.027649	-0.011506	0.023527	-0.200769	-0.028562	-0.029594	Male	47	No	No	Employed	Rural	Master	1,672,380,000
6	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d76faad1-21e9-4e70-81c0-1e031b514c23	churn	0.499687	1	churn	0.065244	0.085746	0.05177	-0.053255	-0.008158	0.090394	-0.035338	-0.039333	Female	67	No	No	Unemployed	Suburban	High School or Below	1,672,380,000
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3c519fcd-b6f0-4ddc-97cc-ef29458df55f	churn	0.809776	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Female	36	No	Yes	Medical Leave	Urban	Bachelor	1,672,380,000
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	4f0395d5-2b20-48a9-90b1-48314df0eea2	no_churn	0.200335	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	38	Yes	No	Employed	Rural	Master	1,672,380,000
53	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	a536ffe0-567d-4aec-9e75-1dc53086acf2	no_churn	0.025535	0	no_churn	0.033168	-0.001362	0.008264	0.019929	0.062222	-0.105034	-0.013515	-0.042436	Female	49	No	No	Employed	Suburban	High School or Below	1,672,380,000
71	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	d2bad651-0250-4fd6-b62e-d8de437412df	no_churn	0.009597	0	no_churn	-0.132473	-0.00246	-0.01454	-0.00652	0.027278	-0.190267	0.023763	0.046193	Male	42	Yes	No	Employed	Suburban	College	1,672,380,000
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	48d19d67-698e-458c-996e-78d2763993ac	no_churn	0.002437	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Female	56	Yes	Yes	Employed	Suburban	Bachelor	1,672,380,000
71	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	829eb0e2-49be-428d-b49f-370b4ac017a3	no_churn	0.009597	0	no_churn	-0.132473	-0.00246	-0.01454	-0.00652	0.027278	-0.190267	0.023763	0.046193	Female	29	No	No	Employed	Suburban	High School or Below	1,672,380,000
57	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	3f36d99d-5217-443b-89c4-eb815421e6dc	no_churn	0.025091	0	no_churn	-0.052607	-0.004607	-0.01836	-0.038852	-0.035014	-0.075601	-0.022994	-0.020991	Male	26	No	Yes	Unemployed	Suburban	Master	1,672,380,000
5	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	eee358c9-a0e0-450f-a648-e9626b0761aa	churn	0.754568	1	churn	0.227355	-0.003593	-0.014877	0.042396	0.103671	0.140663	0.104865	0.09716	Female	31	No	No	Unemployed	Rural	Bachelor	1,672,380,000
19	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	41df7f07-138a-4aea-a954-e482be529acd	no_churn	0.028159	0	no_churn	-0.029041	-0.004317	-0.011924	-0.036575	-0.005498	-0.096087	-0.028543	-0.05304	Female	40	No	Yes	Disabled	Suburban	Bachelor	1,672,380,000
21	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	968019fd-a64d-414e-8bd5-44f5270ea390	no_churn	0.358522	0	no_churn	-0.079704	-0.002784	-0.001635	0.113437	-0.016702	0.087664	-0.021592	-0.039723	Female	50	No	No	Unemployed	Suburban	High School or Below	1,672,380,000
72	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	27dfe0cb-9ebc-419d-b4fa-67673e09d4d3	no_churn	0.005579	0	no_churn	-0.092892	-0.003678	0.006301	-0.011443	-0.042036	-0.128529	0.027604	0.026652	Female	70	No	No	Employed	Urban	College	1,672,380,000
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	0a2167b1-8df1-423a-a6fa-c98c3f4f78ca	no_churn	0.345946	0	no_churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Female	41	No	Yes	Employed	Rural	Bachelor	1,672,380,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5eb97bfa-1d4b-4be8-8712-b389df22e626	no_churn	0.570112	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	43	No	Yes	Unemployed	Suburban	Doctor	1,672,380,000
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	debf1f5c-f0ea-41f8-87de-a652e1dd4651	no_churn	0.002437	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Female	72	No	No	Employed	Rural	High School or Below	1,672,380,000
21	Yes	No	Fiber optic	In_Store_Support	One year	0hrs	Disabled	1c43c96b-689f-481a-ad37-88556ad98060	no_churn	0.10352	0	no_churn	-0.050293	-0.003563	-0.042519	0.014045	-0.034794	-0.09278	-0.023973	-0.031816	Female	74	Yes	No	Employed	Suburban	Master	1,672,380,000
12	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5cf09550-2c89-42c9-94c1-dd1744f70f64	no_churn	0.425231	0	no_churn	-0.015998	-0.003301	-0.063323	0.090314	-0.047569	0.086783	-0.024943	-0.0323	Male	42	No	Yes	Employed	Suburban	College	1,672,380,000
14	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	4bc4eb63-1cd7-476f-b0d1-3ecef01a229a	no_churn	0.264907	0	no_churn	0.061882	0.003773	0.011743	0.078253	-0.017468	0.124465	0.155033	0.103293	Female	37	No	Yes	Disabled	Suburban	Master	1,672,380,000
51	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	64e77bef-b486-41d4-8aec-d93a73025316	no_churn	0.330758	0	no_churn	-0.191015	-0.002574	-0.017856	-0.154161	0.035511	0.046322	0.011979	0.042768	Female	62	No	No	Unemployed	Urban	College	1,672,380,000
71	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	09027517-7bd9-46c1-b801-bb13841dc45c	no_churn	0.009597	0	no_churn	-0.132473	-0.00246	-0.01454	-0.00652	0.027278	-0.190267	0.023763	0.046193	Male	45	No	Yes	Employed	Urban	College	1,672,380,000
55	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	49b5320f-b2fc-4dfa-8ce0-a39616c0822c	no_churn	0.128955	0	no_churn	-0.057631	-0.002232	-0.012632	-0.021842	0.045886	-0.185784	0.026116	0.049094	Female	30	Yes	No	Employed	Rural	Bachelor	1,672,380,000
4	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	c7604893-e9ee-49d1-bb2b-01c43a4d0120	no_churn	0.553705	0	no_churn	0.085727	-0.008205	0.081313	-0.049327	0.016739	0.11838	-0.047178	-0.055787	Male	58	No	No	Unemployed	Urban	College	1,672,380,000
58	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	e171582b-f0d9-4ba8-aa83-e78beaaf8005	no_churn	0.208757	0	no_churn	-0.012618	-0.00093	0.034214	0.004877	0.075451	-0.08335	0.012517	0.080813	Female	40	No	No	Employed	Rural	College	1,672,380,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8aa0cb67-f928-410a-bfe2-1fa0ea6b0789	churn	0.413514	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	58	Yes	Yes	Employed	Suburban	Master	1,672,380,000
28	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	8024d84e-f7e3-4ced-9b3b-3bde65531e97	no_churn	0.123587	0	no_churn	-0.059281	-0.002085	-0.021317	-0.012833	0.017415	-0.081233	0.049512	0.045795	Female	27	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	4eff6d96-ac13-449f-9802-3784d1fb9c7c	no_churn	0.013167	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Male	50	No	Yes	Medical Leave	Suburban	Master	1,672,380,000
22	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	ea30e78e-5ca8-4fe1-aea1-1ddeeb419818	no_churn	0.07372	0	no_churn	-0.057494	-0.003265	-0.010443	-0.039355	-0.012748	-0.063132	-0.030132	-0.052456	Female	31	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
43	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0e763b5d-f8c1-4e40-9805-80f1462ebc75	no_churn	0.335158	0	no_churn	-0.104973	-0.002841	0.013663	0.0601	0.030121	0.085734	-0.045485	-0.054534	Female	36	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
38	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	6a29bf5b-3c17-4471-82d6-11d00a67594b	churn	0.139719	1	churn	-0.010035	-0.007209	-0.010985	-0.089292	-0.039983	-0.071165	-0.011489	-0.028867	Female	72	No	No	Employed	Suburban	High School or Below	1,672,380,000
34	Yes	No	Fiber optic	Phone_Support	One year	0hrs	Disabled	bb9b4b66-b28e-407d-8dc3-afa6075414d3	no_churn	0.064233	0	no_churn	0.155263	0.000313	0.077526	0.171594	0.107467	-0.014941	-0.006482	-0.015098	Male	25	Yes	No	Unemployed	Suburban	High School or Below	1,672,380,000
30	Yes	No	Low Speed	Web_Chat_Support	One year	100hrs+	Active	279abe03-aeaa-43a9-8545-6f90aabc1ff9	no_churn	0.116305	0	no_churn	-0.01931	-0.002609	-0.03181	0.026011	0.027821	-0.171593	0.030568	0.061896	Female	76	No	Yes	Unemployed	Urban	Bachelor	1,672,380,000
13	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	6283470a-3f8e-4b19-80f2-88eababf7eec	no_churn	0.115979	0	no_churn	-0.014595	-0.005308	-0.019344	0.055604	-0.027547	-0.172208	-0.034452	-0.051176	Male	56	Yes	No	Medical Leave	Urban	Bachelor	1,672,380,000
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	3532c7cc-13d6-4520-969b-a50a614d061a	churn	0.538539	1	churn	-0.063067	-0.003794	0.095198	0.079637	0.079323	0.093877	-0.006878	0.018361	Male	40	No	Yes	Medical Leave	Urban	College	1,672,380,000
54	No	No phone service	Low Speed	In_Store_Support	Two year	100hrs+	Active	8c904cb6-45f4-4223-aa40-6c1cb275de39	no_churn	0.020874	0	no_churn	-0.083901	0.003555	-0.010082	-0.014719	-0.070632	-0.129938	0.009742	0.026948	Male	38	No	No	Disabled	Suburban	High School or Below	1,672,380,000
46	No	No phone service	High Speed	Phone_Support	Two year	<50hrs	Active	cc68c2a1-e2a2-42c3-b3c2-b88f72120ed7	no_churn	0.017996	0	no_churn	-0.066378	-0.001321	0.013133	-0.004569	0.052615	-0.149035	0.004557	0.041972	Male	77	No	Yes	Unemployed	Rural	Master	1,672,380,000
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	1550a131-30f9-4e49-a13d-7b15cdbcaa12	no_churn	0.538539	1	churn	-0.063067	-0.003794	0.095198	0.079637	0.079323	0.093877	-0.006878	0.018361	Male	30	No	No	Employed	Suburban	College	1,672,380,000
3	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	4cab89f2-843a-4934-96a0-febc10d1c9ca	no_churn	0.180182	0	no_churn	0.115722	-0.007106	-0.035426	-0.038901	-0.02605	0.09312	-0.030117	-0.046174	Male	64	No	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
32	Yes	Yes	Low Speed	Phone_Support	One year	<80hrs	Active	9b865ab7-9f74-44ac-b366-0c1f2f7810dc	no_churn	0.092521	0	no_churn	-0.012069	-0.004446	-0.010405	-0.035809	0.050077	-0.199616	0.020016	0.051237	Female	23	Yes	Yes	Unemployed	Rural	Bachelor	1,672,380,000
21	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	96178d12-fcce-4a28-9606-8a3b473ebbf2	no_churn	0.365329	0	no_churn	-0.057976	-0.004944	-0.043609	-0.063975	-0.095185	0.048565	-0.017372	-0.024529	Female	40	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
65	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	db6c1688-555d-4685-bca2-ac56e67ad392	no_churn	0.435645	0	no_churn	-0.023482	0.001584	0.055185	0.092221	0.10484	0.118608	0.127027	0.104324	Female	67	Yes	No	Employed	Suburban	College	1,672,380,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	03f0e5be-f206-4976-ba65-3fd726eb8928	churn	0.654746	1	churn	-0.105215	-0.003144	0.023267	0.060642	0.028563	0.072282	0.0224	0.064234	Female	26	No	No	Employed	Suburban	High School or Below	1,672,380,000
35	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	67643883-73d3-43e1-ac33-5bd2cfb1aa56	no_churn	0.018431	0	no_churn	-0.052039	-0.004151	-0.011382	-0.060805	0.016323	-0.097216	-0.02202	-0.037738	Male	54	No	No	Employed	Rural	Master	1,672,380,000
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	a272ea1b-39c1-469c-9a01-7bba4fdd9d27	no_churn	0.200559	0	no_churn	-0.159136	-0.001618	0.041724	-0.026942	-0.061364	-0.17442	0.057427	0.065304	Male	46	No	No	Employed	Suburban	College	1,672,380,000
4	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	4718a3e2-4023-445a-a483-2451436cde22	no_churn	0.616933	0	no_churn	0.127048	0.134373	0.056039	0.004812	0.057893	0.137151	-0.02149	-0.005642	Male	30	No	Yes	Unemployed	Suburban	College	1,672,380,000
65	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	7806cbcd-c08a-45b0-bcf3-b5e79b6ec907	no_churn	0.435645	0	no_churn	-0.023482	0.001584	0.055185	0.092221	0.10484	0.118608	0.127027	0.104324	Female	67	No	Yes	Unemployed	Rural	Master	1,672,380,000
23	Yes	No	Fiber optic	Phone_Support	One year	0hrs	Disabled	d08ef66f-8a9c-4cef-b1e0-d964ebf90c0d	no_churn	0.073532	0	no_churn	-0.112126	-0.00488	-0.034743	0.023416	-0.007118	-0.089022	-0.020261	-0.024292	Female	25	No	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	9bb88d63-1489-40cd-98c2-7b711a9c1cc1	churn	0.185209	1	churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Female	68	No	Yes	Unemployed	Rural	High School or Below	1,672,380,000
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	88cc4d99-2210-49d5-a5a6-9824563620f8	no_churn	0.321197	0	no_churn	0.091899	-0.004987	-0.023741	0.164174	0.045899	0.119718	-0.038699	-0.005558	Female	54	No	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
1	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	09d7a68b-2802-4aab-a125-edd2c1afcff7	churn	0.67615	0	no_churn	0.160266	-0.012807	-0.009924	-0.069849	0.040472	0.123714	-0.046721	-0.058441	Male	79	No	No	Employed	Suburban	Master	1,672,380,000
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c08ffbf3-4926-4d75-8a49-a45503d61ea0	no_churn	0.567232	0	no_churn	0.185379	-0.011123	-0.036618	-0.106532	-0.075056	0.091473	-0.050013	-0.038532	Male	23	No	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
24	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	8fb9b545-1fab-41cf-b704-974b9d8ed99a	no_churn	0.557771	0	no_churn	-0.028298	-0.005068	0.023263	0.040818	0.109464	0.085267	0.013212	0.102317	Male	42	No	No	Employed	Suburban	Bachelor	1,672,380,000
15	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	6c7e9b3e-946b-4f4f-808e-71caf9575032	churn	0.690807	1	churn	0.137244	-0.002896	0.089826	0.012146	0.128625	0.156251	0.116062	0.093715	Male	50	Yes	Yes	Medical Leave	Urban	College	1,672,380,000
64	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6151c3a0-eb28-4a1e-a4b0-98a8de8a1b31	no_churn	0.050502	0	no_churn	-0.223043	-0.004841	-0.038001	0.002604	-0.00626	0.03786	-0.021565	-0.01578	Male	24	No	No	Employed	Suburban	College	1,672,380,000
51	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	b6105594-8401-40be-a589-1c839b02df11	no_churn	0.330758	0	no_churn	-0.191015	-0.002574	-0.017856	-0.154161	0.035511	0.046322	0.011979	0.042768	Male	61	No	Yes	Employed	Suburban	College	1,672,380,000
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	89e67396-7dcd-4570-b124-5b5c649c3c3c	churn	0.47504	1	churn	0.071702	-0.019281	-0.065203	-0.179436	-0.059781	0.054184	-0.04089	-0.030322	Female	46	No	Yes	Employed	Suburban	College	1,672,380,000
23	Yes	No	Fiber optic	Phone_Support	One year	0hrs	Disabled	a4057edb-b0ae-473b-ab9f-6c07f588d876	no_churn	0.073532	0	no_churn	-0.112126	-0.00488	-0.034743	0.023416	-0.007118	-0.089022	-0.020261	-0.024292	Male	30	No	No	Employed	Suburban	College	1,672,380,000
32	Yes	Yes	Medium Speed	Phone_Support	One year	<50hrs	Active	c291ac4d-a33e-485a-b08a-7c3c7b3650ca	no_churn	0.285854	0	no_churn	-0.034153	-0.001074	0.007273	-0.017729	0.062886	-0.161797	0.031352	0.055466	Female	21	Yes	Yes	Employed	Urban	Bachelor	1,672,380,000
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	50c18795-f68b-4eed-9d5e-8c8aec77e2f2	no_churn	0.567232	0	no_churn	0.185379	-0.011123	-0.036618	-0.106532	-0.075056	0.091473	-0.050013	-0.038532	Male	22	No	Yes	Medical Leave	Rural	College	1,672,380,000
52	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	0df6e5ae-9507-437a-9b2c-3e3ed8b60de4	no_churn	0.364555	0	no_churn	0.026426	-0.002019	0.063279	0.01817	0.18173	0.124399	0.133782	0.059206	Female	66	No	Yes	Retired	Rural	College	1,672,380,000
55	Yes	Yes	Low Speed	Web_Chat_Support	One year	<50hrs	Active	71c6a001-2d75-4339-a8e2-dfec46280721	churn	0.352014	1	churn	0.069535	0.001	0.081805	0.066881	0.089983	0.046254	0.156019	0.099497	Female	75	No	No	Medical Leave	Rural	Master	1,672,380,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	25434fc1-9f1b-4b28-b5bb-93885f14e490	no_churn	0.054569	0	no_churn	-0.153073	-0.002532	0.002249	0.020196	-0.064913	-0.106528	0.006371	0.043132	Male	80	No	Yes	Unemployed	Rural	Bachelor	1,672,380,000
50	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	b73a5b18-1f1f-4e7e-896e-a3042316d9ea	churn	0.32944	1	churn	-0.008017	-0.001233	0.051939	-0.001622	0.124401	0.103715	0.061534	0.024733	Male	23	No	No	Employed	Suburban	Bachelor	1,672,380,000
5	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	cc6ea19b-60ed-4f06-8074-bd85d67f5587	churn	0.754568	1	churn	0.227355	-0.003593	-0.014877	0.042396	0.103671	0.140663	0.104865	0.09716	Female	56	Yes	No	Unemployed	Suburban	Bachelor	1,672,380,000
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	15ddfb33-c60c-49bf-9aca-cd06ee6a7230	churn	0.827015	1	churn	0.131171	-0.004224	0.124869	0.097965	0.101845	0.115712	0.043859	0.064776	Male	25	No	Yes	Disabled	Suburban	Bachelor	1,672,380,000
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	85829a3e-9465-4c46-a5ca-1d4f8932635c	churn	0.685265	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	29	Yes	Yes	Employed	Suburban	Bachelor	1,672,380,000
71	No	No phone service	Low Speed	Phone_Support	One year	<80hrs	Active	b07b876a-0159-4c22-ac82-8c45c294d015	no_churn	0.025892	0	no_churn	-0.125547	0.008798	0.033242	0.046568	0.026966	-0.064684	0.082707	0.062924	Male	55	Yes	No	Medical Leave	Suburban	Bachelor	1,672,380,000
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2ae8f555-d59d-4d1a-9c18-ec7c4bed1ceb	no_churn	0.314248	0	no_churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Female	80	No	Yes	Employed	Urban	Bachelor	1,672,380,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	7a3d2422-b9af-4ae7-82b0-3e090c6d21b1	no_churn	0.079431	0	no_churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Female	50	Yes	Yes	Employed	Suburban	High School or Below	1,672,380,000
68	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	d4dceaa7-5c4f-45b3-8447-ae7edbf59811	no_churn	0.081157	0	no_churn	-0.039964	-0.002493	0.043354	0.06123	0.024708	-0.042753	-0.021657	-0.024605	Male	57	Yes	No	Employed	Rural	High School or Below	1,672,380,000
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	056fae1e-779a-47be-bde0-3812528dfe8d	no_churn	0.321197	0	no_churn	0.091899	-0.004987	-0.023741	0.164174	0.045899	0.119718	-0.038699	-0.005558	Female	30	No	No	Unemployed	Rural	College	1,672,380,000
15	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	344a672f-eaa3-49d3-81af-7727a97fb2ac	no_churn	0.048293	0	no_churn	-0.020335	-0.004684	-0.01635	-0.042939	0.014929	-0.126646	-0.028123	-0.044879	Male	60	No	Yes	Unemployed	Urban	High School or Below	1,672,380,000
15	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	8b3dba3e-0c83-4ea5-9d1d-385cd41d269d	no_churn	0.762852	0	no_churn	0.178383	-0.004332	0.050106	0.024066	0.164106	0.148662	0.108561	0.054088	Female	28	Yes	No	Unemployed	Rural	High School or Below	1,672,380,000
12	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	17ecd5df-1851-492a-919d-61097c32fbe8	no_churn	0.425231	0	no_churn	-0.015998	-0.003301	-0.063323	0.090314	-0.047569	0.086783	-0.024943	-0.0323	Female	27	No	Yes	Employed	Suburban	College	1,672,380,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	ef439bcc-9766-46d8-96f7-a71efa1aeb25	no_churn	0.054569	0	no_churn	-0.153073	-0.002532	0.002249	0.020196	-0.064913	-0.106528	0.006371	0.043132	Female	34	No	No	Employed	Rural	Master	1,672,380,000
62	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	cd23a443-de4e-451e-aa74-316a0143fc51	no_churn	0.083421	0	no_churn	-0.127528	-0.003379	-0.007804	0.018648	-0.011082	-0.095474	-0.017112	-0.025296	Female	52	No	Yes	Retired	Suburban	College	1,672,380,000
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	25ff0535-0b28-4b00-9f83-b7faa9317424	churn	0.863401	1	churn	0.08257	-0.000907	-0.01925	0.02321	0.049707	0.127241	0.01012	0.058283	Female	39	No	No	Disabled	Rural	College	1,672,380,000

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