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
2	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	f3f25a3a-6735-4f37-95a2-d18804b4171c	churn	0.474406	1	churn	0.266097	-0.00606	-0.03215	0.106095	-0.029405	0.116026	-0.017565	-0.0257	Female	25	Yes	No	Unemployed	Suburban	College	1,672,120,800
18	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	9185ac5e-08c3-41d9-a30c-8ce3235d3cf9	churn	0.506625	1	churn	-0.144107	-0.006956	0.020893	0.056638	-0.141014	0.041333	-0.043672	-0.042141	Female	35	No	Yes	Unemployed	Suburban	College	1,672,120,800
30	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	f38b9119-a03c-4750-9857-904df05ddcbb	no_churn	0.222462	0	no_churn	-0.039682	-0.008557	0.027317	0.124745	0.047384	0.097495	-0.021911	-0.004005	Male	22	No	Yes	Disabled	Suburban	Bachelor	1,672,120,800
41	Yes	Yes	Medium Speed	Phone_Support	One year	100hrs+	Active	23463ac8-1807-4fb6-bf4f-0bb0751de5fe	no_churn	0.092337	0	no_churn	-0.05131	-0.001002	-0.042786	-0.056742	0.047143	-0.158832	0.050799	0.063704	Female	48	Yes	No	Employed	Suburban	College	1,672,120,800
1	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	09d498ff-24bd-4e50-98a5-1195de828ca8	churn	0.687135	1	churn	0.272129	0.084874	0.026938	-0.054536	-0.036011	0.14962	0.117654	0.060306	Female	39	Yes	Yes	Employed	Urban	College	1,672,120,800
55	Yes	No	High Speed	Phone_Support	Two year	<80hrs	Active	2b0ca505-0a71-4d21-a26b-aede52ee942e	no_churn	0.013721	0	no_churn	-0.01577	-0.000596	-0.010339	-0.002607	0.066931	-0.16359	-0.012736	0.059681	Female	51	No	Yes	Employed	Rural	High School or Below	1,672,120,800
2	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	a00192d6-1f8c-4dfb-87e2-081414b154f8	churn	0.792586	1	churn	0.263002	0.028792	-0.002787	0.003999	0.07655	0.167909	0.062946	0.056728	Male	65	No	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
23	Yes	Yes	High Speed	In_Store_Support	One year	100hrs+	Active	38f79e1e-2876-426b-8147-8a97484e85a9	no_churn	0.112379	0	no_churn	-0.074519	-0.005532	0.015721	-0.033374	-0.145427	-0.043574	0.017018	0.023994	Female	71	No	Yes	Disabled	Rural	College	1,672,120,800
72	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	9b149b6e-ccb3-4044-96f3-d22d269224e1	no_churn	0.003967	0	no_churn	-0.121893	-0.002429	0.017145	-0.011939	0.040212	-0.153548	0.045151	0.047033	Female	33	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
57	Yes	No	Low Speed	Phone_Support	One year	<50hrs	Active	8d8b8880-0bdd-4133-be59-3a133b4f956a	churn	0.159245	1	churn	-0.052821	-0.001306	-0.075728	-0.01002	0.034415	-0.138156	0.056735	0.057855	Male	70	Yes	No	Employed	Suburban	High School or Below	1,672,120,800
21	No	No phone service	High Speed	Phone_Support	One year	<80hrs	Active	17f8c22c-5f1a-4513-a28b-c9bc6c34ce4b	churn	0.174009	1	churn	0.030917	0.045063	-0.001902	0.015903	0.017909	-0.074655	0.057144	0.063928	Female	70	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
24	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	fa93ced7-6cff-4a77-94aa-400b06d3150e	churn	0.407613	1	churn	-0.075928	0.076312	0.02149	0.033615	-0.083125	0.075021	-0.012583	0.026172	Male	22	No	Yes	Medical Leave	Urban	High School or Below	1,672,120,800
4	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	e66816c3-1889-4290-820a-d2c1a3ed26df	no_churn	0.305079	0	no_churn	0.021079	-0.008361	-0.055135	-0.082452	0.070045	0.097573	-0.015764	0.002906	Male	62	No	No	Medical Leave	Rural	Master	1,672,120,800
44	No	No phone service	High Speed	In_Store_Support	Two year	100hrs+	Active	971c4fe9-f35b-41f3-9256-8891b2e276b8	churn	0.034722	0	no_churn	-0.066024	0.0169	0.003591	-0.015376	-0.048796	-0.193381	0.013845	0.030215	Male	52	No	No	Retired	Urban	Bachelor	1,672,120,800
61	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Active	77a98e36-b552-4ad3-802f-435700a31d39	no_churn	0.008169	0	no_churn	-0.131883	-0.001955	0.003394	0.032262	0.056211	-0.212028	0.069338	0.056467	Male	27	Yes	Yes	Employed	Rural	Bachelor	1,672,120,800
30	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	4fc02655-33d4-4ab3-a890-8abadfad79b2	no_churn	0.05393	0	no_churn	-0.056241	-0.00424	-0.008473	-0.056178	-0.020193	-0.086596	-0.016106	-0.020998	Female	78	No	No	Employed	Rural	College	1,672,120,800
13	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	202da0c6-54bd-4fcf-9fcb-fad5d80c45be	no_churn	0.062909	0	no_churn	-0.022367	-0.00682	-0.031132	-0.038095	-0.027705	-0.076949	-0.028805	-0.037153	Female	61	No	Yes	Employed	Urban	Master	1,672,120,800
5	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	401acf0a-46df-4e17-b98d-82f77f4f8f41	no_churn	0.092364	0	no_churn	0.13856	-0.004215	-0.015113	-0.046239	0.057747	0.101414	-0.029596	-0.059099	Female	39	No	No	Employed	Rural	Bachelor	1,672,120,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	fe820e7c-909e-4287-97d2-23a2979ea063	churn	0.372069	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	61	No	Yes	Employed	Urban	High School or Below	1,672,120,800
20	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	8702a52d-067b-442f-8e25-c4c1fa27918e	no_churn	0.014758	0	no_churn	-0.027723	-0.006286	-0.021052	-0.035581	0.007731	-0.105714	-0.035042	-0.045359	Female	41	Yes	Yes	Employed	Suburban	High School or Below	1,672,120,800
22	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	c3d4dded-eab0-4b46-a5e5-76df8d599051	no_churn	0.011168	0	no_churn	-0.014718	-0.003181	0.017297	-0.00974	-0.011506	-0.178141	-0.033106	-0.035932	Female	47	No	Yes	Employed	Rural	Master	1,672,120,800
11	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c87da4cf-a999-41e1-b213-a828edb701ac	no_churn	0.380208	0	no_churn	-0.080768	0.058263	0.01884	0.003164	-0.074882	0.062325	-0.01725	-0.018718	Male	30	No	Yes	Unemployed	Suburban	College	1,672,120,800
12	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	c29efabb-8df2-49bc-9163-a7a48c0ed8d7	no_churn	0.037853	0	no_churn	-0.012759	-0.005568	-0.026362	-0.099046	-0.004392	-0.028816	-0.019112	-0.025396	Female	80	No	No	Employed	Suburban	Bachelor	1,672,120,800
58	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	c79eb85b-f881-4e4a-81ee-313cf65375f6	no_churn	0.01524	0	no_churn	-0.049071	-0.003753	0.011006	-0.006445	0.020707	-0.167949	-0.034846	-0.038675	Female	45	No	No	Unemployed	Suburban	Bachelor	1,672,120,800
13	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	756298a8-36ad-4d25-b70f-2f039e1cab2c	no_churn	0.013827	0	no_churn	-0.022355	-0.00572	-0.021105	-0.035313	-0.030662	-0.113543	-0.018917	-0.021412	Male	29	Yes	Yes	Disabled	Suburban	Bachelor	1,672,120,800
62	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	c4fc0385-558d-4cf3-9444-73a9d5dedd1c	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	Yes	No	Unemployed	Suburban	Bachelor	1,672,120,800
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2b18ea94-d0e1-44a1-8f90-d024528d0b80	no_churn	0.111066	0	no_churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Female	39	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	6cae5e0b-780f-4f82-b1a2-63c0128f033a	no_churn	0.185209	0	no_churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Male	79	Yes	Yes	Retired	Suburban	Bachelor	1,672,120,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2b6387c4-b5d4-449d-be83-27505334a8f8	churn	0.54258	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	66	No	No	Disabled	Urban	Doctor	1,672,120,800
34	Yes	Yes	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	a2f2b1dd-c05a-4d91-a3a3-5cfb7b72106f	no_churn	0.01045	0	no_churn	-0.039685	-0.003953	0.003853	-0.048024	-0.047385	-0.103738	-0.014849	-0.015246	Male	24	Yes	No	Employed	Suburban	High School or Below	1,672,120,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	539dc64d-c9bf-44b9-aaac-81c101eec939	no_churn	0.449979	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	67	No	No	Employed	Suburban	Bachelor	1,672,120,800
8	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	641db93e-dc3d-4ea4-a0bc-f89597c6b278	no_churn	0.156598	0	no_churn	0.092419	-0.013118	0.010424	-0.037118	0.069426	0.091397	-0.041665	-0.057559	Female	64	No	Yes	Employed	Rural	College	1,672,120,800
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f6fec4bd-95ba-4dda-ba5a-c3bd19deb4cf	no_churn	0.145459	0	no_churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Male	42	No	No	Employed	Suburban	High School or Below	1,672,120,800
31	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	dd4de69a-c7d7-4d03-8428-bf13b2370441	no_churn	0.007079	0	no_churn	-0.022455	-0.003727	-0.058253	-0.020396	0.001945	-0.105653	-0.023752	-0.036735	Male	34	No	No	Employed	Urban	Bachelor	1,672,120,800
19	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c8163657-7c12-4d60-9997-3019ec0b630e	no_churn	0.153879	0	no_churn	-0.09723	0.026018	0.001589	-0.063663	-0.06395	0.044314	-0.046587	-0.069516	Female	77	No	Yes	Employed	Suburban	High School or Below	1,672,120,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	82428d5f-2d30-42f4-86ad-f65f9743cbe6	no_churn	0.190682	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Male	65	No	Yes	Unemployed	Rural	College	1,672,120,800
26	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	7188f14a-f848-4983-a33a-eba581f75e36	no_churn	0.021041	0	no_churn	-0.059341	-0.005703	0.012748	-0.051776	-0.027493	-0.090672	-0.016492	-0.022796	Female	64	Yes	Yes	Unemployed	Rural	Bachelor	1,672,120,800
27	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	f3631009-0667-4b32-85f5-dd0c73f20ac1	no_churn	0.016077	0	no_churn	-0.050507	-0.004145	-0.013587	-0.042161	-0.034254	-0.090986	-0.015986	-0.0174	Female	33	Yes	No	Employed	Suburban	Bachelor	1,672,120,800
2	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a5bc488a-66b2-4a95-8dcc-e81385d3c888	no_churn	0.177279	0	no_churn	0.179694	-0.015275	-0.013266	-0.050628	0.007986	0.110382	-0.014215	-0.017062	Male	25	Yes	Yes	Employed	Suburban	High School or Below	1,672,120,800
12	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a4de883d-55d2-4c29-9982-ab649f6dbe6b	no_churn	0.136098	0	no_churn	0.12934	-0.000753	0.055537	0.035837	-0.041599	0.091306	-0.014709	-0.017288	Female	71	No	Yes	Employed	Rural	College	1,672,120,800
4	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	b80f0068-f210-4608-bc97-16438ac5f910	no_churn	0.058197	0	no_churn	0.138993	-0.002449	-0.004046	-0.019839	0.037303	0.101072	-0.028551	-0.058278	Male	64	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	fd32d27d-6360-4de3-88f3-abc3a8d3688c	no_churn	0.532712	0	no_churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	54	No	Yes	Employed	Urban	Bachelor	1,672,120,800
9	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	ae2a1758-d598-4204-88ca-485dd301260f	no_churn	0.029129	0	no_churn	-0.003122	-0.01626	-0.019054	-0.039653	-0.021362	-0.071429	-0.026254	-0.033559	Male	74	No	Yes	Employed	Suburban	College	1,672,120,800
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c17ef585-9b75-4ad6-a091-a4c5cc5e0ddd	no_churn	0.338793	0	no_churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	63	No	Yes	Retired	Urban	College	1,672,120,800
18	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	fd32d6f4-dd5c-454d-9ddd-a0ebccb00f0f	no_churn	0.147768	0	no_churn	-0.077048	-0.010354	0.04261	-0.011353	0.056208	0.072692	-0.06083	-0.060952	Male	30	No	Yes	Employed	Suburban	Doctor	1,672,120,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	55ea768a-aa2c-4901-bc36-3e4853b78c22	churn	0.279047	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	62	No	No	Employed	Suburban	Master	1,672,120,800
6	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	971b622a-3a9f-4d64-9c59-5b5cb5dcf00f	no_churn	0.102004	0	no_churn	0.083741	-0.003429	0.017994	-0.008721	0.026333	0.094736	-0.043364	-0.025263	Female	22	Yes	No	Employed	Suburban	High School or Below	1,672,120,800
55	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	0aeec8e8-fe56-49c3-8928-7a46bb8fe249	no_churn	0.037334	0	no_churn	-0.058376	-0.005183	-0.027201	-0.069689	0.015379	-0.058066	-0.037556	-0.028335	Female	72	No	Yes	Unemployed	Rural	Master	1,672,120,800
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	98d5a4fa-88cc-47b8-b32e-487d823954fa	churn	0.47021	1	churn	0.071702	-0.019281	-0.065203	-0.179436	-0.059781	0.054184	-0.04089	-0.030322	Female	53	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
58	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	cc7b3180-892b-4f82-83b4-12a5d050ccb1	churn	0.06181	1	churn	-0.064352	-0.007598	-0.027972	-0.021121	0.01067	-0.09035	-0.02773	-0.040574	Male	80	No	Yes	Employed	Suburban	College	1,672,120,800
1	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	b63c2610-ec03-484b-b00c-460583389dc9	churn	0.314494	1	churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	37	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
22	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	ef7dd8c0-2468-441e-b239-ab64ce273864	no_churn	0.044817	0	no_churn	-0.044529	-0.008502	-0.02955	-0.035377	-0.050242	0.050337	-0.037508	-0.069905	Male	56	No	No	Employed	Rural	College	1,672,120,800
19	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f4c99986-8611-4623-8e4f-0b4faffb9546	no_churn	0.095331	0	no_churn	-0.068635	-0.007536	-0.022794	-0.076431	-0.054451	0.030302	-0.039664	-0.029817	Female	64	No	No	Employed	Rural	Master	1,672,120,800
7	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	4a333e81-4c97-43e4-981d-14791d6e781f	no_churn	0.397164	0	no_churn	-0.084109	-0.004685	0.000619	-0.117865	0.019636	0.059831	-0.068754	-0.073699	Female	39	No	Yes	Employed	Suburban	College	1,672,120,800
24	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	b084aaf0-8b80-4562-95bd-d543bfd47a25	no_churn	0.143533	0	no_churn	-0.113682	-0.016114	-0.106022	-0.02257	0.022523	0.041576	-0.03003	-0.034708	Male	32	No	Yes	Unemployed	Rural	High School or Below	1,672,120,800
61	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	bb92f102-0fcb-4d29-ada6-ef2054093f48	no_churn	0.091362	0	no_churn	-0.137635	-0.00263	0.02802	0.019106	0.04528	0.067046	-0.023354	-0.010858	Male	53	No	No	Employed	Urban	Master	1,672,120,800
18	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	97dafb90-4326-4108-9d33-f0826df449c1	no_churn	0.085788	0	no_churn	-0.088074	-0.011849	-0.06268	-0.013014	-0.002826	0.045992	-0.059558	-0.052473	Male	68	Yes	No	Employed	Suburban	College	1,672,120,800
71	Yes	Yes	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	1438e6d0-eef4-480e-b06a-c7ebeb83d291	no_churn	0.00287	0	no_churn	-0.088546	-0.003852	-0.000792	-0.027589	0.003078	-0.108256	-0.016707	-0.026362	Male	55	Yes	No	Employed	Urban	High School or Below	1,672,120,800
0	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	35b32767-0eb9-4037-8138-67262d3ee13b	no_churn	0.141863	0	no_churn	0.078315	-0.006757	-0.023715	-0.0505	-0.001987	-0.187658	-0.034696	-0.042029	Male	76	Yes	Yes	Employed	Urban	Master	1,672,120,800
30	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	f831d106-eb4f-4ee8-bce6-f55f21b2c650	no_churn	0.008577	0	no_churn	-0.028328	-0.005731	-0.026595	-0.030747	0.010374	-0.115316	-0.031844	-0.040839	Male	79	No	Yes	Unemployed	Suburban	Master	1,672,120,800
22	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	488bb82a-07e8-43dc-8db0-ddb1441581fa	no_churn	0.019083	0	no_churn	-0.031813	-0.00772	-0.016605	-0.031357	-0.024897	-0.085084	-0.032559	-0.038993	Male	32	No	No	Employed	Rural	College	1,672,120,800
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	aaf0c16d-8402-4bf1-b6d7-f36bf14d7af6	churn	0.589436	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	78	No	Yes	Employed	Suburban	College	1,672,120,800
22	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	022c8367-0002-4be9-8a2d-574cb5fb1dd1	no_churn	0.1688	0	no_churn	-0.07628	-0.006154	-0.069765	-0.045519	-0.017699	0.03931	-0.046578	-0.04634	Female	36	Yes	Yes	Unemployed	Rural	Bachelor	1,672,120,800
34	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	b7862d4e-fca6-404b-bded-2293786cc302	no_churn	0.176399	0	no_churn	-0.083606	-0.055165	-0.023042	-0.055195	-0.009684	0.051821	-0.031296	-0.042861	Male	76	Yes	No	Employed	Suburban	Bachelor	1,672,120,800
12	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	b14ac11d-7c39-413c-b816-b27a449070e7	no_churn	0.03965	0	no_churn	-0.039449	-0.007967	-0.010841	-0.04612	-0.001427	-0.063955	-0.0292	-0.047568	Male	65	No	No	Unemployed	Rural	College	1,672,120,800
53	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	0f9c4e30-a7a9-4cf1-be91-85ed34575658	no_churn	0.035846	0	no_churn	0.033168	-0.001362	0.008264	0.019929	0.062222	-0.105034	-0.013515	-0.042436	Female	79	Yes	Yes	Employed	Suburban	Bachelor	1,672,120,800
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	46c16b20-074e-4d43-92cb-4463f2ce2fb6	no_churn	0.346404	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	68	No	Yes	Employed	Rural	High School or Below	1,672,120,800
71	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	20d2ecf8-29e4-498a-900b-7115a0c11e17	no_churn	0.002203	0	no_churn	-0.080753	-0.003509	0.006071	-0.010925	0.007978	-0.146652	-0.017508	-0.023728	Female	44	No	No	Employed	Suburban	High School or Below	1,672,120,800
6	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	fa3907fa-8c53-44cb-bb34-35c1ce9ee85a	no_churn	0.028853	0	no_churn	0.013422	-0.008244	-0.005993	-0.018842	0.016615	-0.066812	-0.030857	-0.036982	Female	31	No	Yes	Retired	Suburban	Bachelor	1,672,120,800
4	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	e6ca0a75-0076-4e67-a509-3c20eb9d055e	no_churn	0.01032	0	no_churn	0.038608	-0.004506	-0.016483	-0.03553	0.009715	-0.187647	-0.029595	-0.041588	Male	34	No	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
19	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	7cdfd010-a34a-4429-94a7-450c71589d7c	no_churn	0.010071	0	no_churn	-0.004864	-0.004025	0.000031	-0.057027	-0.000228	-0.124324	-0.037863	-0.040726	Female	21	Yes	Yes	Employed	Rural	Bachelor	1,672,120,800
51	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f793eb6d-359c-4eb8-9941-80b62811213d	no_churn	0.265134	0	no_churn	-0.148103	0.020522	-0.013332	-0.064496	-0.036947	0.039378	-0.030398	-0.03565	Female	49	No	No	Disabled	Suburban	Bachelor	1,672,120,800
14	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	8e3369c6-8c11-404e-a3e1-4c7985f2fd09	no_churn	0.114183	0	no_churn	-0.033097	-0.007224	-0.02891	-0.034587	0.003293	-0.090044	-0.036796	-0.041661	Female	28	No	Yes	Employed	Urban	High School or Below	1,672,120,800
35	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	dd5b8c47-6bc7-481f-9a48-36c3191ac05b	no_churn	0.00983	0	no_churn	-0.037608	-0.004373	-0.011097	-0.050806	0.016294	-0.114574	-0.027325	-0.039537	Female	29	No	Yes	Unemployed	Suburban	College	1,672,120,800
18	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	5f58b0d6-1e2b-4e35-b2cc-1725ec1d54d1	no_churn	0.008502	0	no_churn	-0.028179	-0.005091	0.012357	-0.013632	0.00312	-0.151235	-0.041385	-0.044981	Female	80	No	Yes	Disabled	Urban	College	1,672,120,800
44	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	4bae8076-b3ea-46bd-a1f3-abcbda6690e7	no_churn	0.016898	0	no_churn	-0.043722	-0.003325	0.000033	-0.010083	0.022514	-0.123541	-0.028157	-0.042746	Female	36	No	No	Employed	Suburban	College	1,672,120,800
50	No	No phone service	High Speed	Web_Chat_Support	One year	0hrs	Disabled	9e5badb9-58cb-448a-b7db-d361cadc38e2	no_churn	0.066001	0	no_churn	-0.006717	0.066977	0.020658	0.010292	0.062717	-0.041785	-0.013866	-0.017302	Male	44	No	No	Medical Leave	Suburban	College	1,672,120,800
17	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	f021ede4-4061-447a-9394-adfa923d8411	churn	0.751947	1	churn	0.067069	-0.003103	0.063835	0.030773	0.154361	0.137112	0.116573	0.084353	Male	72	No	No	Employed	Suburban	College	1,672,120,800
4	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	adb8041c-e6b1-4d38-8ddf-d047e340c43b	churn	0.817437	1	churn	0.143119	0.00032	-0.041377	-0.002807	0.029139	0.124728	0.036529	0.073823	Male	60	Yes	No	Unemployed	Suburban	High School or Below	1,672,120,800
52	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	fb6cdd01-1f25-4a46-ad11-c079f1a4983e	no_churn	0.150767	0	no_churn	-0.242099	-0.001982	-0.019463	0.010569	0.021181	0.073932	-0.054795	0.07363	Female	54	Yes	Yes	Employed	Suburban	High School or Below	1,672,120,800
47	Yes	No	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	01b46b48-07c0-43a2-a1f5-5c5a27eafa65	no_churn	0.166471	0	no_churn	-0.01569	-0.002057	0.006482	0.041829	0.078871	-0.060538	-0.017222	0.059298	Female	27	No	No	Unemployed	Suburban	Master	1,672,120,800
17	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	9dcb7213-cce2-42c9-aa14-49c0b2f2037c	no_churn	0.374674	0	no_churn	0.192528	-0.001512	-0.013957	0.046311	0.108596	0.142353	0.154201	0.061262	Male	58	No	No	Unemployed	Rural	High School or Below	1,672,120,800
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	47195ed3-57b9-4bf1-a00c-21f100a4c603	no_churn	0.870003	0	no_churn	0.313215	-0.004057	-0.019772	-0.035291	0.127626	0.150555	0.089226	0.099473	Male	58	No	Yes	Employed	Suburban	Master	1,672,120,800
49	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	386547c8-29ee-471d-a951-3ded8b27d7ae	no_churn	0.354765	0	no_churn	-0.009263	-0.001673	0.0569	0.007134	0.115729	0.093581	0.068579	0.037926	Male	57	No	No	Unemployed	Rural	Bachelor	1,672,120,800
23	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	81f4a3b1-3dc7-4cfc-8b01-4a0e1c9e9e27	no_churn	0.406535	0	no_churn	0.034154	-0.005511	0.154184	0.06377	0.159198	0.087321	0.110086	0.072772	Female	50	Yes	No	Employed	Rural	Bachelor	1,672,120,800
57	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	5096979a-5f0d-4589-bbdf-67215d727251	churn	0.407337	1	churn	0.02353	-0.000183	0.071026	0.131762	0.116854	0.076926	0.19369	0.077369	Female	65	Yes	No	Employed	Rural	Master	1,672,120,800
5	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	9aaf9d4c-7530-4f6d-89b1-e05042ede361	no_churn	0.60392	0	no_churn	0.156716	-0.001607	0.001891	-0.032885	0.075247	0.146317	0.126605	0.079525	Male	34	Yes	No	Medical Leave	Rural	College	1,672,120,800
28	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	91d1b112-44db-4116-ae58-992e4668b2b0	churn	0.321457	1	churn	0.019597	0.000301	0.097797	0.025257	0.145248	-0.029622	0.163318	0.118245	Female	49	No	No	Employed	Suburban	High School or Below	1,672,120,800
29	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	18e2c8bf-bda5-4b8b-9c2f-7762ba8b50ce	churn	0.427711	1	churn	-0.10879	-0.003287	-0.008912	-0.031423	0.032499	0.02915	0.054606	0.07525	Male	74	Yes	Yes	Employed	Suburban	Bachelor	1,672,120,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	b83b3dbc-36a8-4367-877d-003b39a8e476	churn	0.9168	1	churn	0.28411	-0.004907	0.070539	0.064627	0.080494	0.157836	0.036574	0.041702	Male	68	No	No	Employed	Suburban	Bachelor	1,672,120,800
53	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	1bb891b2-6cda-407f-ab99-e1a8b4045495	no_churn	0.216094	0	no_churn	0.020788	-0.003824	0.063225	-0.007266	0.016578	-0.160366	0.011008	0.070831	Male	51	No	No	Employed	Urban	High School or Below	1,672,120,800
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	8a07d382-0d23-4b22-8468-bf7ba0f5d7a3	no_churn	0.112263	0	no_churn	-0.093947	-0.001579	0.052022	0.039073	0.058187	-0.005791	0.085938	0.067983	Female	48	No	No	Medical Leave	Suburban	College	1,672,120,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	0a572199-2834-4806-a591-7ccd1f619d18	churn	0.890885	1	churn	0.272089	-0.005932	-0.065563	-0.0016	0.089923	0.127658	0.002106	0.016654	Male	33	No	Yes	Unemployed	Urban	Bachelor	1,672,120,800
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	02c78f5b-e11a-4c50-a51e-3e57e10cd8d3	churn	0.819298	1	churn	0.115761	-0.004368	0.146165	0.023788	0.10757	0.115228	0.101798	0.072949	Female	46	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,120,800
61	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	e1d6d08b-4f60-4ac8-81a7-76ecb961f488	no_churn	0.311134	0	no_churn	-0.123266	-0.002095	-0.026585	-0.040278	-0.049599	-0.068483	-0.001192	0.042473	Male	71	No	Yes	Employed	Suburban	Doctor	1,672,120,800
52	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	df0a90e0-5178-4543-adf9-97bde86c6b3c	no_churn	0.431558	0	no_churn	-0.235353	-0.003445	-0.050027	0.020409	0.015361	0.044748	-0.095774	0.035056	Male	57	Yes	Yes	Employed	Suburban	Bachelor	1,672,120,800
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	0a57615c-b0cd-48dd-9e17-2b3434f00e8d	churn	0.330163	0	no_churn	-0.208797	-0.003802	-0.000421	0.006338	0.040726	0.017149	-0.015152	0.024931	Male	65	No	No	Employed	Suburban	Bachelor	1,672,120,800
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	e24bcbaa-f367-4625-b070-0cb8a1accf66	no_churn	0.546463	0	no_churn	0.073795	-0.005501	-0.093446	0.04021	-0.0101	0.109595	-0.027131	0.037603	Male	62	No	Yes	Employed	Suburban	Bachelor	1,672,120,800
59	Yes	No	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	d1b38860-c349-410f-9770-6c606c19d293	no_churn	0.137542	0	no_churn	-0.05011	-0.001975	-0.047635	-0.025986	0.027075	-0.214496	0.05593	0.043171	Female	40	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,120,800
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	d7574bd3-954f-40f1-ad66-f5ae4d7be0e6	no_churn	0.625543	0	no_churn	0.148578	-0.005019	0.013181	0.071287	0.116865	0.122464	0.069509	0.053274	Male	41	No	No	Unemployed	Urban	College	1,672,120,800

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