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
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	25fd9473-1100-4768-8fa9-a2e6b0ef2b9e	no_churn	0.516664	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	38	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
47	Yes	No	Low Speed	In_Store_Support	Two year	100hrs+	Active	eb20459a-1084-4a28-ad43-9f9bc98f38ba	churn	0.017329	0	no_churn	-0.055342	-0.003812	-0.0225	-0.0205	-0.075188	-0.127171	0.011091	0.024396	Female	28	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	2c928d44-ecf9-4d68-b511-1dfcab41ac66	no_churn	0.044371	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Male	78	Yes	No	Employed	Urban	High School or Below	1,671,256,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	351336bb-0445-40cc-beec-7ec01f833dfd	no_churn	0.025313	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Male	47	No	Yes	Employed	Suburban	Master	1,671,256,800
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	307343bc-03c4-445d-80a1-1fd3496c42d9	no_churn	0.689107	0	no_churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	50	No	Yes	Disabled	Urban	College	1,671,256,800
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b6a7d2ba-b272-4bd4-97cb-f861cc0942cc	churn	0.461061	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	41	Yes	No	Unemployed	Suburban	Doctor	1,671,256,800
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	64351b15-ca0e-4a1b-abfb-9f3a76fb777d	no_churn	0.33623	0	no_churn	0.020835	-0.002077	0.077119	0.163505	0.03512	0.120171	-0.019782	-0.015065	Female	34	No	No	Employed	Suburban	High School or Below	1,671,256,800
53	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	dd03db32-6999-45d3-a60b-9eb2e162b278	no_churn	0.095944	0	no_churn	-0.075812	-0.002577	0.029769	-0.024263	-0.056109	-0.097755	0.001915	0.015807	Female	60	Yes	Yes	Medical Leave	Urban	High School or Below	1,671,256,800
48	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	814b65d7-3df8-4194-92b4-00520fea2b68	no_churn	0.009543	0	no_churn	-0.034956	-0.004971	0.016748	-0.023561	0.017716	-0.195392	-0.016057	-0.028554	Female	28	No	No	Employed	Suburban	Bachelor	1,671,256,800
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	b8c2c6e2-cf89-4b6d-b136-d7bd07a829b1	no_churn	0.003597	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	78	No	Yes	Employed	Urban	College	1,671,256,800
43	No	No phone service	High Speed	Web_Chat_Support	One year	0hrs	Disabled	c007a58b-0785-47b6-95f6-806d1cf11343	no_churn	0.062533	0	no_churn	-0.047605	0.056711	0.007123	-0.017348	0.037629	-0.066419	-0.009123	-0.019992	Male	25	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
35	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	06b2d634-1049-4fcf-9006-d951b8e02a49	no_churn	0.008507	0	no_churn	-0.045507	-0.004671	0.003546	-0.032193	0.012011	-0.125464	-0.036715	-0.040034	Female	47	No	No	Employed	Rural	High School or Below	1,671,256,800
45	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	8bb518b0-7703-437e-932a-ee6bf3da87c1	no_churn	0.052568	0	no_churn	-0.061315	0.055554	0.013494	-0.000891	0.049779	-0.047918	-0.010453	-0.017277	Female	79	Yes	Yes	Employed	Suburban	College	1,671,256,800
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	e34d819c-0fa2-4502-8d10-773be433a415	no_churn	0.044371	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Female	24	No	No	Unemployed	Urban	High School or Below	1,671,256,800
64	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	107a4da9-6c4b-4917-bb59-6e81dea14f5c	no_churn	0.10727	0	no_churn	-0.115666	-0.004465	0.000822	-0.008363	-0.124769	-0.051373	0.032158	0.03263	Male	21	No	Yes	Employed	Suburban	College	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	4aca07b8-28f2-452d-8138-524b5a298763	no_churn	0.00893	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Male	42	No	No	Employed	Suburban	Doctor	1,671,256,800
61	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	9e75f4e9-21b4-4ffa-8ddd-3b4932ebb2cb	no_churn	0.015616	0	no_churn	-0.053939	-0.004605	-0.010715	-0.06402	0.00463	-0.075749	-0.033367	-0.03126	Male	59	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
65	Yes	No	Low Speed	In_Store_Support	Two year	100hrs+	Active	6ff938a9-6e90-4800-aad6-96d0c0177a1d	churn	0.016101	0	no_churn	0.023294	0.001784	0.019231	-0.047137	-0.003572	-0.06737	0.05675	0.057995	Male	62	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	319d2f92-84a2-42d4-9eff-55cc7b798ac6	churn	0.333974	1	churn	-0.126559	-0.003168	0.083777	0.067687	0.05296	0.085137	0.003366	0.010253	Male	68	No	No	Retired	Suburban	College	1,671,256,800
26	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	f6512848-70cd-400f-8eb9-c2b1421ae6fe	no_churn	0.020773	0	no_churn	-0.095579	-0.00389	-0.015669	-0.03031	-0.030857	-0.051566	-0.017612	-0.023543	Male	49	No	No	Employed	Rural	College	1,671,256,800
18	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c55d5451-923f-4453-97b9-192601216873	no_churn	0.160768	0	no_churn	-0.008454	-0.006007	0.004014	0.002339	0.020268	0.062352	-0.028401	-0.013684	Female	77	No	Yes	Unemployed	Urban	Master	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	0bddb88b-6402-410e-88af-4a9f2c4c1a64	no_churn	0.566714	0	no_churn	-0.003612	-0.005464	-0.101966	-0.048662	0.048981	0.093134	0.053998	0.023898	Male	30	No	Yes	Employed	Suburban	High School or Below	1,671,256,800
64	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	7ce02579-66c5-4e7f-85d5-f51620149b4b	no_churn	0.011795	0	no_churn	-0.087927	-0.006074	-0.009516	-0.015171	-0.050544	-0.133587	0.014604	0.019188	Female	73	No	Yes	Employed	Suburban	College	1,671,256,800
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d498284a-ee97-4bfb-86b0-507ca3fef69e	no_churn	0.313736	0	no_churn	-0.064309	-0.001687	0.109327	0.0559	0.000835	0.104889	-0.021242	-0.01427	Female	51	No	No	Retired	Urban	High School or Below	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	a11fad58-2291-4d3c-9c4d-765f5ca805ea	no_churn	0.005304	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Male	80	Yes	Yes	Employed	Suburban	High School or Below	1,671,256,800
12	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	b74b6157-6b91-4874-8439-c3ff8ff5b196	no_churn	0.221626	0	no_churn	-0.056453	-0.007658	-0.028512	-0.10258	0.011337	0.048558	-0.063801	-0.069917	Male	62	No	Yes	Employed	Urban	Bachelor	1,671,256,800
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ddd430dd-7290-418c-b046-590d19805e70	no_churn	0.516664	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	59	No	No	Unemployed	Urban	High School or Below	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b9c7740d-0967-4ec9-aee5-eb5b7e414efe	churn	0.756187	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	51	No	No	Retired	Suburban	Bachelor	1,671,256,800
9	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	60191eb9-ca5f-4a10-8f19-dd84863aeab0	churn	0.577891	1	churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	76	No	No	Medical Leave	Suburban	College	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	9333a3ba-4490-4061-a11e-396ae4513836	no_churn	0.005171	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Female	38	No	Yes	Employed	Suburban	College	1,671,256,800
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8a97d173-e164-4111-bb1e-520138e876d7	churn	0.699115	1	churn	0.219952	-0.000674	-0.015623	0.114802	0.097826	0.141496	0.077494	0.085701	Male	67	Yes	Yes	Employed	Rural	High School or Below	1,671,256,800
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6dedd99a-f909-42ee-ab84-2db8bd94d612	churn	0.826933	1	churn	0.158927	-0.002756	0.040862	0.120457	0.098183	0.150659	0.107302	0.05734	Male	71	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	51d96843-7175-4e5d-8923-85bb86c007fb	churn	0.701688	1	churn	0.244159	-0.003649	0.062551	0.113793	0.064776	0.153708	0.049851	0.045785	Female	38	Yes	Yes	Employed	Suburban	Master	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	67fa2765-2619-457f-b366-58cf9a718c7b	churn	0.783377	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	20	Yes	Yes	Employed	Suburban	College	1,671,256,800
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	74c2e35d-91c3-457a-b174-99e0ebbf64f0	churn	0.891088	1	churn	0.315653	-0.003485	0.023281	0.057351	0.060702	0.161476	0.049507	0.04649	Female	80	No	Yes	Employed	Suburban	College	1,671,256,800
59	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	e01ecacd-9518-4707-a96f-802d28ac4aee	no_churn	0.020379	0	no_churn	-0.023914	-0.002761	-0.001771	-0.011314	-0.011865	-0.154657	-0.013081	-0.009664	Female	69	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
26	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	b7bfb4da-59a1-4c44-8135-ddd8bb1c92bf	no_churn	0.026204	0	no_churn	-0.066673	-0.004618	-0.039976	-0.021964	-0.024797	-0.07183	-0.017739	-0.021429	Male	32	Yes	Yes	Unemployed	Suburban	Master	1,671,256,800
71	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	91a39db7-1359-4bcb-8d16-bbb085ceb59b	no_churn	0.017794	0	no_churn	-0.096577	-0.002424	0.014861	0.051391	-0.007797	-0.102994	-0.005342	-0.009478	Male	52	Yes	No	Unemployed	Urban	Bachelor	1,671,256,800
48	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	6af082f3-3a18-4bb7-b9e5-b679512289e8	no_churn	0.009543	0	no_churn	-0.034956	-0.004971	0.016748	-0.023561	0.017716	-0.195392	-0.016057	-0.028554	Male	51	No	No	Employed	Suburban	High School or Below	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0fe98aba-d285-4e60-bbae-d45de14401b5	churn	0.422499	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Female	28	No	Yes	Disabled	Suburban	College	1,671,256,800
38	Yes	Yes	Low Speed	Phone_Support	One year	0hrs	Disabled	8b49af5d-f98b-4625-833c-37bdf1c27343	no_churn	0.041691	0	no_churn	-0.046892	-0.006863	-0.006272	-0.047923	-0.001014	-0.094533	-0.022417	-0.038568	Female	58	Yes	Yes	Unemployed	Suburban	College	1,671,256,800
26	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	526f26db-63f3-4779-871f-a86cd4ac5aea	no_churn	0.020773	0	no_churn	-0.095579	-0.00389	-0.015669	-0.03031	-0.030857	-0.051566	-0.017612	-0.023543	Male	25	Yes	Yes	Disabled	Urban	College	1,671,256,800
63	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	45d333aa-fc18-4eb9-91b8-01c01b253ede	no_churn	0.202008	0	no_churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Female	67	Yes	No	Unemployed	Rural	High School or Below	1,671,256,800
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bc66946f-b826-4350-a67f-c6888b21df28	churn	0.422499	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Female	36	Yes	No	Employed	Suburban	College	1,671,256,800
61	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	906a976c-2fb6-4144-bb47-5abda66d8881	no_churn	0.063211	0	no_churn	-0.111354	-0.002277	-0.009021	-0.03623	-0.013701	-0.048595	-0.01717	-0.006344	Male	40	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
72	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Active	53a3b5a9-4fed-4f84-8289-ee172a36638b	no_churn	0.004543	0	no_churn	-0.206011	-0.002562	-0.000812	-0.039793	0.029502	-0.118721	0.026817	0.046999	Male	53	Yes	Yes	Employed	Urban	Bachelor	1,671,256,800
35	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	d3451f7c-cffd-4f67-8aee-dccb0e17476a	no_churn	0.008507	0	no_churn	-0.045507	-0.004671	0.003546	-0.032193	0.012011	-0.125464	-0.036715	-0.040034	Male	43	No	Yes	Employed	Urban	College	1,671,256,800
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	28b21888-d9b7-415d-913e-b0eb58e62828	churn	0.701688	1	churn	0.244159	-0.003649	0.062551	0.113793	0.064776	0.153708	0.049851	0.045785	Female	63	No	No	Employed	Urban	College	1,671,256,800
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	90394b34-8a49-4e26-8dac-7780b6e1788e	churn	0.64955	1	churn	0.039429	-0.001228	0.07312	0.060426	0.008267	0.131609	-0.013412	-0.025854	Female	80	Yes	Yes	Employed	Suburban	College	1,671,256,800
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3f852cb8-eeea-480f-b792-a220e64afa83	churn	0.673746	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Female	78	No	Yes	Employed	Rural	Bachelor	1,671,256,800
15	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	1528afa4-61c7-4a90-b39d-8d3b4411728e	no_churn	0.030421	0	no_churn	-0.004523	-0.006068	-0.036773	-0.027622	-0.042733	-0.099661	-0.021084	-0.030563	Female	34	No	No	Employed	Suburban	Bachelor	1,671,256,800
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	84212050-20bc-4ea2-8a25-f852d1c0435b	churn	0.577448	1	churn	-0.089947	-0.00289	0.060129	0.112927	0.005376	0.093745	-0.009021	-0.048384	Male	24	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d145159f-32b6-47bf-97bb-bb7156e9cf6e	churn	0.454426	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	61	No	No	Employed	Suburban	College	1,671,256,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	18dcd31e-077e-48a6-95bf-2319680ecd5c	no_churn	0.279357	0	no_churn	0.17226	-0.007192	-0.050385	0.047243	0.048837	0.126232	0.053153	0.099158	Male	22	Yes	No	Employed	Suburban	College	1,671,256,800
68	Yes	No	Medium Speed	In_Store_Support	Two year	100hrs+	Active	f4e93d92-42f8-4a18-9a69-d988633e7c0a	no_churn	0.016652	0	no_churn	-0.04364	-0.003116	-0.019328	-0.022098	-0.057535	-0.138998	0.009833	0.015855	Male	60	No	No	Unemployed	Suburban	College	1,671,256,800
16	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	033dc40e-8c43-45a7-803f-c52530d52403	churn	0.53358	1	churn	0.140587	-0.002144	0.049934	0.051507	0.101762	0.147712	0.076373	0.068338	Male	24	Yes	Yes	Unemployed	Urban	Doctor	1,671,256,800
38	Yes	Yes	Low Speed	Phone_Support	One year	0hrs	Disabled	9dd11463-ab14-4a9d-9e25-e8a7b14a9b45	no_churn	0.041691	0	no_churn	-0.046892	-0.006863	-0.006272	-0.047923	-0.001014	-0.094533	-0.022417	-0.038568	Female	71	Yes	No	Employed	Urban	Bachelor	1,671,256,800
71	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	df54dc2e-3cfb-419b-8789-fc22763d3f83	no_churn	0.017794	0	no_churn	-0.096577	-0.002424	0.014861	0.051391	-0.007797	-0.102994	-0.005342	-0.009478	Female	80	Yes	No	Employed	Suburban	Master	1,671,256,800
68	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	29497875-a531-4b10-8b2a-691abef4b19f	no_churn	0.008456	0	no_churn	-0.06142	-0.003706	-0.014377	-0.018269	-0.000219	-0.11634	-0.024979	-0.029715	Male	30	No	No	Medical Leave	Suburban	High School or Below	1,671,256,800
12	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	0f1756ab-b3c4-4f96-a80a-73adbc757ee0	no_churn	0.221626	0	no_churn	-0.056453	-0.007658	-0.028512	-0.10258	0.011337	0.048558	-0.063801	-0.069917	Female	74	Yes	Yes	Employed	Urban	College	1,671,256,800
60	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	48f04a3d-bbce-4140-83b0-dd6843818912	no_churn	0.160019	0	no_churn	-0.178071	-0.002159	0.014029	-0.013225	-0.023169	-0.073861	0.033633	0.031678	Male	23	No	No	Employed	Urban	High School or Below	1,671,256,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6ed62d01-6df2-4089-bde4-ec66ee03f6ff	churn	0.558732	1	churn	0.1786	-0.00332	-0.008852	0.141426	0.05126	0.138744	0.176979	0.056137	Female	29	No	No	Unemployed	Suburban	High School or Below	1,671,256,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	09b07b17-297d-47ff-8f64-6ba670b84234	no_churn	0.279357	0	no_churn	0.17226	-0.007192	-0.050385	0.047243	0.048837	0.126232	0.053153	0.099158	Male	79	No	Yes	Employed	Urban	High School or Below	1,671,256,800
11	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	28b40b75-f2b6-40a3-9924-b103580cf78a	no_churn	0.035958	0	no_churn	-0.009936	-0.009074	-0.014101	-0.041847	0.025963	-0.070904	-0.026985	-0.042142	Male	75	Yes	Yes	Disabled	Urban	High School or Below	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0a573278-0c8f-4816-b3fd-a2e63c79bae9	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	40	Yes	Yes	Employed	Suburban	Doctor	1,671,256,800
68	Yes	No	Medium Speed	In_Store_Support	Two year	100hrs+	Active	01a88483-92d9-4308-9140-76b6e0455ce8	churn	0.016652	0	no_churn	-0.04364	-0.003116	-0.019328	-0.022098	-0.057535	-0.138998	0.009833	0.015855	Male	21	Yes	No	Retired	Rural	College	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9d024452-ee57-4c5e-8f52-98024dac8a46	churn	0.838365	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	32	No	No	Unemployed	Suburban	College	1,671,256,800
32	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	165a8484-356f-4a75-9ae3-d2f64d36e46b	no_churn	0.213284	0	no_churn	-0.043925	-0.01548	-0.010146	-0.02433	-0.016583	0.060272	-0.029644	-0.04619	Female	43	No	Yes	Employed	Urban	Master	1,671,256,800
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	c939df28-6f13-4196-88df-aa2678c4f245	churn	0.674897	1	churn	0.117378	-0.015989	-0.105141	-0.066631	-0.185649	0.063304	-0.038947	-0.021518	Female	34	No	No	Unemployed	Urban	Bachelor	1,671,256,800
17	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	352d57c7-287c-4703-9e38-f6eb06a416e7	churn	0.454426	1	churn	0.172153	-0.002771	-0.005461	0.121508	0.044121	0.13803	-0.00417	0.015218	Male	54	Yes	Yes	Employed	Suburban	Doctor	1,671,256,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0fa97aa2-6b6b-430e-b32e-7649a1f8dcbf	churn	0.838365	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	47	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
65	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	aff3efe2-35c2-4172-b1df-b0573b42ab94	no_churn	0.015046	0	no_churn	-0.086019	-0.002771	-0.00818	-0.019992	-0.053019	-0.125477	0.000169	0.026263	Male	51	No	No	Employed	Suburban	Bachelor	1,671,256,800
27	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	101b6ebe-6501-49f5-aacd-99247d363d16	no_churn	0.114061	0	no_churn	-0.109256	-0.007208	-0.035839	-0.069963	0.015852	0.036851	-0.05342	-0.046042	Female	54	No	No	Unemployed	Rural	Bachelor	1,671,256,800
23	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	72990bd9-b890-4917-8584-e96d2adf0586	no_churn	0.051018	0	no_churn	-0.091721	-0.004132	-0.016009	-0.024536	0.007563	-0.059036	-0.030089	-0.051065	Female	70	No	No	Unemployed	Suburban	Bachelor	1,671,256,800
22	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	2aa42a73-3133-4473-afa2-5531cfb20281	no_churn	0.040238	0	no_churn	-0.07628	-0.006154	-0.069765	-0.045519	-0.017699	0.03931	-0.046578	-0.04634	Female	74	No	No	Employed	Suburban	Bachelor	1,671,256,800
70	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	af722feb-0ba5-464f-bdbc-94c811a6df20	no_churn	0.058094	0	no_churn	-0.099256	-0.002655	0.01554	0.041088	-0.056391	-0.111002	-0.022895	-0.028454	Female	73	No	No	Unemployed	Suburban	High School or Below	1,671,256,800
72	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	b5af778c-e5c5-4899-b2bd-fff54f26d48c	no_churn	0.016064	0	no_churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Female	29	No	Yes	Unemployed	Suburban	College	1,671,256,800
60	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	5f34cea9-537a-4582-9c23-29bb769e95b8	no_churn	0.01755	0	no_churn	-0.044229	-0.004669	-0.016507	-0.071238	0.008685	-0.074774	-0.034917	-0.031377	Female	64	No	Yes	Employed	Suburban	Doctor	1,671,256,800
22	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	177c04c5-e151-4c13-bc83-74f72954f0ba	no_churn	0.040238	0	no_churn	-0.07628	-0.006154	-0.069765	-0.045519	-0.017699	0.03931	-0.046578	-0.04634	Female	27	Yes	No	Employed	Suburban	High School or Below	1,671,256,800
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	88378f1f-1916-4182-a839-81db03ba371e	churn	0.549041	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	48	No	Yes	Employed	Suburban	College	1,671,256,800
2	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f6cceac3-0fd7-43b2-88d3-fba80e0ce0c0	no_churn	0.255325	0	no_churn	0.179694	-0.015275	-0.013266	-0.050628	0.007986	0.110382	-0.014215	-0.017062	Female	42	No	Yes	Medical Leave	Suburban	College	1,671,256,800
38	Yes	Yes	Low Speed	Phone_Support	One year	0hrs	Disabled	87372491-b7cb-438b-b55b-447d154c4be2	no_churn	0.041691	0	no_churn	-0.046892	-0.006863	-0.006272	-0.047923	-0.001014	-0.094533	-0.022417	-0.038568	Male	68	No	No	Unemployed	Urban	Bachelor	1,671,256,800
48	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	1556e499-f284-44ba-b04c-4b221531c851	no_churn	0.009543	0	no_churn	-0.034956	-0.004971	0.016748	-0.023561	0.017716	-0.195392	-0.016057	-0.028554	Male	47	No	No	Employed	Urban	High School or Below	1,671,256,800
1	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	db95e72e-c5b5-44a1-b6cb-fb5ba126a60f	no_churn	0.44839	0	no_churn	0.308048	0.118279	0.067553	0.029049	0.067418	0.180741	-0.015453	-0.024661	Male	20	No	Yes	Employed	Rural	High School or Below	1,671,256,800
12	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f084ba4f-9d18-4b35-83ce-7b611fb1853c	no_churn	0.221626	0	no_churn	-0.056453	-0.007658	-0.028512	-0.10258	0.011337	0.048558	-0.063801	-0.069917	Female	23	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f05e0644-26f1-496d-a9ff-6a8b6e8cf34e	churn	0.481511	1	churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Male	35	Yes	Yes	Employed	Suburban	College	1,671,256,800
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	d31bc84b-9133-467d-93dd-614b298c24d4	no_churn	0.134484	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Male	61	Yes	No	Employed	Suburban	High School or Below	1,671,256,800
21	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	5aa23dc8-f2ea-48e3-b069-22343cd88792	churn	0.642417	1	churn	-0.062069	-0.005577	0.058042	-0.033419	0.080238	0.064273	-0.016639	0.095292	Male	75	No	Yes	Medical Leave	Suburban	College	1,671,256,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	131f3b17-f4a1-48c7-8de0-fbfea8b266b2	no_churn	0.111564	0	no_churn	-0.19634	-0.002292	0.029208	-0.074959	0.016026	-0.075647	0.006127	0.032185	Male	62	No	Yes	Employed	Suburban	College	1,671,256,800
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	32df5e44-e831-42fd-b662-fdd1ce798bb0	no_churn	0.689107	0	no_churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	64	Yes	Yes	Employed	Suburban	Bachelor	1,671,256,800
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ef41603e-ce69-49a0-9f02-8b13f8d2d7eb	churn	0.410874	1	churn	-0.046886	-0.006945	0.110449	0.080193	0.082063	0.110481	-0.023446	-0.040074	Female	23	No	No	Employed	Suburban	College	1,671,256,800
61	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	c2aa0515-28b1-4de5-875c-12b88c501999	no_churn	0.015616	0	no_churn	-0.053939	-0.004605	-0.010715	-0.06402	0.00463	-0.075749	-0.033367	-0.03126	Female	52	No	No	Employed	Suburban	Bachelor	1,671,256,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5b5cd554-f0ee-416e-85c2-449c6ba22e95	no_churn	0.331582	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	43	Yes	Yes	Employed	Suburban	Master	1,671,256,800
55	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d2943d47-954c-4908-ab60-a1d8172a9943	no_churn	0.215591	0	no_churn	-0.084812	-0.007286	0.0122	-0.009303	-0.113294	0.026084	-0.034919	-0.027695	Male	51	No	Yes	Employed	Urban	Bachelor	1,671,256,800
46	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	ba4234fb-ddd2-4c6e-875d-eb5ebaad201b	no_churn	0.230498	0	no_churn	-0.214878	-0.00271	0.021009	-0.054239	-0.024302	0.060127	0.024954	0.031012	Female	60	No	Yes	Employed	Rural	High School or Below	1,671,256,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	26ab64d2-0b6b-4425-affc-4bf9a154c608	no_churn	0.331582	0	no_churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Female	67	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
72	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	079ef044-4fdc-4567-a79c-58a4f036ce6b	no_churn	0.006647	0	no_churn	-0.077724	-0.00368	-0.015199	-0.014857	0.00305	-0.120785	-0.016394	-0.023437	Female	52	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
56	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	31a56ef4-c21a-4c9f-b157-0de3721a3419	no_churn	0.024169	0	no_churn	0.004004	-0.003098	0.01324	0.006671	-0.002553	-0.222005	-0.034665	-0.030619	Female	22	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	a90299b9-c937-4c94-a634-d4e25ef9b4b7	no_churn	0.111564	0	no_churn	-0.19634	-0.002292	0.029208	-0.074959	0.016026	-0.075647	0.006127	0.032185	Female	28	No	Yes	Unemployed	Suburban	High School or Below	1,671,256,800
4	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	0e90dd5b-1a45-44a4-ad21-b2bbd89337cf	no_churn	0.407992	0	no_churn	0.125311	-0.001888	-0.036109	-0.068958	-0.17558	0.070119	-0.012668	0.035746	Male	65	No	Yes	Unemployed	Rural	High School or Below	1,671,256,800

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