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
48	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	a10121f3-feda-44e9-b15f-191ec467c54f	no_churn	0.010061	0	no_churn	-0.0481	-0.003278	0.006304	-0.063686	0.011639	-0.119663	-0.025651	-0.026592	Male	45	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	4460864a-674a-4a77-a657-209e3fb870c6	no_churn	0.002231	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Female	45	No	No	Unemployed	Urban	College	1,671,429,600
64	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	b0704a54-f31d-432f-9c7f-07e0238728f1	no_churn	0.008194	0	no_churn	-0.058966	-0.00299	-0.012016	-0.01071	-0.018521	-0.113897	-0.021472	-0.028456	Male	43	Yes	Yes	Retired	Rural	College	1,671,429,600
22	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	b59f6db1-637d-45de-a471-81f199a2114a	churn	0.235025	1	churn	-0.122072	-0.000433	-0.013447	-0.132011	-0.009924	0.070365	-0.012816	0.061312	Male	33	Yes	Yes	Employed	Urban	High School or Below	1,671,429,600
64	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	be0d8442-6a40-41e0-8b67-48230411fe33	churn	0.040867	0	no_churn	-0.131447	-0.002454	-0.003516	0.006	0.026247	-0.233006	0.0399	0.04925	Female	45	No	Yes	Unemployed	Suburban	College	1,671,429,600
43	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	d94542d7-0526-4941-af83-fb6bdff3d9bc	no_churn	0.270215	0	no_churn	-0.090984	-0.002039	-0.028337	-0.003489	-0.060012	-0.119182	0.007507	0.03751	Male	71	Yes	No	Unemployed	Suburban	High School or Below	1,671,429,600
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	334e9e8e-ebe8-4658-99d6-accc46c9c6c0	churn	0.219221	1	churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Female	23	No	Yes	Employed	Suburban	College	1,671,429,600
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	235f0453-6e9a-4bc6-a2eb-8de0d9253afb	churn	0.608417	1	churn	-0.19041	-0.00241	0.042783	-0.060887	0.005791	0.048265	-0.05612	-0.043183	Male	68	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
30	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	b8c3d724-01af-451e-af5a-c6031a92ea67	no_churn	0.232124	0	no_churn	-0.000335	-0.009448	-0.083666	0.061716	-0.012334	0.084742	-0.02084	-0.006353	Female	51	Yes	Yes	Employed	Urban	Bachelor	1,671,429,600
43	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	801bdf93-60d0-46e7-b4ff-4661032e9d7a	churn	0.451031	1	churn	-0.17077	-0.003668	-0.00665	-0.141807	0.011503	0.044396	0.025817	0.052152	Male	80	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
32	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	88f8aa89-de33-4787-b0ec-3f108300eeca	no_churn	0.450477	0	no_churn	-0.147396	-0.003228	-0.06723	-0.021873	-0.018871	0.053282	0.01321	0.066124	Male	40	Yes	Yes	Employed	Urban	High School or Below	1,671,429,600
64	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	5409f10c-09d8-4140-b8ce-05c6c772db12	no_churn	0.040867	0	no_churn	-0.131447	-0.002454	-0.003516	0.006	0.026247	-0.233006	0.0399	0.04925	Male	67	No	No	Employed	Suburban	Bachelor	1,671,429,600
63	Yes	Yes	Medium Speed	Phone_Support	One year	0hrs	Disabled	f4fd0ff0-b41e-474d-b73a-f2c4c19ecdfb	no_churn	0.037983	0	no_churn	-0.056525	-0.002867	0.000164	-0.028123	0.008812	-0.091839	-0.035878	-0.062768	Female	31	Yes	Yes	Employed	Suburban	Bachelor	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	278a8ab0-eca0-4add-a1da-b5c6120d4ab1	no_churn	0.004466	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	35	Yes	Yes	Unemployed	Suburban	College	1,671,429,600
7	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	8cb0e775-a546-49e3-bfa9-04f688b1375f	no_churn	0.285929	0	no_churn	0.245917	0.001274	0.069337	0.095163	0.146562	0.096613	-0.01287	-0.041023	Male	76	No	No	Employed	Suburban	High School or Below	1,671,429,600
22	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	17127f95-82bc-40dc-8399-11605afbaebc	churn	0.733444	1	churn	-0.027467	-0.002435	0.088746	0.063673	0.082334	0.093104	0.076762	0.056257	Male	79	Yes	No	Employed	Suburban	High School or Below	1,671,429,600
8	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d45d0949-81cd-4c84-a46f-24e0b0078253	no_churn	0.178569	0	no_churn	0.084089	0.156135	0.053466	0.113068	-0.046025	0.094113	0.004313	0.011815	Male	58	No	No	Employed	Suburban	Doctor	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a84bb9eb-3679-4de0-8db0-8379a1c2d925	churn	0.791425	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	23	Yes	No	Employed	Suburban	College	1,671,429,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	11ff2192-c123-41d5-85e9-da53df38dc17	churn	0.553562	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	31	No	No	Employed	Urban	Bachelor	1,671,429,600
4	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	38625196-1887-4276-991f-b7168a8f0950	no_churn	0.036789	0	no_churn	0.014351	-0.005503	-0.032289	-0.054698	-0.004295	-0.10592	-0.039461	-0.041212	Male	71	No	No	Unemployed	Suburban	High School or Below	1,671,429,600
48	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	168bc5fa-5976-4416-82b4-277b56cd2763	no_churn	0.025311	0	no_churn	-0.039065	-0.002226	0.004217	-0.03558	-0.011484	-0.012396	-0.021117	-0.011376	Male	27	No	Yes	Unemployed	Rural	College	1,671,429,600
8	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	74964a0f-9827-4c8b-a8b1-cc028980ec3f	no_churn	0.178569	0	no_churn	0.084089	0.156135	0.053466	0.113068	-0.046025	0.094113	0.004313	0.011815	Male	38	No	No	Unemployed	Urban	High School or Below	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	1046163f-7bbe-4476-a86e-ea41a0be8a34	no_churn	0.038093	0	no_churn	-0.111906	-0.002109	0.042073	0.049363	0.04703	-0.079431	0.064395	0.054154	Male	24	No	Yes	Medical Leave	Rural	Bachelor	1,671,429,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9d2140d5-9fc1-426d-b644-cbd3639cf646	churn	0.852253	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	35	Yes	No	Employed	Urban	High School or Below	1,671,429,600
48	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	62ccf81a-f367-4746-a3aa-2da2d1322a6b	no_churn	0.008948	0	no_churn	-0.052954	-0.003391	0.005114	-0.034525	-0.043151	-0.113751	-0.012928	-0.01344	Female	39	No	Yes	Employed	Suburban	College	1,671,429,600
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	720a9939-2a5d-4038-901a-624119788c16	no_churn	0.480155	0	no_churn	-0.102233	-0.005228	0.088249	0.068391	0.046942	0.085654	-0.003465	0.024707	Male	24	No	No	Employed	Suburban	High School or Below	1,671,429,600
14	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	7e2e201a-d582-47a3-95c1-405c2ae79bfe	no_churn	0.041409	0	no_churn	-0.05993	-0.007689	-0.011041	-0.040631	0.005705	-0.073651	-0.030791	-0.050999	Male	30	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
33	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	4d464292-5349-44da-957e-932937716d47	no_churn	0.006711	0	no_churn	-0.019951	-0.003121	-0.075856	-0.042598	0.024421	-0.087536	-0.02774	-0.036645	Female	58	No	Yes	Employed	Urban	Bachelor	1,671,429,600
11	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	69b1fc49-800f-40c6-b808-0bf89b5e3a92	no_churn	0.028963	0	no_churn	-0.009558	-0.011768	-0.018901	-0.026231	-0.043607	-0.078424	-0.027839	-0.032698	Female	26	No	No	Employed	Urban	College	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	687064f0-ebd3-468f-981e-b3329297c9e7	churn	0.785174	1	churn	0.102516	-0.004564	0.019903	-0.014732	0.081907	0.119982	0.058602	0.007956	Male	32	No	Yes	Unemployed	Suburban	Doctor	1,671,429,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e5cf0566-1f25-4722-bfa8-8a7a74122744	churn	0.761761	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	47	No	Yes	Employed	Rural	High School or Below	1,671,429,600
45	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	8349be02-cdd0-402f-80eb-236fe875bc94	no_churn	0.286812	0	no_churn	-0.16902	-0.002002	0.036567	-0.019355	-0.01249	-0.067971	0.044092	0.049606	Male	38	No	No	Unemployed	Suburban	High School or Below	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	413d0c02-e9ef-47d6-8285-0085ff72437f	no_churn	0.038093	0	no_churn	-0.111906	-0.002109	0.042073	0.049363	0.04703	-0.079431	0.064395	0.054154	Female	30	No	No	Unemployed	Urban	College	1,671,429,600
63	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	6588009c-0385-408e-a7d4-ed650a2e9ac3	churn	0.276896	1	churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Male	39	No	Yes	Employed	Suburban	College	1,671,429,600
39	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	7462408b-e832-4ea5-8af6-1473c59c258c	no_churn	0.008232	0	no_churn	-0.017629	-0.005662	-0.007846	-0.069692	0.005259	-0.11219	-0.024068	-0.037199	Male	51	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a76daa23-4ccf-4e05-b652-94a27ee5f4c2	no_churn	0.480155	0	no_churn	-0.102233	-0.005228	0.088249	0.068391	0.046942	0.085654	-0.003465	0.024707	Female	59	No	No	Unemployed	Suburban	Master	1,671,429,600
56	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	2168f5d2-443c-4867-bb10-2ca085e75146	churn	0.329034	1	churn	-0.034129	0.000344	0.055017	0.085873	0.078959	0.016027	0.012019	0.034458	Female	30	No	No	Employed	Rural	High School or Below	1,671,429,600
28	Yes	Yes	Medium Speed	Phone_Support	One year	0hrs	Disabled	cbab2ca5-89ba-4eb7-9dfe-05ed48c3fb31	no_churn	0.036814	0	no_churn	-0.069195	-0.00356	-0.001783	-0.042884	0.009117	-0.076886	-0.04097	-0.042865	Male	45	No	No	Employed	Suburban	College	1,671,429,600
61	Yes	Yes	High Speed	Phone_Support	One year	<50hrs	Active	b2fc796d-a185-4326-8f44-1313772f04b6	no_churn	0.139574	0	no_churn	-0.09506	-0.002136	-0.047546	-0.035529	0.052162	-0.055994	0.051279	0.061163	Female	27	Yes	No	Employed	Urban	High School or Below	1,671,429,600
41	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	770db3a5-15ad-4e78-a6af-a039750c2355	no_churn	0.053437	0	no_churn	-0.004228	-0.009511	-0.007284	-0.006761	0.00622	-0.13557	-0.02019	-0.051702	Female	65	No	No	Retired	Suburban	Master	1,671,429,600
10	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	7268cff0-dae2-4df4-846f-826b986e45dc	no_churn	0.094697	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Female	59	Yes	Yes	Employed	Suburban	College	1,671,429,600
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f6a047b9-fbf1-46a7-b7b5-415d75630bf0	churn	0.735076	1	churn	0.235255	-0.002377	-0.049393	0.129347	0.039354	0.126348	0.02927	0.055992	Male	40	No	No	Employed	Suburban	High School or Below	1,671,429,600
50	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	f8db273a-2e01-4f08-ba5f-dcd5ad4918de	no_churn	0.022948	0	no_churn	-0.057183	-0.003171	-0.01855	-0.022212	-0.063356	-0.151852	0.030107	0.02719	Female	21	No	No	Unemployed	Suburban	High School or Below	1,671,429,600
10	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	01b17a82-d170-462c-9095-a8320d2f971c	no_churn	0.094697	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Female	78	No	No	Unemployed	Rural	College	1,671,429,600
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	69937811-875f-402a-8457-ef25bd7401c4	no_churn	0.578146	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Female	45	No	Yes	Employed	Suburban	Master	1,671,429,600
44	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	4ed95155-08dd-44f2-94a5-45140164ebbf	no_churn	0.231736	0	no_churn	-0.122912	-0.004853	0.091513	0.093238	0.073497	0.057494	0.026336	0.061329	Female	60	Yes	Yes	Employed	Suburban	Master	1,671,429,600
12	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	0c5d6f37-3f19-4f97-8fb8-5de6de8737ab	no_churn	0.179361	1	churn	0.055886	-0.007457	0.003501	-0.044584	-0.009512	-0.062157	-0.020744	-0.032708	Female	32	No	No	Employed	Suburban	High School or Below	1,671,429,600
12	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	13263cc6-a222-4bea-8be1-0aca5729f55d	no_churn	0.179361	1	churn	0.055886	-0.007457	0.003501	-0.044584	-0.009512	-0.062157	-0.020744	-0.032708	Male	31	Yes	Yes	Employed	Suburban	Bachelor	1,671,429,600
21	Yes	Yes	High Speed	Phone_Support	One year	100hrs+	Active	00d1752d-dc37-455a-9b99-8105a82e464e	no_churn	0.148205	0	no_churn	0.00152	-0.00168	0.067446	0.014208	0.096402	0.033682	0.116334	0.087061	Female	44	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
36	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	d7b9b8ce-cac9-4541-b8e6-dacf6f6e793d	no_churn	0.034662	0	no_churn	-0.040159	-0.006634	-0.015928	-0.114091	0.015486	-0.064179	-0.012427	-0.031094	Male	34	Yes	Yes	Unemployed	Suburban	College	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	fde59b48-8f30-4feb-8e34-200324cf2d2c	no_churn	0.00553	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Female	58	No	Yes	Employed	Urban	College	1,671,429,600
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	43614d0b-b059-43e7-b108-bfad5190b007	no_churn	0.24828	0	no_churn	-0.208797	-0.003802	-0.000421	0.006338	0.040726	0.017149	-0.015152	0.024931	Male	49	Yes	No	Medical Leave	Suburban	Bachelor	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f0a2f4f6-066e-427e-8b43-c15f3649fb0a	churn	0.818125	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	31	No	No	Employed	Suburban	Bachelor	1,671,429,600
6	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	3e066e47-4f3c-459c-ab4e-052ef1f27475	no_churn	0.03056	0	no_churn	-0.008593	-0.011916	-0.014459	-0.048238	-0.031555	-0.066459	-0.037191	-0.033948	Male	30	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
7	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	8842ba71-338e-4194-84f7-b6e65c9b7169	churn	0.253635	0	no_churn	-0.024141	-0.003484	-0.111937	-0.021011	0.032276	0.055903	-0.178764	0.002132	Male	39	No	No	Employed	Urban	College	1,671,429,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	3fb4cda4-bac3-4feb-b53b-ca97044e8a84	no_churn	0.360491	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	79	No	No	Unemployed	Suburban	Bachelor	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	de1abffb-6839-4360-b4da-3c28c92972cd	churn	0.822304	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	40	Yes	No	Unemployed	Suburban	High School or Below	1,671,429,600
55	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	e3842b67-b1e1-4298-bf95-f0f5a51b0887	no_churn	0.04722	0	no_churn	-0.053585	-0.003787	0.001857	-0.030608	-0.053978	-0.074381	-0.02757	-0.026974	Male	50	No	Yes	Unemployed	Urban	Bachelor	1,671,429,600
8	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	cc8da6c8-a0f0-4579-8158-593821b6a8f1	churn	0.219221	1	churn	-0.005851	-0.006915	-0.006939	-0.034587	-0.085369	0.048977	-0.019102	-0.016818	Female	27	No	No	Disabled	Suburban	Master	1,671,429,600
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	ca9ee39d-eced-45dc-96e5-b7de7cb4380f	no_churn	0.017424	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Male	53	No	No	Employed	Suburban	High School or Below	1,671,429,600
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	03e2403c-27a7-481a-8b23-603ed997ab10	churn	0.534184	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Female	41	No	No	Unemployed	Rural	College	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	76ad385c-1c5d-40b0-a3f6-734caf00c570	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Female	28	No	Yes	Medical Leave	Suburban	High School or Below	1,671,429,600
36	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	bc1733ee-52ef-4286-a453-95f1daa8be2f	no_churn	0.034662	0	no_churn	-0.040159	-0.006634	-0.015928	-0.114091	0.015486	-0.064179	-0.012427	-0.031094	Male	46	No	No	Employed	Urban	College	1,671,429,600
57	Yes	Yes	Medium Speed	Phone_Support	Two year	<50hrs	Active	f2cf3230-7590-412e-9ad0-fa33e0c60f79	no_churn	0.055101	0	no_churn	-0.029052	-0.000752	-0.018044	-0.10784	0.072183	-0.10085	0.055777	0.059553	Female	24	No	No	Employed	Urban	College	1,671,429,600
36	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	dba18fab-cc93-48f5-b778-4c94286e15bd	no_churn	0.034662	0	no_churn	-0.040159	-0.006634	-0.015928	-0.114091	0.015486	-0.064179	-0.012427	-0.031094	Male	51	No	No	Unemployed	Rural	College	1,671,429,600
12	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	00a1ee17-a6a6-4df6-b0fb-4cdf58686dd2	no_churn	0.179361	1	churn	0.055886	-0.007457	0.003501	-0.044584	-0.009512	-0.062157	-0.020744	-0.032708	Female	38	No	No	Unemployed	Suburban	Bachelor	1,671,429,600
56	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	17b448b4-a8ae-4a1d-9ee3-e2ed29251551	no_churn	0.281673	0	no_churn	-0.121466	-0.012527	0.02213	-0.019006	-0.05434	0.064028	0.016862	0.065292	Male	80	Yes	Yes	Disabled	Rural	High School or Below	1,671,429,600
4	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	92d861ba-5d26-4df4-97b0-700a757f14e4	no_churn	0.036789	0	no_churn	0.014351	-0.005503	-0.032289	-0.054698	-0.004295	-0.10592	-0.039461	-0.041212	Female	55	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	5a2333a9-9d6a-4349-af97-668fb1aa7cb4	no_churn	0.022615	0	no_churn	-0.111906	-0.002109	0.042073	0.049363	0.04703	-0.079431	0.064395	0.054154	Female	51	No	No	Employed	Suburban	College	1,671,429,600
51	No	No phone service	High Speed	Phone_Support	One year	<50hrs	Active	792f3ab4-8a5d-41b4-b42e-af19ce65a74b	no_churn	0.129139	0	no_churn	-0.092566	0.021674	0.008057	-0.005024	0.01597	-0.102681	-0.018415	0.027292	Male	78	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
60	No	No phone service	Low Speed	In_Store_Support	Two year	<80hrs	Active	185f5724-31d1-40a5-b318-c1da80b37135	no_churn	0.156479	0	no_churn	-0.073102	0.024627	-0.000187	-0.006963	-0.036967	-0.234166	0.042959	0.024771	Female	57	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
6	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	63fb60e4-5a90-45f8-8b1a-b6b55803a476	no_churn	0.03056	0	no_churn	-0.008593	-0.011916	-0.014459	-0.048238	-0.031555	-0.066459	-0.037191	-0.033948	Female	34	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
52	No	No phone service	High Speed	Phone_Support	Two year	<80hrs	Active	21fe4020-8751-4e4d-b332-517fc7842d9d	no_churn	0.019513	0	no_churn	-0.040431	0.000186	0.000374	-0.002994	0.050971	-0.202961	0.015135	0.045694	Male	41	No	No	Disabled	Suburban	College	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cf768ef8-775b-43f0-8eac-4155f11d9e41	churn	0.818125	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	78	Yes	Yes	Employed	Suburban	College	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	20b37e3a-f251-4a8a-8766-c8f63db46cb0	churn	0.822304	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Female	44	No	No	Unemployed	Suburban	Bachelor	1,671,429,600
60	No	No phone service	Low Speed	In_Store_Support	Two year	<80hrs	Active	90ff9747-aed7-4a68-8fad-29efc7415f87	no_churn	0.156479	0	no_churn	-0.073102	0.024627	-0.000187	-0.006963	-0.036967	-0.234166	0.042959	0.024771	Male	67	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7cfd2ebb-f76a-4993-acd7-53e7485f1675	no_churn	0.567912	0	no_churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	23	No	No	Employed	Suburban	High School or Below	1,671,429,600
4	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a9fb2f75-e35c-4838-8836-d38bd0e14cdd	no_churn	0.3344	0	no_churn	0.078754	-0.011243	-0.03788	-0.109608	-0.130874	0.064211	-0.03427	-0.024428	Male	79	No	No	Disabled	Suburban	High School or Below	1,671,429,600
24	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	1620e093-4823-4923-85ea-d3ee4d7effe6	no_churn	0.317536	0	no_churn	-0.145868	-0.005887	0.036924	0.058408	-0.115985	0.045304	-0.042787	-0.034468	Male	46	Yes	No	Employed	Rural	College	1,671,429,600
1	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	9703280f-46c3-42c3-891e-3b0a3bc84039	churn	0.564243	1	churn	0.219737	-0.007025	-0.022192	-0.046504	-0.010735	0.11999	-0.019577	-0.000988	Male	80	No	Yes	Employed	Suburban	Master	1,671,429,600
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	cb1c4a6d-2209-47fb-ba45-fe29515cf411	churn	0.707994	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	80	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
72	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	9008121c-9076-443f-a5b6-7adab4f2a876	no_churn	0.004466	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	22	Yes	Yes	Disabled	Suburban	Bachelor	1,671,429,600
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a8fd5187-a389-43c0-b4e4-0dc6e0571572	no_churn	0.69175	0	no_churn	-0.170431	-0.004973	0.084282	-0.079176	0.004166	0.011862	0.006861	-0.01995	Male	58	Yes	Yes	Employed	Suburban	College	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	587197be-9246-45e1-80b0-340c1733063a	churn	0.785174	1	churn	0.102516	-0.004564	0.019903	-0.014732	0.081907	0.119982	0.058602	0.007956	Female	25	Yes	Yes	Employed	Suburban	College	1,671,429,600
10	No	No phone service	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	46e2c414-6cfd-412f-b53f-685859679bf4	churn	0.634861	1	churn	0.139362	0.000171	0.008556	-0.073642	0.105896	0.130149	0.088735	0.052295	Male	47	No	No	Employed	Urban	College	1,671,429,600
48	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	ad6448ff-1da2-4f89-bf67-6836e84565fe	no_churn	0.008676	0	no_churn	-0.040546	-0.003568	-0.007431	-0.033186	-0.018447	-0.122627	-0.010983	-0.012237	Male	80	No	No	Employed	Urban	Master	1,671,429,600
29	Yes	Yes	Low Speed	Phone_Support	One year	<50hrs	Active	8521b8da-7d56-44dc-be66-545e8e91e122	no_churn	0.158864	0	no_churn	-0.040725	-0.000845	-0.037149	0.006847	0.033637	-0.176365	0.07032	0.076339	Male	69	Yes	No	Unemployed	Suburban	Bachelor	1,671,429,600
29	Yes	Yes	Low Speed	Phone_Support	One year	<50hrs	Active	20a10cb4-4a67-48c0-ace5-05402de8e465	no_churn	0.158864	0	no_churn	-0.040725	-0.000845	-0.037149	0.006847	0.033637	-0.176365	0.07032	0.076339	Female	28	No	Yes	Unemployed	Rural	High School or Below	1,671,429,600
68	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	639be7e8-8d63-4dbd-bd34-55e304056dbf	no_churn	0.01259	0	no_churn	-0.051826	-0.003426	-0.01367	-0.021676	-0.01715	-0.13278	-0.012376	-0.016122	Female	70	Yes	Yes	Unemployed	Suburban	College	1,671,429,600
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	15fbdacb-ee13-4674-949b-08be7f0ce8d2	no_churn	0.470775	0	no_churn	0.049644	-0.000795	0.027976	0.040162	0.014262	0.130265	-0.038466	-0.044443	Male	79	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	46d8b80b-208d-4cca-9add-756e714f3452	no_churn	0.337465	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	50	No	Yes	Employed	Urban	Bachelor	1,671,429,600
59	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	d8e91d81-0bf6-435f-a843-65eaef563328	no_churn	0.269204	0	no_churn	-0.01397	-0.001827	0.050967	0.037094	0.124618	0.107421	0.232747	0.103924	Male	27	No	Yes	Medical Leave	Suburban	College	1,671,429,600
47	Yes	No	Low Speed	Phone_Support	Two year	<80hrs	Active	0ea47abd-47cc-4112-afb3-19457994c677	churn	0.020496	0	no_churn	-0.000356	-0.000818	-0.019476	0.016	0.095254	-0.15133	0.063986	0.077714	Female	69	Yes	Yes	Employed	Rural	College	1,671,516,000
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	b144e80f-200e-40bc-ae22-da336e027b6e	no_churn	0.032803	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Female	54	No	Yes	Disabled	Suburban	Bachelor	1,671,516,000
63	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	f45df84c-c505-4020-b453-f2d04a03c1c9	churn	0.007792	0	no_churn	-0.086084	-0.002499	-0.008419	0.002088	-0.050667	-0.180714	0.027492	0.029776	Male	51	No	Yes	Unemployed	Suburban	High School or Below	1,671,516,000
24	Yes	No	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	88c6be9e-2ba7-407f-87fd-6d4422c22bf4	no_churn	0.084943	0	no_churn	0.00048	-0.001753	-0.015566	0.046162	0.002492	0.117843	0.200696	0.098119	Female	66	No	Yes	Employed	Urban	College	1,671,516,000
71	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	16240a89-ce16-4fb1-a36a-65b808f0330a	churn	0.005779	0	no_churn	-0.11389	-0.002714	0.001059	-0.049495	0.033472	-0.221916	0.041581	0.050876	Male	63	No	No	Unemployed	Urban	Master	1,671,516,000
35	Yes	No	High Speed	Phone_Support	One year	<50hrs	Active	2c2f5bd4-ff54-4260-b725-d81fbedcda86	no_churn	0.203903	0	no_churn	-0.133853	-0.003062	-0.025604	-0.061851	0.011592	-0.060467	-0.00689	0.04111	Female	74	No	No	Employed	Rural	College	1,671,516,000
20	Yes	No	High Speed	Phone_Support	One year	100hrs+	Active	415b1285-366d-4434-970c-ff183c99c7af	no_churn	0.088381	0	no_churn	-0.003987	-0.004267	-0.081382	-0.016141	0.013037	-0.1486	0.063505	0.068809	Male	36	Yes	No	Employed	Suburban	Master	1,671,516,000
55	Yes	Yes	Medium Speed	In_Store_Support	One year	<80hrs	Active	9806547d-604a-4d5e-b754-5bd3078363ac	no_churn	0.077199	0	no_churn	-0.057689	-0.00602	-0.02577	-0.062891	-0.107264	-0.045318	0.039574	0.041351	Female	55	No	Yes	Unemployed	Suburban	College	1,671,516,000

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