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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	High Speed	Expired	Month-to-month	<80hrs	Active	f8e39f8e-d8b9-4462-afa3-7b5c232af193	no_churn	0.303244	0	no_churn	0.127171	-0.018581	-0.104092	-0.073028	-0.146279	0.046421	-0.085774	0.015137	Male	48	No	Yes	Employed	Suburban	College	1,670,911,200
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	aedc338b-0dd1-491d-aaba-5b11f4ab1175	no_churn	0.721415	0	no_churn	0.051675	-0.001815	-0.004606	0.084026	0.00553	0.123349	0.034624	-0.031146	Male	34	No	No	Employed	Suburban	Bachelor	1,670,911,200
8	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	ce9a76d9-383b-4218-9ec2-f9e20a3ca268	no_churn	0.624377	0	no_churn	0.011034	-0.008169	-0.028518	0.100929	-0.10959	0.059484	-0.026071	-0.048125	Male	56	No	No	Unemployed	Urban	Bachelor	1,670,911,200
57	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	d5fd1b53-7c23-4b25-ad48-e2d498e97982	no_churn	0.271544	0	no_churn	-0.19244	-0.011663	0.021888	0.026517	0.00445	0.017935	0.017161	0.027125	Male	45	No	No	Disabled	Urban	Bachelor	1,670,911,200
29	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	15598646-39c7-4345-aed9-9ae67eeb5873	churn	0.324202	0	no_churn	-0.209295	-0.005493	-0.124913	0.048268	-0.020456	0.036912	0.007928	0.008022	Male	27	Yes	Yes	Employed	Suburban	Doctor	1,670,911,200
40	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	8e6183b0-e0c1-4eff-8991-9b25d865eda6	no_churn	0.008113	0	no_churn	-0.049804	-0.004607	-0.013793	-0.065662	-0.004604	-0.130364	0.011856	-0.012049	Male	60	No	Yes	Employed	Suburban	College	1,670,911,200
34	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	430453da-e482-4feb-a2a6-bffa303c0072	no_churn	0.645199	1	churn	-0.158027	-0.007725	0.037346	-0.068882	-0.090013	0.035014	-0.010322	0.013583	Male	79	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
2	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	3c4b317b-ebc1-473d-9c49-80efe7e3041c	no_churn	0.194969	0	no_churn	0.121811	-0.010172	-0.051078	-0.078475	-0.033113	0.059329	0.075007	-0.029428	Male	33	No	No	Unemployed	Urban	Bachelor	1,670,911,200
0	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Disabled	8900387e-f549-438e-afb8-bb53b9262af7	churn	0.01181	0	no_churn	0.094984	-0.005953	0.00711	-0.062281	-0.023347	-0.248641	0.027833	-0.018732	Male	43	No	No	Employed	Suburban	High School or Below	1,670,911,200
2	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	71d65577-04d0-4006-ad0b-f3dca67b6a5b	no_churn	0.540596	0	no_churn	0.23398	-0.009519	-0.02104	-0.023204	-0.036395	0.115153	0.029805	-0.031149	Female	72	No	Yes	Disabled	Suburban	High School or Below	1,670,911,200
46	Yes	Yes	Low Speed	Expired	One year	100hrs+	Disabled	aa366973-566b-43b5-becc-f33b82d1839b	no_churn	0.022919	0	no_churn	-0.122435	-0.006273	0.01086	-0.026407	0.000373	-0.062454	0.047024	-0.032215	Male	41	No	No	Employed	Suburban	Bachelor	1,670,911,200
32	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	1132b1d4-86f8-4f4d-a4f3-e33514f1855f	no_churn	0.269378	1	churn	-0.14927	-0.003132	-0.043491	-0.089675	0.035253	0.034022	-0.026827	0.056595	Male	43	No	No	Employed	Suburban	Bachelor	1,670,911,200
67	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Disabled	f9952770-1185-49a1-bc25-1c9ef564ff0d	no_churn	0.11111	0	no_churn	-0.11649	-0.002049	0.035451	0.049924	0.018071	-0.09428	0.051477	-0.050296	Female	36	Yes	Yes	Employed	Urban	Bachelor	1,670,911,200
46	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	f9522773-083c-42d7-a7a9-e86e70700ec5	no_churn	0.299355	1	churn	-0.201761	-0.000804	0.065867	0.053437	-0.060403	0.074716	0.039962	0.06996	Male	61	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
59	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	972c1520-95f6-4360-b168-01298e17ae79	no_churn	0.443909	1	churn	-0.071165	-0.0012	0.002181	0.022745	0.11028	0.074404	0.127577	0.092151	Female	50	No	Yes	Employed	Urban	High School or Below	1,670,911,200
46	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	2929b9a2-d54e-4ca1-9fd1-477d3773cd2c	no_churn	0.3026	0	no_churn	-0.153418	-0.002622	0.036242	0.113416	0.036973	0.070682	0.070429	-0.04573	Female	63	No	No	Employed	Suburban	College	1,670,911,200
4	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	ba187e40-2dbb-469f-8f75-2b1fd1028694	no_churn	0.091939	0	no_churn	0.189875	0.001366	-0.024456	-0.015306	0.014678	0.103909	0.080917	-0.055075	Female	72	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
33	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Disabled	3bb4c6a8-af82-4943-8d2e-5adae67e4895	no_churn	0.011608	0	no_churn	-0.006521	-0.001448	0.03574	-0.001265	-0.05337	-0.155626	0.048317	-0.014853	Female	20	Yes	Yes	Employed	Urban	Bachelor	1,670,911,200
40	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	aaa9c1d6-b116-4e45-b1d9-7bf347600cab	no_churn	0.008113	0	no_churn	-0.085618	-0.01388	-0.089236	-0.021415	0.023533	0.071365	0.072692	-0.039468	Female	43	No	Yes	Employed	Urban	Master	1,670,911,200
7	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	56dbcf22-3a11-4320-9323-5d6c2d9c102c	no_churn	0.143832	0	no_churn	-0.06896	0.054618	0.020709	-0.082557	0.017118	0.088022	0.056654	-0.040296	Female	24	No	No	Unemployed	Urban	High School or Below	1,670,911,200
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	0d82b425-13db-4c8d-a3a3-38348c7d520e	no_churn	0.007058	0	no_churn	-0.104441	-0.004174	0.010704	-0.03072	-0.022539	-0.170353	0.023317	0.02918	Male	64	No	No	Unemployed	Suburban	College	1,670,911,200
5	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	270431c9-6164-42f3-859f-f8b299d0f440	no_churn	0.779942	1	churn	0.14908	-0.000329	0.024229	0.187792	0.052937	0.120019	0.008999	0.026653	Female	57	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
54	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	e77c2073-43dc-4d4a-a2e7-c964f3b5d922	no_churn	0.013282	0	no_churn	-0.146215	-0.008311	-0.063756	-0.033621	-0.039518	0.025935	0.024873	-0.028413	Female	70	No	No	Employed	Suburban	Master	1,670,911,200
72	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Active	0ca189aa-46cc-49d4-a78c-05516e481bd6	no_churn	0.134484	0	no_churn	-0.148708	-0.00309	0.02138	0.048559	0.005734	-0.248072	0.025762	0.029408	Female	38	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
54	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	faeb42c0-2631-4faa-9b20-6657532a6a1a	no_churn	0.147557	0	no_churn	-0.036462	-0.007534	0.077069	0.097699	0.027645	0.061288	0.098875	0.084393	Female	67	No	Yes	Employed	Suburban	Doctor	1,670,911,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	21a9b26d-6165-4ea9-9fae-bd2979ec8d20	no_churn	0.879126	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Male	23	No	No	Employed	Rural	High School or Below	1,670,911,200
3	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	b4e039b0-d119-412e-8335-42b40f6a4056	no_churn	0.039333	0	no_churn	0.08657	-0.01326	-0.069369	-0.089676	-0.068191	0.05521	-0.027576	-0.017556	Female	58	No	No	Unemployed	Rural	Master	1,670,911,200
56	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	4954d4ea-d3b3-4f00-9c83-f6bcf86f1999	no_churn	0.163565	0	no_churn	-0.073964	-0.003053	-0.022254	0.020451	0.084633	0.076264	0.1135	-0.064724	Female	50	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	1a0cea11-5b26-43d7-981a-3a5865c1f79d	churn	0.305014	0	no_churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	58	No	Yes	Employed	Rural	College	1,670,911,200
72	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	a54348c0-b2fd-40d3-a9b5-b404719c5ff1	no_churn	0.004543	0	no_churn	-0.104226	-0.00588	0.009917	-0.050638	-0.130272	0.044567	0.022986	0.042853	Male	49	No	Yes	Employed	Suburban	Master	1,670,911,200
26	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	debd952a-cd00-41f3-8365-2de0c2a4f0a1	no_churn	0.120816	0	no_churn	-0.080584	-0.002381	-0.114349	-0.024276	-0.012195	-0.078495	0.043525	0.049729	Male	41	No	No	Employed	Suburban	College	1,670,911,200
3	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	ccddea5c-f932-4d8a-951b-58aa44cbe523	no_churn	0.313151	0	no_churn	0.091544	-0.012092	-0.050024	-0.082145	-0.006407	0.077328	-0.019111	-0.022234	Male	24	Yes	No	Employed	Rural	Bachelor	1,670,911,200
2	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	213c6f6c-e4a0-4e28-93da-cc0c7cfe7f66	no_churn	0.456335	0	no_churn	0.174105	-0.01593	-0.09483	-0.074049	0.013725	0.084229	-0.021212	-0.030551	Male	61	No	No	Employed	Suburban	Bachelor	1,670,911,200
4	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	b4f4a59e-26c3-4378-95e0-ae81c231690c	churn	0.091939	0	no_churn	0.157155	-0.00147	-0.019048	0.011359	0.067336	0.119671	0.113852	-0.058278	Male	69	Yes	Yes	Employed	Rural	High School or Below	1,670,911,200
31	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	96497b86-2408-46cc-b9f6-fb8d1366c3b1	no_churn	0.506605	1	churn	0.050925	-0.001414	0.090497	0.163588	0.012456	0.122623	0.072367	0.077432	Male	45	No	No	Unemployed	Suburban	College	1,670,911,200
15	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	29bb1d07-17b7-445a-88ed-c6d7006fc0e9	no_churn	0.505665	0	no_churn	0.118393	-0.010462	0.064951	-0.055673	-0.039286	0.082741	0.013103	-0.003968	Female	46	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
38	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	7124aa6d-4fc3-44dc-bc4d-a1f7353a9441	no_churn	0.007008	0	no_churn	-0.008127	-0.004099	-0.002418	-0.063036	-0.001396	-0.1855	0.005613	-0.010063	Male	54	Yes	No	Employed	Urban	Bachelor	1,670,911,200
34	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	15eca471-f62c-423f-abed-0d34862b978e	no_churn	0.645199	1	churn	-0.087127	-0.002953	0.03252	-0.066133	-0.111951	0.060845	0.018308	0.028797	Female	59	No	No	Employed	Suburban	High School or Below	1,670,911,200
9	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	f08b45b3-cb8e-41cf-b383-69c754759cdf	churn	0.135368	0	no_churn	0.163136	0.000902	0.004418	0.110455	0.051037	0.125393	0.090013	-0.029652	Female	74	Yes	No	Unemployed	Rural	Master	1,670,911,200
15	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	e00dbf73-c1f1-49d8-ac9d-f1a8dd3b4335	no_churn	0.488763	0	no_churn	0.134597	-0.007851	-0.042121	0.064962	0.079534	0.053595	-0.046011	0.00427	Male	62	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
27	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	87df6af4-0149-48c6-9702-ae3512ab7072	no_churn	0.374782	1	churn	0.031306	-0.001594	0.049696	0.148566	0.066403	0.134353	0.067257	-0.038925	Male	25	Yes	No	Medical Leave	Suburban	High School or Below	1,670,911,200
25	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	91a3cef2-85dc-4097-bc60-c577c5aeee97	no_churn	0.033617	0	no_churn	-0.084038	-0.013136	-0.046913	-0.081596	-0.044419	0.021133	-0.002591	-0.017466	Female	48	No	No	Employed	Suburban	Bachelor	1,670,911,200
46	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	9d9bed3c-0a91-4115-b8e8-0d2630d3fdd2	no_churn	0.022919	0	no_churn	-0.109318	-0.004398	0.039688	0.013098	-0.034724	0.062614	0.072423	-0.055075	Female	67	No	Yes	Unemployed	Urban	Bachelor	1,670,911,200
69	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	0fb6f5c2-7ead-44b6-bf80-069489ceffc8	churn	0.017844	0	no_churn	-0.086407	-0.005538	-0.122092	0.004753	-0.057716	0.037219	0.040556	0.0502	Female	28	No	Yes	Retired	Urban	College	1,670,911,200
12	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	69949f8e-500c-4db1-8887-4587d39cb3ea	no_churn	0.2497	0	no_churn	0.100112	-0.002369	0.109363	-0.00856	0.073997	0.108014	0.032204	0.062926	Female	69	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
39	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	dca5c20c-0ab5-4848-84f8-f0cbb476ab61	no_churn	0.276822	0	no_churn	0.006867	-0.003962	0.064726	0.118387	0.029349	0.10352	0.006005	-0.023917	Female	25	No	No	Unemployed	Suburban	College	1,670,911,200
1	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	e85c5573-25ee-4c51-ad13-bc2125c6054c	no_churn	0.522015	1	churn	0.282792	-0.004513	0.07589	-0.036305	-0.00908	0.140101	-0.015112	-0.005465	Female	51	No	No	Unemployed	Suburban	Master	1,670,911,200
19	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Active	ad2e2b00-f2b9-4512-962e-64fe438ae18d	no_churn	0.573108	1	churn	0.057847	-0.006581	-0.045273	0.015822	0.151297	0.104511	0.131175	0.124453	Female	50	No	Yes	Disabled	Suburban	High School or Below	1,670,911,200
19	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	c1de05d0-f774-4852-84d3-0a28a437a1f1	no_churn	0.573108	1	churn	-0.007359	-0.005729	-0.029583	-0.084767	-0.015601	0.069484	-0.000254	0.083354	Female	34	No	No	Employed	Suburban	High School or Below	1,670,911,200
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	f281c8c5-40c9-4ee9-9b28-a9c63083cf28	no_churn	0.50305	1	churn	0.141914	-0.002436	-0.02023	0.103687	0.042797	0.126451	0.073242	-0.044144	Male	52	No	No	Employed	Rural	College	1,670,911,200
47	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	0a306e11-bb10-451b-a8f8-614cb4b06b6c	no_churn	0.400422	1	churn	-0.086254	-0.003137	-0.025215	-0.045134	0.020091	0.060726	-0.111877	0.001774	Female	74	Yes	No	Retired	Rural	College	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	a86813a2-61be-4d91-8a4f-d60f309e8e7e	no_churn	0.387835	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	28	No	No	Employed	Suburban	Bachelor	1,670,911,200
35	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	9f544425-ad18-4d20-888e-783c0cc86eda	no_churn	0.00731	0	no_churn	-0.139324	-0.009145	-0.031057	-0.088818	-0.01491	0.024233	0.00255	-0.012555	Female	23	No	Yes	Employed	Urban	College	1,670,911,200
24	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	8ec03140-563a-44dc-a188-8f323a2140f0	no_churn	0.007049	0	no_churn	-0.086362	-0.006614	0.022678	-0.068881	-0.061425	0.024547	-0.036187	-0.036783	Male	20	No	No	Retired	Rural	High School or Below	1,670,911,200
2	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	9f3b8bac-9a3e-403d-807d-df220302629d	no_churn	0.456335	0	no_churn	0.237718	-0.009531	-0.022558	-0.03261	0.030746	0.12538	0.06355	-0.029689	Male	52	Yes	No	Disabled	Suburban	College	1,670,911,200
54	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	d29703ef-5b45-4933-801c-d92e5ccd88c0	no_churn	0.013282	0	no_churn	-0.120566	-0.0085	-0.025501	-0.060641	-0.06454	0.019222	0.01611	-0.02461	Female	26	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
25	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	3589d34f-386b-498f-bf7f-74b33153835a	no_churn	0.033617	0	no_churn	-0.101706	-0.006452	-0.075151	-0.043268	-0.056449	0.035268	0.022963	-0.024517	Male	75	No	No	Employed	Suburban	High School or Below	1,670,911,200
47	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	7772689b-ab4a-48aa-af23-141f6c65e35f	no_churn	0.400422	1	churn	-0.069518	-0.004768	-0.04711	0.073216	-0.077385	0.027703	-0.008516	0.017352	Female	78	No	No	Employed	Suburban	Bachelor	1,670,911,200
11	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	d1ac1e08-06a7-49fd-b82a-19b8c28f2985	no_churn	0.25993	0	no_churn	0.04567	-0.003199	-0.024235	-0.078784	0.103231	0.083613	-0.024734	0.022448	Female	67	No	Yes	Unemployed	Suburban	College	1,670,911,200
31	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	5e1308b2-9ecc-478f-aa0b-902b4359c862	no_churn	0.020962	0	no_churn	-0.115413	-0.005356	-0.048874	-0.081116	-0.053133	0.048946	0.010813	-0.024894	Female	54	No	Yes	Employed	Rural	College	1,670,911,200
71	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Active	cee6bbdb-67e1-442a-8c12-edd662ad2cce	no_churn	0.002643	0	no_churn	-0.088989	-0.007603	0.005406	-0.074596	-0.02823	-0.119251	0.016266	0.02797	Female	63	No	Yes	Medical Leave	Rural	Bachelor	1,670,911,200
62	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	69248e01-e588-4aec-941d-55bff1b66c84	no_churn	0.005172	0	no_churn	-0.062814	-0.00466	-0.019351	-0.036055	-0.027233	-0.118754	0.012462	-0.012622	Female	24	Yes	Yes	Employed	Suburban	College	1,670,911,200
15	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	2ccba399-dffc-466e-8119-9a3c6e543e1b	no_churn	0.221424	0	no_churn	-0.006516	-0.009091	0.011705	-0.099607	-0.093407	0.04456	0.035506	-0.034178	Female	48	No	No	Employed	Suburban	Bachelor	1,670,911,200
51	No	No phone service	High Speed	Expired	One year	<80hrs	Active	8ddcdb82-2a4f-4c51-9090-f77819bdd822	no_churn	0.14614	1	churn	-0.095327	0.024671	0.000537	-0.043346	-0.112611	-0.06835	0.03364	0.03176	Female	76	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
62	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	95495f2f-a66b-4058-9cff-df0576a2bdc9	no_churn	0.005172	0	no_churn	-0.079779	-0.01091	-0.025807	-0.002766	-0.069576	0.044483	0.007656	-0.012327	Male	58	No	Yes	Disabled	Rural	Bachelor	1,670,911,200
33	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	ccace390-372f-4cc5-91d8-90831f5555ab	no_churn	0.011608	0	no_churn	-0.073834	-0.008609	0.014057	-0.037786	-0.083623	0.035274	-0.003968	-0.019704	Female	45	No	No	Employed	Suburban	College	1,670,911,200
20	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	8d433314-8262-4887-ad1c-625b1ecea9c4	no_churn	0.023672	0	no_churn	-0.070315	-0.008929	-0.03746	-0.094414	-0.014045	0.035559	-0.027251	-0.029127	Female	35	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	7f589c96-a243-4d6c-97aa-30d1a205c4b3	no_churn	0.134484	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Female	37	Yes	Yes	Unemployed	Suburban	Doctor	1,670,911,200
20	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	b2616277-0d5d-4940-8aa9-dc407460622d	no_churn	0.346591	1	churn	-0.105771	-0.005956	0.055911	-0.034008	-0.076114	0.068787	0.062612	0.065513	Female	53	No	Yes	Unemployed	Urban	Master	1,670,911,200
4	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	0f264760-28cf-41c1-8500-05824291c0ba	no_churn	0.664361	0	no_churn	0.150384	0.000993	0.05868	0.090968	-0.008585	0.102694	-0.039527	0.029034	Female	66	No	No	Employed	Suburban	Bachelor	1,670,911,200
5	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	7f220eb6-dbbe-4492-9a46-57ed2db27002	no_churn	0.779942	1	churn	0.083139	-0.001086	0.01386	0.093746	0.031162	0.086299	-0.050644	0.026653	Male	60	Yes	No	Medical Leave	Suburban	College	1,670,911,200
52	No	No phone service	Medium Speed	Expired	One year	<80hrs	Disabled	c88166f4-6de6-4fce-9a88-87df0e36268b	no_churn	0.023174	0	no_churn	-0.063026	0.037767	0.022429	-0.016341	-0.027479	-0.067616	0.056205	-0.030965	Male	56	No	Yes	Employed	Suburban	College	1,670,911,200
15	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	a418e9ea-89e4-4c9b-99bb-ed034c78ca6e	no_churn	0.288712	0	no_churn	0.100045	-0.00676	-0.003217	-0.105413	-0.143803	0.078587	0.045932	0.075604	Female	42	No	Yes	Employed	Suburban	College	1,670,911,200
53	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	5e710dd3-1e85-41bb-9fe6-ff6958ad83e1	no_churn	0.065556	0	no_churn	-0.188203	-0.00297	-0.034534	-0.163212	0.038111	0.039806	0.045453	0.056525	Male	72	No	No	Employed	Rural	Bachelor	1,670,911,200
7	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	fadfe8db-2a9c-4377-8ef8-2b88ce918474	no_churn	0.153042	0	no_churn	0.025177	-0.010752	-0.037623	-0.117227	-0.074626	0.036398	0.003333	-0.023706	Male	25	Yes	Yes	Employed	Urban	Bachelor	1,670,911,200
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	fc23afc7-d193-482f-a18e-679158845473	no_churn	0.456335	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Male	53	No	No	Employed	Urban	Master	1,670,911,200
4	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	6ff0de78-2589-429e-8496-d9bc37361529	no_churn	0.00823	0	no_churn	0.14037	-0.001307	-0.069	-0.072871	0.023227	0.078277	0.089381	-0.059097	Female	67	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
34	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	6aed2b6e-3885-497a-890a-1c694b7bda00	no_churn	0.038217	0	no_churn	-0.042104	0.000211	0.001992	0.116707	0.071932	0.097239	0.069596	0.055401	Female	46	No	No	Employed	Urban	College	1,670,911,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	e07e82ed-ec24-4fa7-aa6b-b97e970726fd	no_churn	0.70797	0	no_churn	0.02548	-0.002215	0.102443	-0.003895	0.03161	0.114669	0.009265	0.03559	Male	60	No	No	Employed	Suburban	College	1,670,911,200
48	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	a13d6c00-6a05-4485-814a-533149f262dd	no_churn	0.07671	0	no_churn	-0.125119	-0.005761	-0.068349	-0.050873	-0.036984	0.030398	0.022217	-0.024555	Female	73	Yes	No	Employed	Rural	High School or Below	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	16a5ea4c-2ddf-48f0-840f-e6ed8dd936d1	no_churn	0.466807	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	53	No	No	Disabled	Suburban	College	1,670,911,200
30	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	b213f569-b7d3-4ab4-b7dd-7028709746e1	no_churn	0.378159	0	no_churn	-0.168197	-0.008869	0.023254	-0.0033	-0.097833	0.063186	0.037339	0.057894	Female	59	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
32	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	0c197534-04d6-4f6f-a8aa-84ecdb4619c5	no_churn	0.269378	1	churn	-0.099101	-0.013234	-0.045314	-0.04754	-0.088345	0.028686	-0.002288	0.02811	Male	21	Yes	No	Unemployed	Suburban	Bachelor	1,670,911,200
34	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	f26616ba-e8d2-41a8-b41d-3590a962b71e	no_churn	0.038217	0	no_churn	-0.146088	-0.005258	0.022209	0.03126	0.011757	0.038748	-0.019331	0.027677	Male	76	No	No	Employed	Suburban	Bachelor	1,670,911,200
67	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	a302df31-b22a-4fba-a792-19a99af6a334	no_churn	0.00566	0	no_churn	-0.066386	-0.009783	0.016188	-0.038994	-0.003023	0.043249	0.060642	-0.04592	Female	64	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
37	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	100hrs+	Disabled	cadbca56-3875-48ba-8710-567b5bb61617	no_churn	0.119417	0	no_churn	-0.12391	-0.006047	-0.002668	-0.113861	0.025383	0.052819	0.045277	-0.034681	Male	39	No	Yes	Employed	Suburban	College	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	131e89ba-a06d-4560-82b8-4f2c85a29fe2	no_churn	0.305014	0	no_churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	55	Yes	Yes	Employed	Rural	College	1,670,911,200
67	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	9481f911-d653-4c39-a376-8ca0584df656	no_churn	0.079382	0	no_churn	-0.043625	-0.004076	0.093097	0.090182	0.098235	0.056223	0.087094	0.078843	Male	30	Yes	No	Unemployed	Rural	High School or Below	1,670,911,200
56	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	174c0b5f-81a5-4aba-a799-63a8f8c267fd	no_churn	0.163565	0	no_churn	-0.232503	-0.011389	0.005848	0.040771	0.002422	0.016707	0.011896	-0.032778	Female	34	No	Yes	Unemployed	Urban	High School or Below	1,670,911,200
30	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	4db2624e-39d9-4bcc-9713-ea259ec4c983	no_churn	0.378159	0	no_churn	-0.168197	-0.008869	0.023254	-0.0033	-0.097833	0.063186	0.037339	0.057894	Female	45	Yes	No	Unemployed	Rural	Bachelor	1,670,911,200
20	Yes	No	Low Speed	In_Store_Support	One year	<80hrs	Disabled	2246ddd6-9d43-473f-8969-1ae121249505	no_churn	0.023672	0	no_churn	-0.034601	-0.012616	-0.023919	-0.028525	-0.014573	-0.096301	0.039146	-0.027636	Female	77	Yes	No	Unemployed	Urban	High School or Below	1,670,911,200
4	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	123542a0-296e-43b7-b751-7af2db980c8f	no_churn	0.131147	1	churn	0.059223	-0.009454	-0.033196	-0.105659	-0.142468	0.062107	0.020009	-0.039589	Female	62	No	No	Medical Leave	Suburban	Bachelor	1,670,911,200
52	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4c6c1943-36df-4058-afa5-573ed9fb995a	no_churn	0.081509	0	no_churn	-0.188208	-0.006808	-0.023196	0.062683	-0.046487	0.009035	0.001271	-0.017316	Male	26	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
69	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Active	96dab820-8b4c-465c-8117-009399ce439d	no_churn	0.051794	0	no_churn	-0.109151	-0.002346	0.003121	0.049443	-0.00202	-0.209852	-0.005783	0.027561	Male	74	No	Yes	Unemployed	Suburban	College	1,670,911,200
40	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	71da8fd7-abab-46cc-80d4-6fb822cac79c	no_churn	0.008522	0	no_churn	-0.067593	-0.02163	-0.010965	-0.094726	-0.006237	0.055141	-0.032649	-0.030367	Female	63	No	Yes	Employed	Urban	High School or Below	1,670,911,200
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	00307791-b100-400c-9a26-13ed366b7e5d	no_churn	0.387835	1	churn	0.2983	-0.008212	-0.015908	-0.035961	0.035131	0.145386	0.100961	-0.050774	Female	71	Yes	No	Employed	Suburban	College	1,670,911,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	7034d386-bb05-4efe-ab2f-6c8b19944fa4	no_churn	0.860029	1	churn	0.220709	-0.006085	0.035968	0.075524	-0.042424	0.123789	0.027063	-0.01565	Male	62	No	Yes	Disabled	Suburban	High School or Below	1,670,911,200
0	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	bd04cdd4-2400-45ff-8f14-68c8e10264e8	no_churn	0.01181	0	no_churn	0.252939	-0.005201	0.070716	-0.041227	-0.010624	0.134926	-0.004864	-0.008358	Female	76	Yes	Yes	Employed	Urban	College	1,670,911,200
16	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c91ef96e-1c09-4910-a980-613a4a65ecd2	no_churn	0.476852	0	no_churn	0.119018	-0.000487	0.032604	0.182729	0.105752	0.118932	0.052599	-0.023006	Male	32	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	1cb1514c-487a-4d39-ad15-6b31fa936121	no_churn	0.709974	1	churn	0.233439	-0.003999	0.078558	0.121927	0.035428	0.160764	0.048203	-0.023469	Male	48	Yes	No	Employed	Suburban	College	1,670,911,200

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