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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
4	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	b80f309b-98bb-4467-b327-a14fba9d97c0	no_churn	0.360814	0	no_churn	0.065648	-0.010478	-0.09188	-0.118585	-0.043407	0.047659	0.004401	-0.024455	Male	75	Yes	Yes	Employed	Urban	Bachelor	1,673,416,800
35	Yes	Yes	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	7011fa63-21a8-435e-bfe4-6c38a61cf9a4	no_churn	0.062722	0	no_churn	-0.053014	-0.005074	0.027229	-0.038225	0.053304	0.068649	0.077436	-0.053775	Female	80	Yes	Yes	Employed	Rural	Bachelor	1,673,416,800
1	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	8d0ff41c-3571-4912-9d0f-2c5c16e6c117	churn	0.79411	1	churn	0.196939	0.082911	0.023203	-0.010316	-0.060482	0.147907	-0.020421	-0.006957	Female	70	No	No	Retired	Suburban	Bachelor	1,673,416,800
50	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	9751c6e9-2745-48cf-ba7c-9964c2027c89	no_churn	0.05886	0	no_churn	0.006597	-0.001119	0.094302	0.006887	-0.043977	0.085143	-0.017284	0.006758	Female	40	No	No	Unemployed	Suburban	College	1,673,416,800
35	Yes	Yes	High Speed	Expired	One year	100hrs+	Disabled	b6d9b28f-7d26-446e-9606-c6c073870abd	no_churn	0.030901	0	no_churn	-0.04568	0.000289	0.045184	-0.014378	-0.011281	-0.003136	0.004159	-0.004184	Male	43	Yes	Yes	Disabled	Suburban	College	1,673,416,800
72	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	5b7188fe-9321-4348-87a7-e3e8fb59aed0	no_churn	0.002671	0	no_churn	-0.165575	-0.008592	0.004963	-0.045347	-0.011064	0.03632	-0.002167	-0.027564	Female	33	No	Yes	Employed	Suburban	High School or Below	1,673,416,800
25	Yes	Yes	Low Speed	Expired	Month-to-month	0hrs	Disabled	6b3291e8-3be9-4ad0-b566-ec00acd73a90	no_churn	0.246193	0	no_churn	-0.053093	-0.007177	0.00361	-0.131133	-0.016291	0.019817	-0.032645	-0.042114	Male	35	No	Yes	Medical Leave	Urban	Bachelor	1,673,416,800
1	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	3271cf3f-5d62-4b0d-9628-fff093a3b707	no_churn	0.505257	0	no_churn	0.196939	0.082911	0.023203	-0.010316	-0.060482	0.147907	-0.020421	-0.006957	Male	23	No	Yes	Medical Leave	Suburban	College	1,673,416,800
10	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	59d2a47b-60cf-40ec-a36a-15a02f637727	no_churn	0.089682	0	no_churn	-0.032753	-0.01235	-0.009932	-0.137281	0.008543	0.049441	-0.038415	-0.062463	Male	59	No	Yes	Unemployed	Suburban	Doctor	1,673,416,800
44	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Disabled	200ab540-3b50-47fe-85cd-fc1a23f9ac74	no_churn	0.038046	0	no_churn	-0.078187	-0.004074	-0.024804	-0.035492	-0.002625	-0.11543	0.043103	-0.021517	Male	21	No	Yes	Employed	Urban	Bachelor	1,673,416,800
61	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	dd6bff16-f48f-44cc-8536-60fcb5b2fd5f	no_churn	0.090103	0	no_churn	-0.038319	0.140789	0.068245	0.033704	0.066982	0.133882	0.025461	-0.00977	Male	75	No	No	Employed	Suburban	High School or Below	1,673,416,800
43	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	8eaeb159-89d8-439e-99a5-65b1e379c822	no_churn	0.087061	0	no_churn	-0.063277	-0.006336	-0.020522	-0.029789	-0.06821	0.044895	-0.018957	-0.026829	Female	41	Yes	No	Medical Leave	Urban	High School or Below	1,673,416,800
30	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	e5239d8b-ba69-488d-9db4-dc4db7b7a3a2	no_churn	0.028006	0	no_churn	-0.045449	-0.005854	-0.015876	-0.03658	-0.032859	-0.124842	0.016578	-0.014145	Female	56	Yes	Yes	Employed	Suburban	Bachelor	1,673,416,800
42	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	367209a1-ec3e-43f3-8de0-24fd00a6e1bc	no_churn	0.062592	0	no_churn	-0.058006	-0.006432	-0.038765	-0.089854	-0.074125	0.042913	0.018156	-0.027915	Male	30	No	Yes	Medical Leave	Rural	High School or Below	1,673,416,800
41	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	013be0e6-3e44-400c-8c42-362e7d9eef52	no_churn	0.061676	0	no_churn	-0.071515	-0.002611	-0.014444	-0.051156	-0.019255	-0.036112	0.046239	-0.040172	Female	50	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
21	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	cfe6311f-2ec9-46ea-aa9b-b847cb167e17	churn	0.108017	0	no_churn	-0.063414	-0.011399	-0.083687	-0.079052	-0.038839	0.039703	0.008458	-0.020797	Female	62	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
22	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	92160a55-64f4-4160-ace0-a4d5c327bb83	no_churn	0.376271	1	churn	0.097239	-0.003056	0.110077	0.008749	0.040794	0.10585	-0.028361	0.008681	Female	51	No	No	Medical Leave	Suburban	Master	1,673,416,800
28	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	46442206-8ae5-44a9-8379-d7d688f9a7ea	no_churn	0.137025	0	no_churn	-0.111025	-0.006267	-0.027003	-0.031948	-0.066501	0.045198	0.052113	-0.033593	Female	54	No	No	Unemployed	Rural	High School or Below	1,673,416,800
10	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	90bd17e3-2649-498a-a315-b4b66b4b8695	no_churn	0.094697	0	no_churn	0.004583	-0.009767	-0.014714	-0.048075	-0.086103	0.053219	0.006658	-0.016456	Female	79	No	No	Employed	Suburban	High School or Below	1,673,416,800
19	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	2f943b98-6492-475a-b8a9-1b66110a44a0	no_churn	0.038352	0	no_churn	-0.018358	-0.00691	-0.03619	-0.08376	0.072225	0.055614	0.069613	-0.066259	Male	36	No	No	Employed	Suburban	College	1,673,416,800
9	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	5a922411-feed-4aab-a8f1-a7660589772c	no_churn	0.091919	0	no_churn	0.103656	-0.009041	0.008209	-0.078061	0.022704	0.074923	-0.043314	0.003322	Female	20	No	Yes	Employed	Urban	Bachelor	1,673,416,800
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	2d69008c-4aca-4959-bdb0-d567402a89c1	no_churn	0.620165	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	53	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	54989e2f-46c5-4dff-a02f-a16df968e06d	churn	0.724528	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	54	Yes	Yes	Employed	Urban	Bachelor	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	60abf579-eb46-4def-abf8-1087e27db9ce	no_churn	0.35472	1	churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	70	No	No	Employed	Suburban	High School or Below	1,673,416,800
5	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	0066510f-12eb-4b77-82c4-bea1bffc7665	no_churn	0.208661	0	no_churn	0.135378	-0.002656	-0.024563	-0.058989	-0.039185	0.068114	0.08563	-0.052732	Female	60	No	Yes	Unemployed	Suburban	College	1,673,416,800
53	Yes	No	High Speed	Expired	One year	0hrs	Disabled	b1da2303-4c12-46df-80fc-b19115bdf984	no_churn	0.041772	0	no_churn	-0.060863	-0.0041	-0.01748	-0.018482	-0.083409	-0.049589	-0.012638	-0.022466	Male	32	Yes	Yes	Disabled	Rural	High School or Below	1,673,416,800
71	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	6ec1afc2-bdb6-48ec-85c5-90022f01c8f3	no_churn	0.00278	0	no_churn	-0.084015	-0.003175	-0.044888	-0.008742	-0.024252	0.059088	0.036718	-0.032259	Male	25	No	No	Disabled	Urban	High School or Below	1,673,416,800
9	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	ddccab6d-7c78-4b0a-90b2-2537420d3ce1	no_churn	0.336322	1	churn	0.165857	-0.000987	0.035429	-0.046845	0.099215	0.110502	-0.005948	-0.03198	Female	48	No	No	Unemployed	Rural	College	1,673,416,800
18	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	20e8cd4c-fe81-47f7-a298-d377372e7dd5	no_churn	0.056687	0	no_churn	-0.058924	-0.015791	-0.049181	-0.060329	-0.090736	0.035788	0.029676	-0.029531	Male	49	No	Yes	Unemployed	Suburban	College	1,673,416,800
2	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	da6845e9-7df9-4345-9ff5-bd204b5b6428	no_churn	0.355578	0	no_churn	0.23398	-0.009519	-0.02104	-0.023204	-0.036395	0.115153	0.029805	-0.031149	Female	55	No	Yes	Unemployed	Suburban	College	1,673,416,800
1	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	3d999931-c406-41dd-9496-371b8bd78dbe	no_churn	0.37505	0	no_churn	0.213727	-0.015576	-0.084657	-0.134447	-0.081022	0.089621	0.025045	-0.02002	Female	53	No	Yes	Medical Leave	Suburban	College	1,673,416,800
19	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	b5274c25-ad7e-47fa-8811-647927a1f45a	no_churn	0.186333	0	no_churn	-0.052188	0.047282	0.003499	-0.018243	-0.012219	0.071314	0.076342	-0.054813	Female	25	No	No	Employed	Suburban	High School or Below	1,673,416,800
60	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	e325b183-22ac-4154-afea-92cb9324a80e	no_churn	0.010057	0	no_churn	-0.106267	-0.011643	-0.025326	-0.050891	-0.082049	0.026199	0.012602	-0.021651	Female	39	No	No	Unemployed	Suburban	College	1,673,416,800
2	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	d155497c-734d-4655-b2fa-b1d18da84d41	no_churn	0.668526	1	churn	0.238559	0.138082	0.058666	-0.011203	0.005717	0.163914	0.03122	-0.020488	Male	37	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
22	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	2354de1c-28e7-416d-a32e-23bdb73595f2	no_churn	0.13064	1	churn	-0.043491	-0.00808	-0.051661	-0.021948	-0.089016	0.024534	0.028211	-0.019908	Male	34	No	No	Unemployed	Suburban	College	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	78dc47be-6906-437e-931c-73a7fc3d3744	no_churn	0.339808	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	54	Yes	Yes	Employed	Suburban	Master	1,673,416,800
1	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	6bc5494b-78c3-49f0-9dc5-c38428bb8903	no_churn	0.830863	1	churn	0.292794	0.123532	0.044422	-0.024587	0.046401	0.162537	0.0567	-0.027253	Male	72	No	No	Employed	Rural	Bachelor	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	8fe6b53a-73a2-4202-94d2-aa83d4376aac	no_churn	0.703997	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	77	No	No	Retired	Suburban	College	1,673,416,800
1	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	99333429-49b7-4847-a39e-f73a54061c20	no_churn	0.731539	1	churn	0.215075	-0.010176	0.034318	-0.073134	-0.028324	0.115745	0.047454	-0.043213	Male	28	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
41	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	506ed88f-80a3-4351-bd54-1d8315cf2e64	no_churn	0.02849	0	no_churn	0.039146	-0.004536	0.003042	0.057905	0.02435	0.06721	-0.006277	0.000134	Male	80	No	Yes	Employed	Suburban	College	1,673,416,800
67	Yes	Yes	Low Speed	Expired	Two year	0hrs	Disabled	e03415f9-13c5-4525-a924-c3423d59fe98	no_churn	0.005235	0	no_churn	-0.053632	-0.002947	0.004581	-0.027908	0.000399	-0.106134	-0.018476	-0.064909	Female	67	No	No	Employed	Urban	High School or Below	1,673,416,800
3	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	2c47744b-3817-4d79-b96b-1285f459a0a2	no_churn	0.155826	0	no_churn	0.08657	-0.01326	-0.069369	-0.089676	-0.068191	0.05521	-0.027576	-0.017556	Male	68	No	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
7	No	No phone service	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	82939e79-3c8e-4b70-8343-985f682067d4	no_churn	0.148982	0	no_churn	0.105665	0.019115	0.013552	0.099917	0.040724	-0.040825	-0.010348	-0.008492	Female	34	No	Yes	Employed	Suburban	High School or Below	1,673,416,800
16	Yes	No	Medium Speed	Web_Chat_Support	Two year	100hrs+	Disabled	2e2a8044-0149-4e3a-9560-23268a29640a	no_churn	0.010162	0	no_churn	0.008858	-0.003047	-0.008808	-0.017955	0.047869	-0.163921	0.063583	-0.039606	Male	54	No	Yes	Unemployed	Suburban	College	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	90369afc-773a-4f3f-b0c3-f094bb3e71be	no_churn	0.589671	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	44	No	Yes	Unemployed	Suburban	College	1,673,416,800
2	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	5a76d284-78d5-4f74-806e-c94221dd32c3	no_churn	0.159217	0	no_churn	0.099262	-0.014437	-0.077114	-0.175075	-0.076724	0.032463	0.019869	-0.020289	Male	23	Yes	No	Employed	Suburban	High School or Below	1,673,416,800
38	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	54557ad2-c5f1-4d27-b818-13bfe50d6c80	no_churn	0.312013	0	no_churn	-0.073686	0.032128	0.014961	-0.148333	-0.030139	0.054429	0.016351	-0.014737	Female	61	No	No	Employed	Suburban	Bachelor	1,673,416,800
5	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	bd027b5b-be7a-4ac8-8298-f9410691a969	churn	0.367629	1	churn	0.13663	-0.001791	-0.022054	-0.00284	0.046117	0.092403	0.072888	-0.040837	Male	62	No	Yes	Unemployed	Rural	College	1,673,416,800
72	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	5987a1c3-d759-4e79-85c4-15df3066ff91	no_churn	0.003784	0	no_churn	-0.111263	-0.010685	0.007164	-0.054872	-0.010803	0.053247	0.050396	-0.042209	Male	73	No	Yes	Employed	Suburban	Doctor	1,673,416,800
25	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	e779d10f-793c-4f75-af6e-d9d0407be96d	no_churn	0.012522	0	no_churn	-0.019412	-0.00378	-0.049363	-0.042945	-0.017441	-0.094341	-0.00638	-0.005365	Female	65	Yes	No	Medical Leave	Urban	Bachelor	1,673,416,800
4	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	17bbfc3d-8293-4ca6-bc75-9218cb756818	no_churn	0.098825	0	no_churn	0.054683	-0.00697	-0.106507	-0.129003	-0.005385	0.068023	-0.0314	-0.059097	Male	37	Yes	Yes	Employed	Suburban	Bachelor	1,673,416,800
1	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	88dca475-6327-458f-988e-8a53a0fcd0e7	no_churn	0.722481	1	churn	0.32574	0.081901	0.04639	0.015392	0.044446	0.184561	0.057813	-0.025268	Male	54	No	No	Employed	Suburban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	3d95d679-7e45-4254-946c-3b11607ca7d9	no_churn	0.203693	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	74	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
21	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	62309160-00e6-4940-b57c-ee077b082eb8	churn	0.01335	0	no_churn	-0.014106	-0.007517	-0.033762	-0.013829	0.064774	0.072126	0.130674	-0.068554	Male	42	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
16	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	923bd275-d539-49a3-b5ce-3a07be5c1017	no_churn	0.160077	0	no_churn	0.213694	0.002941	0.036594	-0.011928	0.078327	0.128506	-0.000403	0.009984	Male	72	No	Yes	Employed	Urban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	4f60da0d-f93c-4767-a0f9-8de970b25e36	no_churn	0.775154	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	44	No	No	Unemployed	Suburban	Bachelor	1,673,416,800
6	Yes	No	High Speed	Web_Chat_Support	Two year	100hrs+	Disabled	b64676c4-4bb1-48f9-9e21-0c9d35155bb6	no_churn	0.014876	0	no_churn	0.010768	-0.002532	-0.005542	-0.018576	0.042062	-0.170357	0.058104	-0.032952	Female	30	Yes	Yes	Employed	Suburban	College	1,673,416,800
26	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	3b00e2f3-13cc-4f38-b2e1-98cb9374af4c	no_churn	0.019687	0	no_churn	-0.079029	-0.006632	-0.028918	-0.033008	0.008139	0.040067	-0.020737	-0.020576	Male	44	No	No	Employed	Suburban	High School or Below	1,673,416,800
1	No	No phone service	Medium Speed	Expired	Month-to-month	0hrs	Disabled	1b14b066-2032-4250-a5c5-5a0ecdf3939e	no_churn	0.48808	0	no_churn	0.128364	-0.023629	-0.026705	-0.168769	-0.069926	0.107524	-0.04163	-0.038223	Female	40	No	No	Unemployed	Rural	Master	1,673,416,800
9	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	9e7e6b18-41e6-4c4d-9ccd-cc6295143fd6	no_churn	0.263711	0	no_churn	0.009602	-0.018742	-0.05014	-0.188209	-0.036408	0.044663	-0.008765	-0.021027	Male	64	No	No	Employed	Rural	Bachelor	1,673,416,800
53	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	859f33a6-c71c-45bf-a9d4-cd44dde6720c	no_churn	0.008206	0	no_churn	-0.041286	-0.002794	-0.005008	-0.066155	-0.028956	-0.080018	0.030392	-0.015201	Female	26	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,416,800
18	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	4a6926c5-5371-49fc-bb89-fa36db804a64	no_churn	0.210755	0	no_churn	-0.089575	-0.014471	-0.060528	-0.057335	-0.052412	0.021089	0.009283	-0.025078	Male	28	No	Yes	Unemployed	Rural	College	1,673,416,800
4	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	79347db4-17cd-4f7f-a225-04558094ad85	no_churn	0.431748	0	no_churn	0.098286	-0.038488	-0.019792	-0.08424	0.032676	0.092029	0.083456	-0.04662	Female	49	No	Yes	Employed	Suburban	Doctor	1,673,416,800
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	f2deb616-d40e-4db4-93d6-e9e13fd4a3b3	no_churn	0.48795	1	churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Female	33	No	Yes	Employed	Suburban	Master	1,673,416,800
64	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	ead950b0-db39-44f9-8c36-214f07bfc3b1	no_churn	0.091133	0	no_churn	-0.12691	-0.014087	-0.029663	-0.040395	-0.096081	0.029546	0.010016	0.01855	Male	23	No	Yes	Employed	Urban	College	1,673,416,800
58	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	eca61100-e189-4b26-954a-968d52c42c43	no_churn	0.301239	1	churn	-0.140727	-0.004026	0.023372	-0.02613	-0.018343	-0.060888	0.040786	0.04693	Female	47	No	No	Employed	Rural	College	1,673,416,800
45	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	1469a022-aab6-43a2-835b-738ee0ac48fa	no_churn	0.05823	0	no_churn	-0.113069	-0.003373	0.006242	-0.041198	-0.039226	-0.112113	0.011917	0.021794	Male	52	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
37	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	ce3cb61c-c853-4056-9c51-ddac4ec02c23	no_churn	0.153249	0	no_churn	-0.090736	-0.00893	-0.051902	-0.045138	-0.002989	0.03866	-0.032673	-0.055318	Female	58	No	No	Employed	Suburban	Bachelor	1,673,416,800
22	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	71587490-044a-447c-b768-90d5d9ebfdfd	no_churn	0.552813	0	no_churn	-0.04243	-0.011047	0.051218	-0.056541	-0.100027	0.059703	-0.003006	0.033105	Female	31	No	Yes	Employed	Rural	High School or Below	1,673,416,800
53	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	7aee60a9-1347-418e-8b03-cab782450da6	no_churn	0.271026	0	no_churn	-0.130383	-0.001034	0.049928	0.004812	0.052995	0.112242	0.079457	0.102957	Female	49	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
72	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	1b5ae893-49bd-4494-963e-a5d1779d31c7	no_churn	0.009077	0	no_churn	-0.159075	-0.001774	-0.008313	-0.108443	0.034757	0.080566	0.051223	0.081866	Male	49	No	No	Employed	Rural	College	1,673,416,800
9	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	6b2874c7-84a4-4bf1-8020-90666d1a34e4	no_churn	0.612055	0	no_churn	0.220407	-0.007591	-0.039006	0.056306	0.12239	0.096398	0.069642	0.045761	Male	42	No	No	Retired	Suburban	Bachelor	1,673,416,800
68	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	0618f0fd-8fec-4724-8fe6-ffb8d72ba93f	no_churn	0.26778	1	churn	-0.133932	-0.003379	0.017595	0.040196	0.08958	0.097616	0.017001	0.065129	Male	70	No	No	Employed	Suburban	College	1,673,416,800
13	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	9a54788e-3331-4c69-aa54-b79aa66319be	no_churn	0.674336	0	no_churn	-0.015107	-0.006389	-0.107021	-0.127462	0.029962	0.073264	-0.030272	0.080665	Male	40	Yes	Yes	Employed	Urban	Master	1,673,416,800
12	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	50c07869-9c31-4b18-b0eb-69d5528597c9	no_churn	0.692125	0	no_churn	0.096811	0.000206	0.098493	0.079843	0.076893	0.166957	0.090151	0.091621	Male	66	No	No	Unemployed	Suburban	Doctor	1,673,416,800
57	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	af9d93cc-a89e-4c4d-bba1-e1b1e0de2861	no_churn	0.421173	0	no_churn	-0.135438	-0.004857	0.079434	0.069631	-0.013831	0.086763	0.084352	0.08492	Female	26	No	Yes	Employed	Urban	Bachelor	1,673,416,800
7	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	6b18850f-60e3-44cc-8425-0b8458a61162	no_churn	0.892778	1	churn	0.051227	-0.000958	-0.055329	-0.009112	-0.120387	0.084259	0.037232	0.064042	Male	70	No	No	Unemployed	Suburban	College	1,673,416,800
22	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	beb85410-dece-4c93-8d1b-48372a8d90cc	no_churn	0.60466	1	churn	-0.027467	-0.002435	0.088746	0.063673	0.082334	0.093104	0.076762	0.056257	Female	45	No	No	Unemployed	Suburban	High School or Below	1,673,416,800
33	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	fa6525f9-728c-425b-9eaf-8ddfe8e9edcc	no_churn	0.464217	0	no_churn	-0.093824	-0.003077	0.029906	-0.07459	-0.11981	0.053013	0.048275	0.049415	Female	37	Yes	Yes	Employed	Suburban	College	1,673,416,800
51	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	bd353e25-d4ab-4137-ae47-765c2adba448	churn	0.489173	0	no_churn	-0.133398	-0.009456	-0.052274	-0.021069	-0.110444	0.028237	0.012105	0.027274	Male	34	No	No	Employed	Rural	College	1,673,416,800
68	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	ef0549cc-833a-459a-882c-f3df3828a69c	no_churn	0.102942	0	no_churn	-0.078389	-0.003747	0.012693	-0.032655	-0.024409	-0.163138	-0.010024	0.030643	Female	29	No	No	Medical Leave	Rural	High School or Below	1,673,416,800
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	8acb647c-0cc7-4a82-a8eb-8b54d124cb6f	no_churn	0.515899	0	no_churn	0.026528	-0.013658	-0.024595	-0.094159	-0.073425	0.051946	-0.036394	0.034732	Female	60	No	Yes	Unemployed	Rural	College	1,673,416,800
53	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	f1fb9074-985d-41a9-a31a-44b75c82dd99	no_churn	0.642978	1	churn	-0.171465	-0.004663	-0.012455	0.071907	-0.132135	0.014204	0.013048	0.032534	Female	53	No	No	Employed	Urban	Master	1,673,416,800
60	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	76d8b239-129c-49b6-8e8a-829460be2d96	no_churn	0.160142	0	no_churn	-0.204934	-0.009438	-0.004786	0.021917	0.01265	0.000922	-0.00633	0.020974	Female	24	No	No	Employed	Suburban	Master	1,673,416,800
57	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	8455617a-d37a-4d07-9c8b-beff215f4454	no_churn	0.457277	1	churn	-0.161434	-0.010836	-0.018725	-0.002627	-0.04624	0.012885	0.037319	0.033631	Male	26	Yes	Yes	Employed	Rural	College	1,673,416,800
47	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	5f07de3d-7203-400c-b294-f9a9adfa7113	no_churn	0.609518	1	churn	-0.125291	-0.002577	0.031054	-0.022023	-0.028842	0.06706	-0.106033	-0.012374	Male	57	No	No	Unemployed	Suburban	Master	1,673,416,800
6	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	52499839-aa6e-4296-9d34-4be5f3adc17d	no_churn	0.847475	1	churn	0.022779	-0.001786	-0.026997	0.082528	-0.069964	0.06113	-0.011765	-0.044952	Female	77	Yes	No	Employed	Urban	Bachelor	1,673,416,800
63	Yes	No	Fiber optic	Expired	Two year	100hrs+	Active	adc540de-99cd-45b7-99d0-111aad64b84d	no_churn	0.034199	0	no_churn	-0.136828	-0.003627	-0.050742	0.025571	-0.002219	-0.109703	0.002298	0.006223	Female	58	No	No	Employed	Urban	College	1,673,416,800
5	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	2d9c3745-cae6-4b8d-9b89-a6aa4406ad4b	no_churn	0.697103	0	no_churn	0.109783	-0.000836	0.00554	-0.023049	-0.082519	0.040109	-0.031826	-0.031895	Male	50	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
46	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	8d81a417-026d-45b1-af4a-1582da56a0e9	churn	0.632854	0	no_churn	-0.214878	-0.00271	0.021009	-0.054239	-0.024302	0.060127	0.024954	0.031012	Female	59	No	No	Employed	Suburban	Master	1,673,416,800
34	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	c70fab96-0900-41c0-9f22-c792d31e9a70	no_churn	0.230636	0	no_churn	-0.217283	-0.002571	0.028095	-0.106337	0.003996	0.048035	-0.010642	-0.01232	Female	77	Yes	Yes	Medical Leave	Urban	Bachelor	1,673,416,800
26	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	418e2240-3fac-4fa2-a7c7-3a36df2f5af6	churn	0.424053	1	churn	-0.118621	-0.004835	-0.107237	-0.021385	0.054153	0.055006	-0.019373	0.032075	Female	74	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	2e29da5a-1664-4f56-b007-3444db35c143	no_churn	0.87442	0	no_churn	0.363996	-0.003773	-0.023682	0.050704	0.044275	0.157237	0.098271	0.043945	Male	21	No	No	Retired	Suburban	High School or Below	1,673,416,800
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	90868a94-8fb0-4787-be69-22a1e229ea72	no_churn	0.854695	1	churn	0.156586	-0.002524	0.11328	0.015258	0.064215	0.138337	0.094062	0.018379	Female	59	No	Yes	Employed	Suburban	Master	1,673,416,800
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	1deb199d-1e8c-4055-8fcc-335609ab945d	no_churn	0.821015	1	churn	0.222817	-0.004664	-0.054097	0.153041	0.033846	0.125707	0.076607	0.066188	Male	55	Yes	Yes	Employed	Urban	High School or Below	1,673,416,800
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	468a2190-ff6b-475c-b096-ea0dabc1d076	no_churn	0.237191	0	no_churn	-0.034334	-0.002516	0.111929	0.113801	0.080366	0.074826	0.019247	0.057655	Female	25	No	No	Unemployed	Suburban	High School or Below	1,673,416,800
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	18311556-b2fa-4285-a68e-237095759a68	no_churn	0.375592	0	no_churn	-0.005428	-0.006306	-0.12216	-0.086355	-0.013546	0.062716	-0.07333	-0.007949	Female	68	No	No	Unemployed	Suburban	College	1,673,416,800
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	5dbe5d18-03a1-4024-af9c-910c4c2275b0	no_churn	0.48812	0	no_churn	0.08987	-0.005639	0.012089	-0.014435	0.010796	0.071414	-0.003058	0.050936	Female	61	Yes	No	Employed	Suburban	High School or Below	1,673,416,800
6	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	71d1ba07-d3a6-42aa-8a0e-ce3fe22cf4d6	no_churn	0.687129	1	churn	0.037544	-0.004411	-0.027178	0.0241	-0.142971	0.022517	-0.052057	-0.076569	Male	62	No	No	Employed	Suburban	High School or Below	1,673,416,800
51	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	5694c1e2-1cf6-4f48-8284-35f1c066247f	no_churn	0.27709	0	no_churn	-0.140813	-0.002446	-0.008994	0.077694	-0.047548	-0.09119	0.028364	0.03424	Male	38	No	No	Employed	Urban	Bachelor	1,673,416,800

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