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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
69	Yes	No	Low Speed	Expired	Two year	0hrs	Disabled	8e2ebc03-0a2b-4328-9feb-cec04dec606b	no_churn	0.01159	0	no_churn	-0.062247	-0.003773	-0.020137	-0.032402	-0.006523	-0.104447	-0.013099	-0.026397	Female	65	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
11	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	ab9ba138-9259-4c29-90df-4d684d2a6082	no_churn	0.135065	1	churn	0.012052	-0.00441	-0.033432	-0.032355	-0.075136	0.068848	-0.008634	-0.006864	Male	80	No	No	Medical Leave	Rural	High School or Below	1,670,911,200
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	535c407d-9abb-4a57-aa33-e620f2f0c2d3	no_churn	0.456335	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Male	48	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	6e19ee30-04a7-4043-bf6e-1ef998c8294a	churn	0.364934	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	40	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
35	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	b17575d6-31e6-4a95-958a-c180959ffec1	no_churn	0.00731	0	no_churn	-0.104409	-0.006255	-0.023339	-0.107841	-0.011338	0.03837	0.027207	-0.021423	Female	65	No	Yes	Employed	Rural	High School or Below	1,670,911,200
46	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	4d5bb61f-e536-4c4a-8bad-8a821d0a1011	no_churn	0.142429	0	no_churn	-0.072075	-0.003645	0.019709	-0.015801	-0.060966	0.06491	0.084991	-0.042863	Male	67	No	Yes	Medical Leave	Suburban	College	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	8178a5f2-eddf-4e10-9fb2-5f37340e18be	churn	0.620165	1	churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	20	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
2	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	a7cffa53-ab1b-4572-a301-2b3a4c2516e8	no_churn	0.094188	1	churn	0.16782	-0.001426	-0.004811	-0.033625	0.06466	-0.051444	0.076585	-0.038594	Male	61	No	No	Employed	Suburban	Bachelor	1,670,911,200
22	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	8463ee79-b318-4ed9-aff1-8399bb8b17a0	no_churn	0.06836	0	no_churn	-0.017257	-0.014625	-0.038429	-0.02231	-0.067811	0.065663	0.031971	-0.022228	Female	20	No	Yes	Medical Leave	Urban	Bachelor	1,670,911,200
3	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	fdbdc91d-a1d9-4519-a093-481e6af3fe69	no_churn	0.582537	1	churn	0.102662	-0.007233	-0.023484	-0.081356	-0.026869	0.060823	0.000379	-0.011463	Female	61	No	No	Employed	Suburban	Bachelor	1,670,911,200
4	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	1013135f-0208-432f-8560-688127210972	no_churn	0.091939	0	no_churn	0.106554	-0.003828	-0.050156	-0.055004	0.04448	0.09063	0.023252	-0.034185	Female	48	Yes	Yes	Employed	Suburban	High School or Below	1,670,911,200
3	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	4bcf78a5-c266-40e2-ac56-fd88368879fd	no_churn	0.114722	0	no_churn	0.08657	-0.01326	-0.069369	-0.089676	-0.068191	0.05521	-0.027576	-0.017556	Male	55	No	No	Employed	Urban	College	1,670,911,200
14	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	cc12e797-1619-46a5-b3c6-543f92988370	no_churn	0.184155	0	no_churn	-0.03258	-0.018497	-0.051325	-0.119674	-0.020704	0.043319	0.013809	-0.023375	Female	31	No	No	Unemployed	Urban	High School or Below	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	be6aed66-b528-4516-a2ef-3dc64f83fa09	no_churn	0.619821	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	68	No	No	Employed	Rural	Master	1,670,911,200
4	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	27f58508-8504-4f34-9bc0-429cc07dccfa	no_churn	0.131147	1	churn	0.059223	-0.009454	-0.033196	-0.105659	-0.142468	0.062107	0.020009	-0.039589	Male	33	No	No	Employed	Urban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	c152791b-29b6-4ff9-858b-28c7667c7ec9	no_churn	0.328513	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	48	Yes	No	Unemployed	Suburban	College	1,670,911,200
46	Yes	Yes	Low Speed	Expired	One year	100hrs+	Disabled	e46e095b-7f13-45d5-9343-3723568053e8	no_churn	0.022919	0	no_churn	-0.122435	-0.006273	0.01086	-0.026407	0.000373	-0.062454	0.047024	-0.032215	Male	76	No	Yes	Employed	Suburban	Master	1,670,911,200
40	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	6ee2abaf-2831-4731-8cee-a8933cee7944	no_churn	0.008113	0	no_churn	-0.085618	-0.01388	-0.089236	-0.021415	0.023533	0.071365	0.072692	-0.039468	Female	73	No	No	Unemployed	Rural	Bachelor	1,670,911,200
54	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	02502567-0d2f-4a57-a8ed-d55ba3d5cd3b	no_churn	0.013282	0	no_churn	-0.062672	-0.004589	-0.032666	-0.00642	0.073146	0.043284	0.093485	-0.062595	Male	47	Yes	No	Medical Leave	Suburban	High School or Below	1,670,911,200
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	afed50ac-7f01-483f-842c-488f4068176a	no_churn	0.00823	0	no_churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Male	43	No	No	Medical Leave	Suburban	College	1,670,911,200
1	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	974bb327-3736-46a5-9218-f8196716bf5d	no_churn	0.299386	0	no_churn	0.19168	-0.013091	-0.03949	-0.052996	-0.099762	0.092572	-0.044211	-0.006668	Male	29	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	93e8dd6b-b834-46c8-9114-ccb4f4363614	no_churn	0.721866	1	churn	0.274999	0.076744	0.041029	-0.005973	-0.021101	0.173377	0.071807	-0.030106	Female	80	No	No	Unemployed	Suburban	Doctor	1,670,911,200
62	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Disabled	28e31a29-1dd2-4505-b7b6-a06bf25ea167	no_churn	0.005172	0	no_churn	-0.050757	-0.000778	-0.003116	0.035763	0.016443	0.056875	0.067613	-0.051069	Male	28	No	Yes	Retired	Urban	College	1,670,911,200
2	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	9aafa19e-bc29-44c4-b5e4-d3a086c55781	no_churn	0.540596	0	no_churn	0.237718	-0.009531	-0.022558	-0.03261	0.030746	0.12538	0.06355	-0.029689	Female	55	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	a8308f10-111a-4b44-8e59-4368d7e320eb	no_churn	0.319711	1	churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Male	64	No	Yes	Unemployed	Rural	College	1,670,911,200
27	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	50919d58-fc11-4751-b8ed-c73b3448d45e	no_churn	0.017882	0	no_churn	-0.107203	-0.015966	-0.039579	-0.019783	-0.093337	0.035405	0.017622	-0.026185	Male	77	Yes	No	Employed	Suburban	College	1,670,911,200
33	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	311d1663-c699-4a52-bc65-d87e51436031	no_churn	0.011608	0	no_churn	0.010531	-0.001121	0.068813	0.014397	0.018046	0.073932	0.122827	-0.05514	Male	34	No	No	Employed	Rural	College	1,670,911,200
19	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	c0576ee7-29d3-4b75-9dd7-00c13088998f	no_churn	0.123198	0	no_churn	-0.059131	-0.009452	-0.056794	-0.063959	-0.078442	0.032287	0.020674	-0.034209	Male	21	No	Yes	Employed	Suburban	College	1,670,911,200
43	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	45a9d4e0-5631-41e3-9b04-5ad0d04e0aaa	no_churn	0.018347	0	no_churn	-0.050667	-0.003156	-0.011964	-0.080527	-0.018765	-0.102648	0.013349	-0.014648	Female	80	No	No	Employed	Suburban	High School or Below	1,670,911,200
12	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	af174655-f04d-4087-a22f-9ef6e5868437	no_churn	0.102219	0	no_churn	-0.020506	-0.004918	-0.08955	-0.029609	0.033132	0.063667	0.033571	-0.032909	Female	38	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
31	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	6eddd87d-c4dc-463a-81ee-4ae8ce5d0ac1	no_churn	0.007052	0	no_churn	-0.064887	-0.017141	-0.080637	-0.036802	-0.084139	0.050111	0.015125	-0.020655	Female	65	Yes	No	Unemployed	Suburban	College	1,670,911,200
24	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	bc0af2a4-8998-42f6-a84a-c75537a878f9	churn	0.008993	0	no_churn	-0.01043	-0.006425	-0.023755	0.047116	0.025397	0.066275	0.008875	-0.001913	Male	77	No	No	Employed	Suburban	Bachelor	1,670,911,200
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f79af425-fa19-40e0-a7e1-194e628b683f	no_churn	0.121155	0	no_churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Female	23	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	db00dba1-a548-455e-875b-aeb018b3b608	no_churn	0.305014	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	31	No	Yes	Employed	Suburban	Master	1,670,911,200
10	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	6ccc1ffd-40be-451f-aef5-790b5dfea1b1	no_churn	0.301396	1	churn	0.038262	0.088324	0.03161	-0.047399	0.025611	0.127413	0.061422	-0.050507	Female	34	No	No	Employed	Urban	College	1,670,911,200
68	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	03aef7d5-bf16-4316-8128-479378499608	no_churn	0.007659	0	no_churn	-0.140693	-0.010012	-0.032137	-0.022302	-0.07799	0.03658	0.0207	-0.023171	Female	30	Yes	No	Employed	Rural	Bachelor	1,670,911,200
31	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	e4482cf2-bd0f-4dfc-a3e2-96c51ae9fc58	no_churn	0.020962	0	no_churn	-0.075096	-0.006903	-0.069459	-0.033941	-0.019941	0.059424	0.067887	-0.044379	Female	47	No	No	Employed	Suburban	College	1,670,911,200
1	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	8ee3a37f-c6ad-4985-9b81-a34af41ac954	churn	0.376963	1	churn	0.190801	-0.010232	-0.072976	-0.058053	-0.034925	0.081892	-0.014387	0.001797	Male	30	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
25	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	a9d84c81-a5cf-44b3-9f82-de4618ac877e	no_churn	0.033617	0	no_churn	-0.084038	-0.013136	-0.046913	-0.081596	-0.044419	0.021133	-0.002591	-0.017466	Male	29	No	Yes	Unemployed	Suburban	College	1,670,911,200
15	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	8f9c2787-2f2a-414e-9657-2c84218aff17	no_churn	0.505665	0	no_churn	0.080642	-0.013863	0.062854	-0.051566	-0.090365	0.074377	-0.047337	0.011013	Male	32	Yes	Yes	Employed	Urban	High School or Below	1,670,911,200
0	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	39aebc73-503b-480f-95e0-c42b3ad1611c	no_churn	0.015783	0	no_churn	0.240326	-0.0106	-0.003621	-0.06463	-0.026952	0.12637	0.079479	-0.045441	Female	34	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
9	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	a8d209c3-9601-4519-b8ca-9d05876cc3e3	no_churn	0.135368	0	no_churn	0.049338	-0.008508	-0.001193	-0.110792	-0.06757	0.072396	0.037693	-0.026823	Female	50	Yes	No	Unemployed	Suburban	Bachelor	1,670,911,200
11	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	169be91f-1309-4bc2-a46d-9581e18d358d	no_churn	0.168252	0	no_churn	0.022661	-0.010301	0.011382	-0.079665	-0.050713	0.059546	0.045469	-0.029072	Female	66	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
33	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	d580eef8-409e-42df-a789-aea9052d192c	no_churn	0.033412	0	no_churn	-0.086437	-0.004903	-0.065691	-0.082204	-0.005394	0.048485	0.033789	-0.030005	Male	62	No	No	Employed	Suburban	High School or Below	1,670,911,200
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	3fab563f-0fc8-4317-9178-dab6c5161f6c	no_churn	0.329431	0	no_churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Female	24	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
54	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	a1c1e586-6fb6-41e1-8e11-b65db169581f	no_churn	0.015656	0	no_churn	-0.062906	-0.003754	-0.016392	-0.017114	-0.033075	-0.095389	-0.014663	-0.017399	Male	52	Yes	No	Medical Leave	Rural	High School or Below	1,670,911,200
71	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	7d19444d-4ad4-4b82-9c98-2846dc16fd39	no_churn	0.01109	0	no_churn	-0.125653	-0.016978	-0.040883	-0.039231	-0.059673	0.034722	0.022676	-0.024007	Male	30	No	No	Employed	Rural	Doctor	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	93504113-01e7-4d54-81c2-263a7e0a112c	no_churn	0.466807	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	62	Yes	No	Employed	Rural	College	1,670,911,200
7	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	08ee85c4-354c-4952-a14e-22a934930c25	no_churn	0.153042	0	no_churn	0.012472	-0.008337	-0.0556	-0.097192	-0.112497	0.035155	0.025041	-0.028067	Female	35	Yes	Yes	Unemployed	Suburban	College	1,670,911,200
20	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	d1817f81-131c-4cc5-8c5d-b981b8d5f4f8	no_churn	0.023672	0	no_churn	-0.00749	-0.009867	-0.011299	-0.047203	-0.021237	0.058782	0.055747	-0.042899	Female	77	No	Yes	Employed	Rural	College	1,670,911,200
71	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	e3b70da5-f906-48f1-8c0f-9a38ff468e07	no_churn	0.002329	0	no_churn	-0.07975	-0.011848	-0.038056	-0.027676	-0.010495	-0.103244	0.018445	-0.016402	Male	59	Yes	Yes	Medical Leave	Suburban	Bachelor	1,670,911,200
45	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	319c6237-f2a9-485d-bfd9-8d3284fe375e	no_churn	0.030602	0	no_churn	-0.161973	-0.016908	0.008885	-0.060656	-0.020723	0.033564	0.015992	-0.022206	Female	71	No	No	Unemployed	Suburban	High School or Below	1,670,911,200
7	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d00a0006-fc64-4985-9b77-e914ef290d5f	no_churn	0.143832	0	no_churn	-0.089431	0.026451	0.015172	-0.094989	0.033558	0.069854	-0.043586	-0.056056	Female	68	Yes	No	Unemployed	Suburban	Doctor	1,670,911,200
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ce29ec03-bf9f-4ed4-879c-bc0148394301	no_churn	0.118526	1	churn	0.143686	-0.003307	-0.043042	-0.007916	0.101021	0.115515	0.037725	-0.019042	Male	30	No	No	Employed	Rural	College	1,670,911,200
38	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	d8fa2843-7362-4b9f-8ab8-370979eb7d98	no_churn	0.007008	0	no_churn	-0.008127	-0.004099	-0.002418	-0.063036	-0.001396	-0.1855	0.005613	-0.010063	Female	20	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
37	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	6e1cd91d-626b-4956-b35c-5101fb6b1c94	no_churn	0.043345	0	no_churn	-0.070743	-0.007289	-0.043526	-0.111085	0.000681	0.043679	0.008371	-0.019112	Male	41	No	Yes	Employed	Suburban	College	1,670,911,200
21	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	be3b297f-d684-4b58-8d76-478ee75e02cd	no_churn	0.156717	0	no_churn	-0.072831	-0.011139	-0.049994	-0.059085	-0.089607	0.034226	-0.001838	-0.018757	Female	32	Yes	Yes	Disabled	Suburban	Bachelor	1,670,911,200
17	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	b01e21ca-35c6-47d8-8c1e-7e0b1791d8f8	no_churn	0.186959	0	no_churn	-0.053511	-0.043168	-0.020945	-0.055214	-0.055267	0.080346	-0.037957	-0.01331	Male	21	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
9	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	10fe8b10-d384-4b0c-bcc2-ce371d1cc6c2	no_churn	0.446931	1	churn	0.072914	0.093353	0.025735	-0.021146	0.058866	0.130289	0.017743	-0.012733	Male	33	No	Yes	Employed	Urban	High School or Below	1,670,911,200
2	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	70d03260-43b5-4069-8cfe-4e48e8f0c407	no_churn	0.194969	0	no_churn	0.121811	-0.010172	-0.051078	-0.078475	-0.033113	0.059329	0.075007	-0.029428	Male	67	No	No	Unemployed	Suburban	High School or Below	1,670,911,200
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	7d9ea301-c2c4-4f6d-8240-db55a459bcaa	no_churn	0.283128	0	no_churn	0.192447	-0.014857	-0.100827	-0.068217	-0.033533	0.102209	-0.016407	-0.020321	Female	80	No	Yes	Employed	Suburban	College	1,670,911,200
2	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	6f556b47-ccd0-475a-8c09-75ae89ed369a	no_churn	0.288046	1	churn	0.099262	-0.014437	-0.077114	-0.175075	-0.076724	0.032463	0.019869	-0.020289	Male	57	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
5	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	c416c9bc-1044-46f7-b98f-e10b821c11de	no_churn	0.10941	1	churn	0.178873	-0.000941	0.039439	-0.017684	-0.032608	0.11053	0.010842	-0.011669	Male	50	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
3	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	ea4a33c2-ec55-4659-920b-a0b51ec72453	no_churn	0.039333	0	no_churn	0.092785	-0.007137	-0.063476	-0.05454	0.017816	0.086842	0.03119	-0.032787	Male	20	No	Yes	Employed	Urban	High School or Below	1,670,911,200
24	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	55490264-940b-43d9-822a-0b5bc133cb5c	no_churn	0.007049	0	no_churn	-0.0037	-0.011192	0.098224	0.006736	0.101994	0.103589	-0.020049	-0.047704	Female	75	Yes	No	Unemployed	Suburban	Master	1,670,911,200
4	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	f6c18e56-d69f-46fe-8b84-758d24f36789	no_churn	0.153829	0	no_churn	0.184406	0.001429	-0.001203	0.029227	0.068532	0.118826	0.092256	-0.050617	Female	21	Yes	Yes	Employed	Urban	High School or Below	1,670,911,200
1	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	9ab8fa49-b6ba-4b70-a379-daaac0f1a68b	churn	0.778552	1	churn	0.196939	0.082911	0.023203	-0.010316	-0.060482	0.147907	-0.020421	-0.006957	Female	31	Yes	No	Medical Leave	Suburban	College	1,670,911,200
48	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	4e552aa7-6444-4921-ae4e-2fa799507ac9	no_churn	0.008676	0	no_churn	-0.113493	-0.011434	-0.036144	-0.08313	-0.010861	0.022689	-0.017063	-0.019591	Male	50	No	No	Employed	Suburban	Bachelor	1,670,911,200
67	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Disabled	cd96d074-ea32-4a50-a712-4919ff7eaa7a	no_churn	0.00566	0	no_churn	-0.065247	-0.003932	0.001098	-0.038724	-0.021971	-0.120214	0.008724	-0.018759	Female	59	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	876e3e72-80c4-4032-902b-08db70e67831	no_churn	0.387835	1	churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Male	73	Yes	No	Employed	Urban	High School or Below	1,670,911,200
40	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	b9dc9179-3607-4fed-bcb1-7078c85290b7	no_churn	0.008522	0	no_churn	-0.119127	-0.013955	0.045882	-0.019186	0.06263	0.062027	-0.00383	-0.018467	Male	36	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
56	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	79db3392-dfb3-460a-aa17-fab637dccb95	no_churn	0.020155	0	no_churn	0.005458	-0.003294	-0.048278	-0.0624	0.06239	0.036957	-0.03511	-0.044749	Male	57	Yes	No	Unemployed	Suburban	High School or Below	1,670,911,200
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	ead420b0-4feb-4bc3-941e-5c523a5455a3	no_churn	0.610302	1	churn	0.2983	-0.008212	-0.015908	-0.035961	0.035131	0.145386	0.100961	-0.050774	Male	63	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
69	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	6f53ff3b-ffa5-482b-88a2-d179465551b5	churn	0.033979	0	no_churn	-0.108049	-0.018513	-0.038519	-0.042413	-0.044206	0.034171	-0.016826	-0.024672	Female	44	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
52	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	5f372b5e-162e-416e-91b0-231a2e8d7945	no_churn	0.023174	0	no_churn	-0.124297	0.069114	0.036401	-0.001052	0.005539	0.076061	0.03634	-0.017133	Female	24	No	No	Employed	Urban	Master	1,670,911,200
48	Yes	No	Low Speed	Web_Chat_Support	One year	100hrs+	Disabled	9043374e-8375-4804-9c7a-16ca85cc02b1	no_churn	0.07671	0	no_churn	-0.059804	-0.006323	-0.029954	-0.037354	-0.006028	-0.074071	0.028146	-0.023638	Female	27	No	No	Unemployed	Rural	High School or Below	1,670,911,200
11	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	76c0325d-09c9-47ac-9b77-d78bf273b142	no_churn	0.802032	1	churn	-0.031502	-0.016889	0.01265	-0.072738	-0.159692	0.048464	-0.031337	0.020351	Female	59	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
34	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	6fae0542-2fcf-478b-9d6f-0ee4ece6d2b0	no_churn	0.645199	1	churn	-0.071739	-0.000645	0.098806	0.01691	0.070837	0.091672	0.049058	0.08595	Female	62	No	No	Unemployed	Suburban	College	1,670,911,200
49	Yes	Yes	High Speed	Expired	Month-to-month	<50hrs	Active	3b944b6a-4a41-43f1-8865-c6c6c3cd619c	no_churn	0.40112	1	churn	0.009435	-0.007236	0.112159	0.038277	0.02999	0.127039	0.1112	0.02511	Female	67	No	No	Employed	Suburban	Bachelor	1,670,911,200
72	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	318d3772-deba-4f23-b6a7-1acd891f2c9f	no_churn	0.08448	0	no_churn	-0.151622	-0.01247	0.013885	-0.026094	-0.053508	0.046879	-0.017145	0.041049	Female	25	No	No	Employed	Urban	College	1,670,911,200
2	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	f244dcc2-1c01-4463-bb16-75b45b040aa2	no_churn	0.917064	1	churn	0.2999	-0.004518	0.087232	0.02271	-0.002898	0.143777	0.050777	0.037327	Male	44	No	Yes	Employed	Urban	College	1,670,911,200
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	0cca5916-76de-4820-a4df-3ee846a4a207	no_churn	0.650662	0	no_churn	-0.07451	-0.008221	-0.072062	-0.135331	-0.028461	0.049515	-0.004666	0.02471	Male	59	No	Yes	Employed	Urban	High School or Below	1,670,911,200
17	Yes	Yes	High Speed	Expired	Month-to-month	<50hrs	Active	a757b744-ed1f-4f4b-a799-0e0b5036f6f5	no_churn	0.500573	0	no_churn	0.059189	-0.007733	0.016497	0.007171	-0.059529	0.059234	0.142651	0.053494	Male	33	Yes	Yes	Employed	Rural	College	1,670,911,200
34	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	e01bab3a-4316-4c84-9293-8206534054d8	no_churn	0.400686	0	no_churn	-0.087127	-0.002953	0.03252	-0.066133	-0.111951	0.060845	0.018308	0.028797	Male	72	No	No	Employed	Suburban	Bachelor	1,670,911,200
59	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	3cf0c840-5ee2-48b0-bd7b-66bbe2c2177b	churn	0.443909	1	churn	-0.197361	-0.002767	-0.043597	-0.023125	0.036522	0.039615	0.008907	0.057779	Male	63	No	Yes	Disabled	Suburban	Bachelor	1,670,911,200
46	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	a8920900-06d7-41ab-b710-97faa5ef1102	no_churn	0.299355	1	churn	-0.201761	-0.000804	0.065867	0.053437	-0.060403	0.074716	0.039962	0.06996	Female	80	No	Yes	Employed	Rural	High School or Below	1,670,911,200
19	Yes	Yes	Medium Speed	Expired	Month-to-month	<50hrs	Active	2dd25207-bc4d-42e6-8da6-273067c38be4	no_churn	0.616445	1	churn	0.009235	-0.003693	0.047348	-0.199756	-0.002262	0.050909	0.054161	0.015033	Female	73	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	7012d026-4ddc-4dab-9c28-7c60da8e7919	no_churn	0.882218	1	churn	0.181783	-0.011457	-0.07954	-0.015073	-0.092902	0.065495	-0.025357	0.011478	Male	55	Yes	Yes	Employed	Suburban	College	1,670,911,200
32	Yes	No	High Speed	Expired	Month-to-month	<50hrs	Active	ae01d056-293f-4775-84aa-d850533278bf	no_churn	0.269378	1	churn	0.005413	-0.0064	0.01007	0.0111	0.011438	0.088495	0.15095	0.079906	Male	71	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
38	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	40963893-5c9d-4bbf-ae2a-2bc346ae1399	no_churn	0.41287	0	no_churn	-0.197523	-0.004824	0.015575	0.021524	-0.023617	0.053825	-0.0441	-0.02298	Female	60	No	Yes	Employed	Rural	Master	1,670,911,200
29	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	b895f6ea-ae5a-41e6-8643-4056e4bf790c	no_churn	0.324202	0	no_churn	-0.130696	-0.010894	-0.116276	0.048602	-0.029508	0.022238	-0.003109	0.00395	Male	71	Yes	No	Employed	Rural	Bachelor	1,670,911,200
24	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	47d0ef64-1e74-4d5a-97fa-448db63ea33b	no_churn	0.738604	1	churn	-0.001341	-0.004611	0.115555	0.113558	0.013637	0.083087	0.02772	0.071941	Male	79	No	Yes	Unemployed	Suburban	Master	1,670,911,200
8	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	cdd4b53c-90a8-484c-aa19-6873c8989f05	no_churn	0.624377	0	no_churn	0.011034	-0.008169	-0.028518	0.100929	-0.10959	0.059484	-0.026071	-0.048125	Female	49	Yes	No	Unemployed	Rural	College	1,670,911,200
26	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	5d58b536-f68b-428d-8f6b-82356025cd04	no_churn	0.120816	0	no_churn	-0.205314	-0.009451	-0.105104	0.052979	-0.06274	0.037679	0.012617	0.010306	Female	77	No	No	Employed	Suburban	College	1,670,911,200
12	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a143406d-d843-4dce-990e-8e9180b02682	no_churn	0.70797	0	no_churn	0.059398	-0.0024	0.068328	0.012367	0.072232	0.079385	0.05405	0.049364	Female	56	Yes	Yes	Employed	Rural	College	1,670,911,200
18	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	1108d47c-0258-4b78-991b-610a49300e01	no_churn	0.545425	0	no_churn	0.023798	-0.004037	-0.053119	0.130339	-0.031585	0.044431	0.071296	0.071517	Male	47	No	Yes	Retired	Suburban	High School or Below	1,670,911,200
26	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	21f5f4f5-87b8-4784-ac5d-bea634a6e425	no_churn	0.593528	0	no_churn	0.009844	-0.005355	0.118492	0.173635	0.06444	0.114296	-0.008418	0.00904	Female	72	No	Yes	Medical Leave	Suburban	Bachelor	1,670,911,200
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	6fa34b0d-9f49-437a-a75a-8a97e8d5d689	no_churn	0.538539	1	churn	-0.013047	-0.003182	0.127216	0.08888	0.087087	0.130879	0.050886	0.033484	Female	62	No	Yes	Employed	Suburban	Master	1,670,911,200
55	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	e31a6f30-28e5-4950-abad-a12213c12ca9	no_churn	0.17858	0	no_churn	-0.027386	0.000604	0.033982	0.179844	0.13093	-0.014552	0.167253	0.090299	Female	79	No	No	Employed	Urban	College	1,670,911,200
47	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	d94b3913-371c-4189-a0af-57dbec51457e	no_churn	0.400422	1	churn	-0.069518	-0.004768	-0.04711	0.073216	-0.077385	0.027703	-0.008516	0.017352	Female	68	No	Yes	Employed	Suburban	College	1,670,911,200

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