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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
31	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	1507cdad-012d-42d7-8270-b85812b0e581	churn	0.19831	1	churn	-0.066243	-0.008273	-0.039115	-0.060907	-0.085675	0.05607	-0.020503	-0.044379	Male	21	Yes	No	Employed	Urban	College	1,671,861,600
1	Yes	No	High Speed	In_Store_Support	One year	100hrs+	Active	78549839-643a-4570-8bb6-28dc08a184ec	no_churn	0.102024	0	no_churn	0.072215	-0.006992	-0.04658	-0.050475	-0.103992	-0.073538	0.017046	0.043289	Female	67	No	No	Employed	Rural	Master	1,671,861,600
29	Yes	No	Low Speed	Phone_Support	Two year	100hrs+	Active	33e79f73-a6b7-4d19-9f33-a480fab4fb2d	no_churn	0.01847	0	no_churn	-0.001222	-0.001479	-0.015005	0.027547	0.095918	-0.175006	0.046471	0.07375	Male	73	No	Yes	Medical Leave	Suburban	Bachelor	1,671,861,600
10	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	e2832810-aa74-4ef4-8d67-f828091d2bb4	no_churn	0.253174	0	no_churn	0.096401	-0.005157	0.077594	0.020005	0.077568	0.104853	-0.054807	-0.059927	Female	35	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,861,600
1	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	4c302daa-f9c3-47ac-8ba7-0a78eff2f98e	churn	0.650341	1	churn	0.297678	0.03494	0.003566	0.022851	0.095175	0.175478	0.048824	0.038461	Female	45	No	Yes	Employed	Suburban	College	1,671,861,600
48	Yes	Yes	Medium Speed	Phone_Support	One year	100hrs+	Active	1935c4c7-2cf8-4bb6-ab45-589b08a23b66	no_churn	0.123978	0	no_churn	-0.044772	-0.001203	-0.039481	-0.141085	0.061254	-0.014943	0.049639	0.071565	Male	58	No	Yes	Employed	Suburban	College	1,671,861,600
29	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	a76787d8-d0ed-49a3-b076-87bd2783c52b	no_churn	0.016965	0	no_churn	-0.059707	-0.004494	-0.017796	-0.041809	-0.023762	-0.078383	-0.019874	-0.023202	Male	39	No	Yes	Unemployed	Suburban	Bachelor	1,671,861,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	0eb582fe-cd1b-4a4c-b03e-131b3a909817	no_churn	0.082187	0	no_churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Female	50	No	No	Unemployed	Rural	Bachelor	1,671,861,600
41	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	b94ec5bf-55b0-4791-9593-0f8d12322ed4	no_churn	0.007771	0	no_churn	-0.019136	-0.004313	-0.00288	-0.053229	-0.045738	-0.112156	-0.014896	-0.016678	Female	23	No	No	Employed	Suburban	High School or Below	1,671,861,600
3	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b2ce90c8-4369-42da-8b7c-a3abce04a317	churn	0.313251	1	churn	0.08708	0.042519	0.009868	-0.098717	-0.120838	0.09081	-0.049885	-0.035045	Female	51	No	Yes	Employed	Suburban	High School or Below	1,671,861,600
51	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	ab2dee17-30bf-4bb0-a948-31c475c3cb50	no_churn	0.315069	0	no_churn	-0.154632	-0.004763	0.039473	0.044841	-0.167606	0.034391	-0.028003	-0.017061	Male	46	Yes	Yes	Unemployed	Suburban	College	1,671,861,600
33	Yes	No	High Speed	Phone_Support	Two year	<80hrs	Active	313eef75-63fc-4bb8-a473-df44b20ff2bb	no_churn	0.016976	0	no_churn	-0.004918	-0.000496	-0.032427	-0.023854	0.082712	-0.077813	0.025904	0.061867	Female	46	No	No	Medical Leave	Urban	Bachelor	1,671,861,600
67	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	192c462b-2d7f-4d1d-b4d3-c7e2c55aaa38	no_churn	0.03543	0	no_churn	-0.061921	-0.004302	-0.033382	-0.025523	0.005223	-0.094655	-0.022227	-0.028906	Female	61	Yes	Yes	Employed	Urban	College	1,671,861,600
32	Yes	No	Low Speed	Phone_Support	One year	<80hrs	Active	126bef1b-da96-40b6-8362-fb2ecfa13bf5	no_churn	0.155149	0	no_churn	0.007642	-0.003805	0.012522	-0.007325	0.071489	-0.106916	0.061683	0.065684	Female	53	Yes	No	Employed	Urban	College	1,671,861,600
14	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	0396e23a-57d1-4548-9f1f-28f562ed96dd	no_churn	0.388559	0	no_churn	-0.050919	-0.008827	0.046606	0.028788	-0.135555	0.06312	-0.028596	-0.030592	Male	60	No	Yes	Employed	Rural	College	1,671,861,600
31	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	83c5c52f-ed2c-4a18-bfac-d59b5a843557	no_churn	0.256398	0	no_churn	-0.077393	-0.002738	-0.1165	0.000549	-0.031374	-0.07624	0.028881	0.045789	Female	67	Yes	Yes	Employed	Urban	College	1,671,861,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8c95eebb-fd41-4cf0-9216-4edebfd77843	no_churn	0.202641	0	no_churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Female	67	Yes	Yes	Employed	Suburban	College	1,671,861,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	59306cc6-af97-4b7e-914d-0507c94d0224	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	23	No	Yes	Employed	Suburban	High School or Below	1,671,861,600
50	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	59e5d78a-d869-481a-81b5-5c12678647d3	no_churn	0.046898	0	no_churn	-0.042956	-0.008465	-0.02839	-0.028072	0.014618	-0.113769	-0.025399	-0.036592	Female	60	No	No	Unemployed	Rural	High School or Below	1,671,861,600
37	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	e4ee797f-0e11-44f6-b543-65f4363e5d64	no_churn	0.043058	0	no_churn	-0.059634	-0.003793	-0.013815	-0.026371	-0.017147	-0.059994	-0.03098	-0.057292	Female	64	No	Yes	Employed	Suburban	High School or Below	1,671,861,600
10	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	1f8e762f-31db-40f9-ba47-6e4e1e698336	no_churn	0.253174	0	no_churn	0.096401	-0.005157	0.077594	0.020005	0.077568	0.104853	-0.054807	-0.059927	Male	26	Yes	Yes	Employed	Suburban	College	1,671,861,600
67	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	ccd32bbb-8035-4950-9b4f-c21575e59014	no_churn	0.03543	0	no_churn	-0.061921	-0.004302	-0.033382	-0.025523	0.005223	-0.094655	-0.022227	-0.028906	Female	23	No	No	Unemployed	Urban	College	1,671,861,600
71	Yes	Yes	Medium Speed	Web_Chat_Support	One year	100hrs+	Active	1abc0d7b-53a9-4a89-8e0f-a49da6eb4e80	no_churn	0.180475	0	no_churn	-0.133168	-0.001913	-0.018686	-0.049914	0.027455	-0.100876	0.045493	0.062585	Male	66	No	No	Employed	Suburban	College	1,671,861,600
61	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	ecba7809-3675-4e06-a2b8-96fbd7cc6d68	no_churn	0.009489	0	no_churn	-0.062176	-0.003618	-0.01178	-0.025559	0.002704	-0.116643	-0.02592	-0.026034	Female	42	No	Yes	Disabled	Suburban	College	1,671,861,600
2	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	ab5933ae-1f1f-480e-8862-558a782f29a0	no_churn	0.486715	0	no_churn	0.143067	-0.007023	-0.027661	-0.051391	0.051677	0.08347	-0.027797	-0.054996	Female	29	No	No	Employed	Rural	High School or Below	1,671,861,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	968c97a1-a83d-4415-8b0f-17d77bb0b81d	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	50	No	Yes	Employed	Urban	Bachelor	1,671,861,600
34	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	773916ae-6126-4d77-a257-670a7479454e	churn	0.117514	1	churn	-0.055501	-0.005861	0.001961	-0.035676	-0.118489	0.043786	-0.0335	-0.035745	Male	50	Yes	Yes	Employed	Suburban	Master	1,671,861,600
66	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	e9948791-623f-433c-92b6-39f635d7d9f3	no_churn	0.004696	0	no_churn	0.00018	-0.00194	0.028758	-0.014511	-0.017909	-0.167712	-0.021701	-0.015526	Male	38	No	No	Unemployed	Suburban	High School or Below	1,671,861,600
66	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	c956d9aa-27ee-481a-b927-68889fef8347	churn	0.147778	0	no_churn	-0.089465	-0.001677	0.017232	-0.050881	-0.04129	-0.105865	0.034704	0.038216	Female	21	Yes	No	Employed	Suburban	High School or Below	1,671,861,600
61	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	cb564dc3-2944-47d0-844a-148ee410ce4b	no_churn	0.024457	0	no_churn	-0.053939	-0.004605	-0.010715	-0.06402	0.00463	-0.075749	-0.033367	-0.03126	Male	28	No	No	Employed	Urban	College	1,671,861,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c99825c8-30be-48f4-ae3d-ed468bc6e030	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	65	Yes	Yes	Unemployed	Suburban	College	1,671,861,600
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	36d0b250-7269-4c86-b686-5ec8993d16a6	no_churn	0.352686	0	no_churn	-0.119614	-0.00632	0.066713	0.062724	-0.017455	0.084556	-0.036752	-0.040047	Female	22	No	No	Employed	Urban	Bachelor	1,671,861,600
7	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	fae33fc0-2da9-41e7-935b-1ca9af9e2aa3	churn	0.533893	1	churn	0.143473	-0.007425	0.01093	-0.000825	0.13686	0.113137	0.061532	0.051292	Female	77	No	Yes	Medical Leave	Suburban	College	1,671,861,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	44b822e4-6f8b-46e1-b264-2e81192f49a7	churn	0.328835	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	20	Yes	No	Employed	Rural	Master	1,671,861,600
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b325704a-1283-46d1-94c0-8a8e80f78956	no_churn	0.193651	0	no_churn	-0.066414	-0.004155	-0.061019	0.102772	0.051561	0.080675	-0.043375	-0.0167	Male	62	No	No	Employed	Suburban	Bachelor	1,671,861,600
3	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f33cbccf-2f43-4f4a-9787-04162e5877bc	churn	0.313251	1	churn	0.08708	0.042519	0.009868	-0.098717	-0.120838	0.09081	-0.049885	-0.035045	Male	70	Yes	Yes	Employed	Urban	Bachelor	1,671,861,600
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1ee5e2c5-25fb-4e01-86d2-bf73e2dc0d4a	no_churn	0.609479	0	no_churn	0.08021	-0.004479	0.066093	0.000016	0.086407	0.117119	0.057297	0.034866	Male	49	No	No	Employed	Suburban	College	1,671,861,600
31	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e1d076f1-8c37-4f40-a78e-a8ecfa8e0a6b	churn	0.19831	1	churn	-0.066243	-0.008273	-0.039115	-0.060907	-0.085675	0.05607	-0.020503	-0.044379	Male	77	No	Yes	Medical Leave	Suburban	Bachelor	1,671,861,600
6	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	bf052e77-f0b1-4976-aef8-8c110440bc38	churn	0.376232	1	churn	0.083741	-0.003429	0.017994	-0.008721	0.026333	0.094736	-0.043364	-0.025263	Female	20	No	Yes	Employed	Suburban	High School or Below	1,671,861,600
8	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	3ead754d-5bab-4f2d-8b7e-9cba03d15ca9	no_churn	0.068826	0	no_churn	-0.004709	-0.005712	-0.018881	-0.052659	-0.03985	-0.095633	-0.024225	-0.027358	Female	23	No	No	Unemployed	Suburban	Bachelor	1,671,861,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	7fbc8e4d-a569-465e-a2dc-5e071e612293	no_churn	0.082187	0	no_churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Female	23	Yes	Yes	Unemployed	Suburban	Doctor	1,671,861,600
18	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	65d1460f-6099-4b2a-9034-01c1e50c5f68	no_churn	0.174176	0	no_churn	-0.067978	-0.009669	-0.04536	-0.025451	-0.075362	0.023324	-0.037868	-0.030661	Female	35	No	Yes	Employed	Suburban	Bachelor	1,671,861,600
24	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8d0624e3-4ecb-4cae-b2f4-700adf82fff0	no_churn	0.109326	0	no_churn	-0.113682	-0.016114	-0.106022	-0.02257	0.022523	0.041576	-0.03003	-0.034708	Female	52	Yes	No	Employed	Suburban	High School or Below	1,671,861,600
29	Yes	No	Low Speed	Phone_Support	Two year	100hrs+	Active	82c3cf62-41cf-433b-ba8f-cfc524111a2d	no_churn	0.01847	0	no_churn	-0.001222	-0.001479	-0.015005	0.027547	0.095918	-0.175006	0.046471	0.07375	Female	53	No	Yes	Employed	Urban	High School or Below	1,671,861,600
9	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	415cc733-3489-40e7-87d3-1bd36f4f938e	churn	0.693806	1	churn	0.008312	-0.006355	0.012914	0.120567	-0.011532	0.11827	-0.019765	-0.045725	Female	31	No	Yes	Employed	Rural	High School or Below	1,671,861,600
50	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	5d41bc6f-862e-4fd2-b00b-6c1f87914a6c	no_churn	0.046898	0	no_churn	-0.042956	-0.008465	-0.02839	-0.028072	0.014618	-0.113769	-0.025399	-0.036592	Male	20	Yes	No	Unemployed	Rural	Bachelor	1,671,861,600
45	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	045d207e-2238-4f0e-9e11-cef7fde8f633	no_churn	0.033349	0	no_churn	-0.071387	-0.003584	-0.012869	-0.034988	-0.021023	-0.08911	-0.015492	-0.016574	Male	60	Yes	Yes	Employed	Suburban	Master	1,671,861,600
10	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	20232c1b-052d-4ea2-a7e9-265f2f792814	churn	0.599522	1	churn	0.160707	-0.001776	0.141824	-0.00274	0.10355	0.148254	0.076095	0.105059	Male	77	Yes	Yes	Employed	Suburban	College	1,671,861,600
53	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	56cd391b-3584-45c1-9747-8a0b836e54e0	no_churn	0.148624	0	no_churn	0.020788	-0.003824	0.063225	-0.007266	0.016578	-0.160366	0.011008	0.070831	Female	27	No	No	Disabled	Suburban	Bachelor	1,671,861,600
36	Yes	No	High Speed	Phone_Support	One year	<50hrs	Active	a65bf093-d1e2-4e08-aea9-b3cd5c80d3e2	churn	0.143107	1	churn	-0.130972	-0.003563	-0.022669	-0.059957	0.005309	-0.070235	0.002277	0.040784	Female	43	Yes	No	Employed	Rural	High School or Below	1,671,861,600
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	7579f694-25de-414b-a0a5-5f073380a7b2	churn	0.409567	1	churn	0.046515	-0.002076	0.144701	0.111945	0.026807	0.135026	0.128703	0.079353	Female	70	Yes	No	Employed	Rural	Bachelor	1,671,861,600
60	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	bce0f9f0-4be2-4cf6-82e7-f4efa3107f32	no_churn	0.123224	0	no_churn	-0.124172	-0.003034	-0.005519	-0.043775	-0.051516	-0.075298	0.00724	0.027047	Male	52	No	No	Retired	Urban	College	1,671,861,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	c4b01595-4d41-4131-9633-a61d2c14665a	churn	0.328835	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	76	No	Yes	Employed	Urban	College	1,671,861,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	170f263a-2c2b-485f-bc5e-c5de81d75f8d	no_churn	0.694185	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	58	No	Yes	Employed	Urban	Bachelor	1,671,861,600
34	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f7274890-2a5d-47e7-a158-cb7ce19acd23	churn	0.117514	1	churn	-0.055501	-0.005861	0.001961	-0.035676	-0.118489	0.043786	-0.0335	-0.035745	Male	65	Yes	Yes	Retired	Suburban	Bachelor	1,671,861,600
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6c7ef68b-18ce-4f3c-bd2a-4760b7cbe0e8	no_churn	0.368853	0	no_churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Female	37	No	Yes	Employed	Suburban	High School or Below	1,671,861,600
29	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	2a72a1bc-9497-4dc4-ad7d-8bb0968f53d8	churn	0.497561	1	churn	0.001088	-0.002155	0.111315	0.088973	0.048708	0.122046	0.076029	0.051633	Male	57	No	No	Employed	Urban	Bachelor	1,671,861,600
60	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	e1bc9923-453f-463d-8e52-3692b45e5278	no_churn	0.123224	0	no_churn	-0.124172	-0.003034	-0.005519	-0.043775	-0.051516	-0.075298	0.00724	0.027047	Female	47	Yes	Yes	Unemployed	Suburban	College	1,671,861,600
32	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	14ed4e79-cc75-4885-b867-c4c871def0b3	no_churn	0.325527	0	no_churn	-0.014631	-0.003368	0.02426	0.153154	0.064041	0.033094	-0.010592	-0.024224	Male	76	No	Yes	Retired	Suburban	Doctor	1,671,861,600
66	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	ae9bd1dc-94ac-40e8-b99e-a74da606308f	churn	0.085867	1	churn	-0.07693	-0.001328	0.005898	0.002933	-0.009696	-0.254779	0.032794	0.05208	Male	43	Yes	Yes	Employed	Urban	College	1,671,861,600
15	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	b37f4f52-ed4d-47d0-a755-bbe6cb8188bf	no_churn	0.077097	0	no_churn	0.003372	-0.005988	-0.053718	-0.01607	0.034069	-0.167785	0.007404	0.044857	Female	66	No	No	Unemployed	Suburban	Bachelor	1,671,861,600
14	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	304e5f16-9c72-4be0-bf5f-240d9a6d7081	no_churn	0.388559	0	no_churn	-0.050919	-0.008827	0.046606	0.028788	-0.135555	0.06312	-0.028596	-0.030592	Female	21	Yes	No	Employed	Urban	Bachelor	1,671,861,600
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	99617519-f858-45d3-99cb-9df531d165b7	churn	0.369737	1	churn	0.212419	-0.002908	-0.014876	0.135277	0.049925	0.14197	0.123748	0.075418	Male	56	No	No	Employed	Urban	High School or Below	1,671,861,600
56	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	969357cb-bd41-457f-99f8-fdef1e76007e	no_churn	0.012079	0	no_churn	-0.017123	-0.003061	0.001885	-0.056905	0.019187	-0.130813	-0.035694	-0.046501	Female	47	Yes	No	Employed	Suburban	College	1,671,861,600
48	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	ebc75e7f-0874-42a4-a39e-8aa00bca622b	no_churn	0.01098	0	no_churn	-0.041577	-0.00511	-0.016853	-0.031066	0.01396	-0.116932	-0.022618	-0.04883	Female	56	No	Yes	Disabled	Suburban	High School or Below	1,671,861,600
6	Yes	No	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	62a14bfe-1a30-4ddd-ad2f-dbb2625d4f13	churn	0.806531	1	churn	0.155955	-0.001509	-0.009158	0.132294	-0.047696	0.082159	0.069808	0.089121	Female	53	No	Yes	Retired	Urban	Bachelor	1,671,861,600
45	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	6c2c4cad-7651-4c75-8441-b673c219619a	no_churn	0.033349	0	no_churn	-0.071387	-0.003584	-0.012869	-0.034988	-0.021023	-0.08911	-0.015492	-0.016574	Male	66	No	Yes	Employed	Suburban	Bachelor	1,671,861,600
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	5f19c5b9-244f-4d29-b84e-f44f44227859	no_churn	0.609479	0	no_churn	0.08021	-0.004479	0.066093	0.000016	0.086407	0.117119	0.057297	0.034866	Female	31	No	Yes	Disabled	Suburban	Master	1,671,861,600
30	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	e2009e2a-6019-4a86-8aa9-61276b0a64d3	no_churn	0.117721	0	no_churn	-0.004051	-0.00563	-0.002962	-0.018172	-0.014465	-0.16692	-0.023397	-0.033429	Male	61	No	Yes	Employed	Suburban	Bachelor	1,671,861,600
13	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	34b5ffae-a30f-4f29-acf1-7c562ddae1fb	no_churn	0.278549	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Female	40	No	Yes	Unemployed	Suburban	High School or Below	1,671,861,600
70	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	da26c565-a00a-4bb7-bbe7-a5ad7c7e5400	no_churn	0.080517	0	no_churn	-0.07432	-0.003366	0.009526	-0.026539	-0.036325	-0.147122	-0.00566	0.014779	Female	71	No	No	Unemployed	Urban	Bachelor	1,671,861,600
9	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	48499364-7f95-4f88-98f5-278da514b5b3	no_churn	0.162165	0	no_churn	0.04077	-0.007133	-0.060145	-0.055926	-0.160315	0.055586	-0.043848	-0.028015	Male	34	No	Yes	Employed	Suburban	College	1,671,861,600
64	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	cf438e3e-ff0a-43c0-9832-3ea1fe97c21a	no_churn	0.004395	0	no_churn	-0.055655	-0.00276	-0.045234	-0.016044	-0.022404	-0.102954	-0.011994	-0.011982	Male	26	No	No	Employed	Suburban	Bachelor	1,671,861,600
1	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	da346043-958e-4022-8833-585a9b848713	no_churn	0.558895	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Male	50	No	Yes	Employed	Suburban	College	1,671,861,600
7	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	8d1f9ff6-87a6-4670-b932-d412b4975907	churn	0.533893	1	churn	0.143473	-0.007425	0.01093	-0.000825	0.13686	0.113137	0.061532	0.051292	Male	47	No	No	Employed	Suburban	College	1,671,861,600
9	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	d01f1c75-d387-420c-affc-c494699a9514	churn	0.709366	1	churn	0.102924	-0.003019	0.049508	0.064618	0.095283	0.1471	0.128889	0.127338	Female	76	Yes	Yes	Employed	Rural	College	1,671,861,600
10	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	9284058a-48aa-4d60-a1d2-3fcaf7dc52fe	no_churn	0.253174	0	no_churn	0.096401	-0.005157	0.077594	0.020005	0.077568	0.104853	-0.054807	-0.059927	Male	50	Yes	No	Retired	Suburban	Bachelor	1,671,861,600
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6e229aad-063c-4384-aa8d-71874ec80a42	no_churn	0.193651	0	no_churn	-0.066414	-0.004155	-0.061019	0.102772	0.051561	0.080675	-0.043375	-0.0167	Female	62	No	No	Employed	Suburban	Master	1,671,861,600
10	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	cbec1e52-b93f-49b9-998c-f9e324ffdbb4	no_churn	0.253174	0	no_churn	0.096401	-0.005157	0.077594	0.020005	0.077568	0.104853	-0.054807	-0.059927	Male	58	No	No	Employed	Rural	College	1,671,861,600
29	Yes	No	High Speed	Phone_Support	One year	<50hrs	Active	174d07ef-ed07-443e-bdde-290abe9d698d	no_churn	0.148133	0	no_churn	0.064491	0.000434	0.033348	0.040185	0.118101	-0.009324	0.162201	0.101538	Male	55	Yes	Yes	Employed	Urban	College	1,671,861,600
20	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	21e7a36d-9ac1-4361-a2c9-eab07ddd9d1a	no_churn	0.113998	0	no_churn	0.099656	-0.003851	0.035037	0.00943	0.109265	0.136634	0.214237	0.130566	Male	45	No	Yes	Medical Leave	Suburban	Bachelor	1,671,861,600
25	No	No phone service	Medium Speed	Phone_Support	One year	<50hrs	Active	2c503958-5b1b-41a6-9309-a1f5d4813a82	no_churn	0.099502	0	no_churn	-0.006577	-0.02546	-0.007111	-0.036079	0.070183	-0.115756	0.023989	0.069784	Female	61	No	No	Employed	Rural	Bachelor	1,671,861,600
72	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	b6f4eade-11b0-4216-a95d-fceadd679141	no_churn	0.17195	0	no_churn	-0.22541	-0.004033	-0.023249	-0.053289	-0.014332	0.040258	-0.018106	0.039134	Male	77	No	Yes	Employed	Rural	College	1,671,861,600
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	5ff5168b-a94c-444f-8048-aab399b3f43a	no_churn	0.609479	0	no_churn	0.08021	-0.004479	0.066093	0.000016	0.086407	0.117119	0.057297	0.034866	Female	44	No	Yes	Unemployed	Suburban	High School or Below	1,671,861,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5af806cf-82f9-409d-8d1d-3e426da60251	churn	0.818874	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	74	Yes	Yes	Employed	Urban	College	1,671,861,600
67	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	43a42fc3-bb52-4f1b-9d93-c4400fc4f982	no_churn	0.018649	0	no_churn	-0.091472	0.007962	-0.003051	-0.015801	0.003089	-0.131433	-0.018144	-0.020178	Male	21	Yes	Yes	Employed	Urban	High School or Below	1,671,861,600
41	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	4d1adeec-7e53-4385-a284-37addda383f7	no_churn	0.192339	0	no_churn	-0.045052	-0.013517	0.053757	0.014446	0.08656	0.091327	-0.034446	-0.020142	Male	75	No	Yes	Unemployed	Suburban	Bachelor	1,671,861,600
50	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	a4229f09-8024-4d77-a89a-f0fc7d9d2822	no_churn	0.046898	0	no_churn	-0.042956	-0.008465	-0.02839	-0.028072	0.014618	-0.113769	-0.025399	-0.036592	Male	54	No	No	Disabled	Suburban	Bachelor	1,671,861,600
36	No	No phone service	High Speed	In_Store_Support	One year	100hrs+	Active	b8e08e03-e3b4-4e98-9b71-7b4b976e01bf	no_churn	0.106967	0	no_churn	-0.085138	-0.016122	-0.013481	-0.041089	-0.053059	-0.087205	0.018492	0.028575	Female	75	No	No	Employed	Suburban	High School or Below	1,671,861,600
2	No	No phone service	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	20f84915-252e-4d6d-851b-8a5bde11b408	churn	0.553633	1	churn	0.306282	0.128325	0.052827	0.046583	0.071454	0.151404	-0.017548	-0.008354	Female	67	Yes	Yes	Employed	Suburban	College	1,671,861,600
42	No	No phone service	High Speed	Phone_Support	One year	<80hrs	Active	4e88b21f-b86f-415b-ba6b-834ba82aadb8	no_churn	0.112037	0	no_churn	-0.076233	0.005393	-0.003469	-0.040904	0.0264	-0.14067	-0.009	0.019457	Male	47	No	No	Employed	Suburban	Bachelor	1,671,948,000
56	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	e97fd95b-7f71-4536-a716-15bd5dcac671	no_churn	0.041352	0	no_churn	-0.030503	-0.003502	0.005971	-0.0096	-0.083607	-0.117996	-0.017082	-0.012707	Male	42	No	No	Employed	Suburban	High School or Below	1,671,948,000
72	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	66ef73d0-1a1f-4d25-a634-5c9cc5ff2782	no_churn	0.005232	0	no_churn	-0.087342	0.012202	-0.001287	-0.011712	-0.0486	-0.188458	0.031874	0.024298	Female	57	Yes	Yes	Employed	Urban	High School or Below	1,671,948,000
67	No	No phone service	Low Speed	Phone_Support	Two year	100hrs+	Active	88bcbade-2711-4517-83c5-10ddfe23671a	no_churn	0.013844	0	no_churn	-0.115455	-0.011149	-0.019719	0.00454	0.018597	-0.167585	0.027741	0.044004	Male	21	No	Yes	Employed	Urban	Bachelor	1,671,948,000
43	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	d82af18f-b82f-4a17-8139-6ea12beba741	no_churn	0.017574	0	no_churn	-0.034269	-0.001904	-0.000124	-0.029797	0.058876	-0.167278	0.029441	0.076029	Male	44	Yes	Yes	Unemployed	Suburban	College	1,671,948,000
71	Yes	Yes	Low Speed	Phone_Support	One year	<50hrs	Active	5502d167-daa6-4c21-a853-4f0fbfba8c4d	no_churn	0.054587	0	no_churn	-0.161716	-0.00229	0.000788	-0.004062	0.002802	-0.131676	0.035716	0.061412	Male	22	No	Yes	Medical Leave	Suburban	Bachelor	1,671,948,000
47	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	8d43c148-1645-48fa-9021-55ba2bfcffb8	churn	0.015941	0	no_churn	-0.049453	-0.00266	0.021374	-0.000898	-0.055603	-0.229005	0.028385	0.038834	Female	26	No	No	Unemployed	Rural	College	1,671,948,000
5	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	cbf031da-6663-4d51-b762-084ca8fef2ed	no_churn	0.350276	0	no_churn	0.069318	-0.004734	-0.099925	0.007156	0.077804	0.082659	-0.091335	0.039364	Male	73	No	No	Employed	Suburban	Bachelor	1,671,948,000
42	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	dbf36743-5daa-4def-9f95-2bddccc245cc	churn	0.01735	0	no_churn	-0.033354	-0.004269	0.001995	-0.005594	-0.068104	-0.20403	0.022081	0.032248	Female	35	No	Yes	Unemployed	Suburban	High School or Below	1,671,948,000
70	Yes	No	High Speed	In_Store_Support	Two year	100hrs+	Active	da5ca958-acb7-4cc9-a07c-b9ff0c05c1bd	no_churn	0.007339	0	no_churn	-0.063024	-0.003377	-0.030395	-0.022685	-0.04593	-0.132181	0.016926	0.02164	Male	51	No	Yes	Retired	Suburban	High School or Below	1,671,948,000

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