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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	Low Speed	Expired	Month-to-month	100hrs+	Disabled	40b37ac3-2612-46b1-9f68-01a3a5602b2f	no_churn	0.168585	0	no_churn	0.189875	0.001366	-0.024456	-0.015306	0.014678	0.103909	0.080917	-0.055075	Female	33	No	No	Unemployed	Rural	College	1,670,824,800
3	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	ec54c382-5f7a-4a47-9909-dc36fc61b529	no_churn	0.545418	0	no_churn	0.092785	-0.007137	-0.063476	-0.05454	0.017816	0.086842	0.03119	-0.032787	Male	71	No	Yes	Unemployed	Suburban	College	1,670,824,800
63	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	54452733-99c0-4b37-a05b-7978ead9d5bb	no_churn	0.19384	1	churn	-0.22664	-0.002795	0.016511	0.033996	0.026659	-0.092171	-0.022413	0.032827	Female	42	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
42	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	eb86c2bc-7bb0-4473-a114-f5403fc61100	no_churn	0.027958	0	no_churn	0.027316	-0.000646	0.092841	0.028532	0.109344	0.132556	0.153135	0.057895	Female	77	No	Yes	Employed	Suburban	College	1,670,824,800
6	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	0142303b-2ee3-43d7-bbb2-35551a3d1adc	no_churn	0.160563	0	no_churn	0.05098	-0.006939	-0.035259	-0.105444	-0.015021	0.063132	0.080094	-0.047237	Male	49	No	Yes	Employed	Suburban	College	1,670,824,800
19	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ec285667-9890-4660-904c-d2c0849428c0	no_churn	0.009306	0	no_churn	-0.067372	-0.008148	-0.053597	-0.080261	-0.064838	0.020157	0.01219	-0.027157	Female	71	Yes	Yes	Medical Leave	Urban	High School or Below	1,670,824,800
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	bcce254e-89c8-46e7-b0a0-cfef42b4e263	no_churn	0.115046	1	churn	0.243484	-0.009772	-0.038376	-0.001531	0.01347	0.109201	0.07704	-0.040642	Female	65	Yes	Yes	Disabled	Suburban	Master	1,670,824,800
68	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	a3f1dceb-5102-423e-8b9b-b4ea253ea33c	no_churn	0.014027	0	no_churn	-0.070672	0.10935	0.062583	0.017186	0.00861	0.116248	0.02757	0.010098	Female	63	No	Yes	Employed	Suburban	Master	1,670,824,800
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	adf620b8-c2d9-4380-b0ba-930895821cdf	no_churn	0.603586	1	churn	0.130989	-0.004774	-0.010465	0.133858	0.01913	0.127972	0.094653	-0.040208	Female	21	No	No	Employed	Suburban	Bachelor	1,670,824,800
17	Yes	No	Medium Speed	Expired	One year	100hrs+	Disabled	05b2401d-d073-4de3-9603-056b89da3d61	no_churn	0.038392	0	no_churn	-0.012273	-0.005976	-0.028629	-0.076346	-0.023752	-0.085417	0.030512	-0.027145	Male	39	Yes	No	Unemployed	Urban	College	1,670,824,800
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	838bc94f-276b-4cb4-a16f-df069968517c	no_churn	0.034373	0	no_churn	-0.089585	-0.001925	0.099771	0.041187	0.057441	0.129126	0.13011	0.111111	Female	32	Yes	Yes	Employed	Suburban	College	1,670,824,800
6	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	4685a012-4748-402d-b300-2850add4b029	no_churn	0.386986	0	no_churn	0.008519	-0.006727	-0.015222	-0.138501	-0.019822	0.067072	0.034453	-0.042797	Female	39	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
39	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	405bdec6-45f8-4fa3-b8f8-22e32d5295dd	no_churn	0.045157	0	no_churn	0.058678	0.103457	0.045466	-0.001084	0.00766	0.139138	-0.042902	0.035562	Female	41	No	No	Unemployed	Rural	Bachelor	1,670,824,800
36	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	9a589b2e-5831-4e4c-b895-0573815fbaca	no_churn	0.342833	1	churn	0.020882	0.001189	0.027513	0.197652	0.126636	0.085198	0.132344	0.01956	Female	31	Yes	Yes	Unemployed	Rural	College	1,670,824,800
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Disabled	ffea0d87-b1ff-44d0-8f8d-b51a67c6b742	no_churn	0.288461	0	no_churn	0.208038	-0.004874	-0.043236	-0.136474	0.006101	0.116469	0.097641	-0.052381	Male	75	Yes	Yes	Unemployed	Urban	High School or Below	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	41c2e3a9-da16-4f5e-a128-a216c6fad7df	churn	0.186111	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Male	72	Yes	Yes	Employed	Rural	High School or Below	1,670,824,800
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	dbcc990c-b8b2-4066-a1b2-292a1cb0c035	no_churn	0.305014	0	no_churn	0.263506	-0.009693	-0.025628	-0.025964	0.094741	0.134205	0.082925	-0.049345	Male	47	Yes	No	Retired	Suburban	College	1,670,824,800
31	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	d501f028-545d-4617-a48c-196826ec716e	no_churn	0.49362	0	no_churn	-0.079202	-0.006484	0.025098	0.107026	-0.033403	0.084305	0.059108	-0.061473	Female	63	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
18	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	b2ec7ea7-0d5e-4ea1-b1cc-13e0c0637548	no_churn	0.073332	0	no_churn	-0.023426	-0.003548	-0.035693	-0.003245	-0.001192	0.065778	0.106564	-0.054264	Female	77	No	Yes	Employed	Rural	College	1,670,824,800
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	a306eea0-80a4-4f39-af28-aa803cebcbc3	no_churn	0.001981	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Male	40	No	No	Employed	Urban	High School or Below	1,670,824,800
1	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	d860b0d7-6aea-4a90-8df6-62a498d36d73	no_churn	0.852202	1	churn	0.157231	0.02885	0.001696	-0.097577	-0.059036	0.117902	0.036329	-0.038223	Male	61	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
6	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	7a89b78c-deca-4e2f-adba-709fde748d2f	no_churn	0.103797	0	no_churn	0.034854	-0.00568	-0.023484	-0.061902	-0.062885	0.064996	0.014804	-0.016894	Female	62	Yes	No	Employed	Suburban	High School or Below	1,670,824,800
64	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	27204eb1-d1c2-4ad8-b08d-d3228d903d4a	churn	0.01776	0	no_churn	-0.059908	-0.00293	-0.019197	0.000804	-0.010538	0.047222	-0.000622	-0.003857	Male	51	No	No	Unemployed	Urban	High School or Below	1,670,824,800
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	a3818511-4785-48a6-995a-f3e5e33357f6	no_churn	0.876743	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Female	39	Yes	Yes	Unemployed	Rural	High School or Below	1,670,824,800
10	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	0c5ddc1b-7723-407b-9155-a7c139866cdd	no_churn	0.125389	0	no_churn	0.03806	-0.008465	0.001073	-0.034675	0.07005	0.084868	0.110599	-0.070535	Male	36	No	No	Employed	Suburban	High School or Below	1,670,824,800
7	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	7614d2ea-78f7-4c12-871e-b400f996960c	no_churn	0.012767	0	no_churn	-0.087787	0.004237	-0.011053	-0.078	-0.028465	0.07329	0.023658	-0.034907	Female	27	No	No	Employed	Suburban	High School or Below	1,670,824,800
8	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	f1884b1f-18bc-4586-a24f-02d7038ec1c4	no_churn	0.641078	1	churn	0.125456	-0.002464	-0.039468	0.031966	0.188212	0.128618	0.143264	0.125391	Female	58	No	Yes	Employed	Suburban	College	1,670,824,800
22	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	cd0cd6c3-cb61-472d-869f-d53e6de3e97a	no_churn	0.234469	0	no_churn	-0.148392	-0.007482	-0.091551	0.071372	0.027723	0.035279	-0.004877	-0.003385	Female	74	Yes	No	Employed	Suburban	College	1,670,824,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	a0b822da-dcd7-417d-85c1-7d02a8a8e099	no_churn	0.260078	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	22	No	No	Employed	Suburban	Master	1,670,824,800
63	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	3c6eca94-f9df-4c4f-95a9-0542b0980a60	no_churn	0.009349	0	no_churn	-0.128131	-0.017459	-0.036286	-0.034306	-0.069053	0.027488	0.014336	-0.015615	Female	73	No	Yes	Employed	Urban	High School or Below	1,670,824,800
70	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	1503eecc-1354-4d20-93c5-3a0ea0c249d8	no_churn	0.088859	0	no_churn	-0.021917	-0.003749	0.091175	0.087804	0.029949	0.081802	0.101683	0.095727	Female	34	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	1ab05c5a-b64f-42db-8f71-73bd6b8d2b42	no_churn	0.084234	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Male	76	No	No	Disabled	Suburban	Master	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	79939f2a-d4bf-4362-b239-f007b85ddae8	no_churn	0.186111	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Female	50	No	No	Employed	Suburban	High School or Below	1,670,824,800
28	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	846e65f5-6d81-43cf-819b-1a8e174bc041	no_churn	0.113775	0	no_churn	-0.097689	-0.002069	-0.035063	0.056281	0.038072	-0.040867	0.056039	-0.047064	Female	74	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
34	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	bfc778f2-eb18-4f14-998f-a5d83e616cca	no_churn	0.059403	0	no_churn	-0.053415	-0.005415	-0.074816	-0.073006	-0.05665	0.04201	0.021409	-0.019143	Female	64	No	Yes	Unemployed	Urban	Bachelor	1,670,824,800
25	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	8ead75bd-e283-4dd8-9b34-ff765537bf11	no_churn	0.026205	0	no_churn	-0.090275	-0.010403	-0.058197	-0.033612	-0.072488	0.020634	0.004387	-0.019073	Male	35	Yes	No	Disabled	Suburban	College	1,670,824,800
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	12bbc586-f7c1-49b9-928b-9abb73e30184	no_churn	0.179194	0	no_churn	0.243484	-0.009772	-0.038376	-0.001531	0.01347	0.109201	0.07704	-0.040642	Male	29	Yes	No	Unemployed	Suburban	Master	1,670,824,800
56	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	d5cd78ad-de9a-4bd7-a225-a2423f23f77e	no_churn	0.010555	0	no_churn	-0.076475	-0.007025	0.010508	-0.011165	-0.094714	0.016333	-0.001643	-0.024845	Male	65	Yes	No	Employed	Suburban	High School or Below	1,670,824,800
11	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	fb576ece-363d-4ca5-a38f-e26e7bf7ec98	no_churn	0.088052	0	no_churn	0.055938	-0.007045	-0.013646	-0.086239	-0.068833	0.06182	-0.012143	-0.007973	Female	42	Yes	No	Unemployed	Suburban	High School or Below	1,670,824,800
1	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	7fe84021-0c4b-40eb-906c-5e512d8620b5	no_churn	0.852202	1	churn	0.236459	0.029573	0.001545	-0.151486	-0.011499	0.129964	0.077135	-0.039558	Male	34	No	No	Employed	Rural	Bachelor	1,670,824,800
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	7fa18065-ee05-4b91-8550-288581ad0ed3	no_churn	0.001919	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Female	34	No	No	Medical Leave	Suburban	Bachelor	1,670,824,800
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	8da18633-2514-46fd-b889-bd03f856c56c	no_churn	0.681721	0	no_churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Female	51	Yes	No	Retired	Suburban	Bachelor	1,670,824,800
9	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	55bd1299-40b0-49a0-9a42-2e4fb37ad1a3	no_churn	0.603586	1	churn	0.144358	-0.004246	-0.028303	0.107542	0.114969	0.094943	-0.043972	0.031682	Male	27	No	No	Retired	Rural	Bachelor	1,670,824,800
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	f3753291-4b2a-4136-bdea-a2e96de09ad7	no_churn	0.222642	1	churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Female	65	No	Yes	Employed	Urban	College	1,670,824,800
71	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	8a8417e7-7f90-4eb0-8aec-ae26cc9db742	no_churn	0.009715	0	no_churn	-0.190704	-0.009272	0.039362	0.07267	0.016598	0.061219	0.082927	-0.057825	Female	38	Yes	Yes	Employed	Suburban	College	1,670,824,800
17	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	5f95915d-d3a4-4492-b073-b5063c8fc605	no_churn	0.57167	1	churn	0.063912	-0.005336	-0.011302	0.097985	0.001301	0.09018	-0.025298	0.010894	Male	28	Yes	Yes	Employed	Suburban	College	1,670,824,800
36	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	d43ecc4c-ed67-47a7-b203-cdef72db35de	no_churn	0.0245	0	no_churn	-0.082486	-0.011664	-0.018808	-0.067322	-0.087254	0.036205	0.007127	-0.017325	Male	68	No	No	Employed	Suburban	Bachelor	1,670,824,800
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ee7655d2-b23b-4f4b-aac6-712a4f840508	churn	0.432498	1	churn	0.115651	-0.000912	0.048365	0.198538	0.018537	0.139979	-0.00761	-0.033888	Female	58	No	No	Employed	Rural	High School or Below	1,670,824,800
64	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	65a5d0cc-bd46-4520-8e9f-3360b191e2a3	no_churn	0.01776	0	no_churn	-0.059908	-0.00293	-0.019197	0.000804	-0.010538	0.047222	-0.000622	-0.003857	Male	42	No	Yes	Unemployed	Urban	Bachelor	1,670,824,800
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	0e94a935-7822-4578-ab6f-e563be268611	no_churn	0.503454	0	no_churn	-0.034334	-0.002516	0.111929	0.113801	0.080366	0.074826	0.019247	0.057655	Female	68	No	Yes	Employed	Suburban	College	1,670,824,800
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	0a8e288e-3020-4085-83ab-86638691c88a	no_churn	0.19384	1	churn	-0.270389	-0.003691	0.033851	-0.071571	0.013133	0.043695	-0.001183	-0.012872	Male	68	No	Yes	Employed	Rural	College	1,670,824,800
52	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	67b7849d-595e-42bf-8a59-f6e7c4d90feb	no_churn	0.21391	0	no_churn	-0.106604	-0.006753	-0.024489	-0.057892	-0.134335	0.0296	0.016029	0.025418	Female	39	No	Yes	Unemployed	Suburban	Master	1,670,824,800
3	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	83d394da-0a09-415a-9c34-a8a5f4d1280f	no_churn	0.507173	0	no_churn	0.097717	-0.007124	-0.00743	-0.135349	-0.063594	0.079357	0.064223	-0.042382	Female	48	No	Yes	Retired	Suburban	College	1,670,824,800
16	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	1b32a425-8330-426d-b5e3-472ddafd3ad9	churn	0.358791	1	churn	0.077818	-0.005432	0.000418	0.000969	-0.071399	0.083648	0.017214	-0.023416	Female	68	No	No	Employed	Urban	High School or Below	1,670,824,800
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	11c13f6d-bd10-4983-96da-73b5995e7f84	no_churn	0.681721	0	no_churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	71	Yes	Yes	Employed	Rural	College	1,670,824,800
9	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	66d30b3d-d1e8-41ba-8d87-b5f8803c3f60	no_churn	0.24116	1	churn	0.011411	-0.007501	-0.066988	-0.015236	0.054214	0.081624	0.089165	-0.058377	Male	59	No	No	Employed	Suburban	College	1,670,824,800
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	cf8914ca-8795-418f-b115-483106509a1a	no_churn	0.473349	1	churn	0.026528	-0.013658	-0.024595	-0.094159	-0.073425	0.051946	-0.036394	0.034732	Female	74	No	Yes	Employed	Urban	High School or Below	1,670,824,800
28	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Disabled	181828a1-b9f8-4c1b-bec3-7614fa20e9f4	no_churn	0.113775	0	no_churn	-0.085795	-0.003321	-0.067429	0.00812	-0.008583	-0.115515	0.031405	-0.027909	Male	67	Yes	No	Employed	Suburban	Bachelor	1,670,824,800
2	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	83acbd16-3e48-4158-969f-2b589d3515ff	no_churn	0.115046	1	churn	0.243484	-0.009772	-0.038376	-0.001531	0.01347	0.109201	0.07704	-0.040642	Male	35	No	No	Employed	Suburban	Master	1,670,824,800
22	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	d005eecf-3053-45f9-bef4-df2396062ff8	no_churn	0.053951	0	no_churn	-0.066588	-0.006373	-0.039338	-0.038025	0.035422	0.041856	0.060359	-0.04634	Male	57	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
71	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Disabled	151eeab3-96c7-48a2-81b4-1fd51b6ae5bd	no_churn	0.009715	0	no_churn	-0.153814	-0.00277	0.023668	0.014534	-0.014813	-0.140368	0.059106	-0.031236	Male	80	No	Yes	Unemployed	Suburban	Bachelor	1,670,824,800
22	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	ea53d2be-e6a8-44e7-9db9-b7972da28c80	no_churn	0.378324	1	churn	-0.085507	-0.004745	-0.068933	-0.013909	0.067189	0.05706	-0.001463	0.061283	Female	33	No	No	Unemployed	Suburban	College	1,670,824,800
16	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	8167a7af-748a-4cad-ac06-cf672a4a4211	no_churn	0.015351	0	no_churn	0.213694	0.002941	0.036594	-0.011928	0.078327	0.128506	-0.000403	0.009984	Female	43	No	Yes	Unemployed	Suburban	Bachelor	1,670,824,800
64	No	No phone service	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	6096ac97-a699-40e4-82ef-140aa83464f9	no_churn	0.13598	0	no_churn	-0.129725	0.014998	0.023641	0.016942	0.010943	0.063252	0.068242	0.07268	Female	29	No	Yes	Retired	Suburban	Master	1,670,824,800
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	6b08c5ed-428f-4653-8536-467771c920c5	no_churn	0.001763	0	no_churn	-0.097103	-0.007192	0.002973	-0.023799	-0.024479	-0.11748	0.012262	-0.014208	Male	28	No	Yes	Employed	Rural	College	1,670,824,800
16	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	b2c848d3-e780-4fc3-bbe6-f2d49fe2be1b	no_churn	0.358791	1	churn	0.140727	-0.002474	-0.01265	-0.043895	0.018004	0.100286	0.010665	-0.007165	Female	67	Yes	No	Medical Leave	Suburban	Bachelor	1,670,824,800
52	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	08b6c798-2894-4f99-9f31-f4b072882cc8	no_churn	0.21391	0	no_churn	-0.120375	-0.010042	-0.039569	-0.020579	-0.138108	0.02387	0.017562	0.028215	Female	29	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
66	Yes	No	High Speed	Web_Chat_Support	One year	100hrs+	Active	97a2a1c6-1887-48c7-b940-82dacf02095d	no_churn	0.217638	0	no_churn	-0.084499	-0.002025	-0.088776	-0.001909	0.024418	-0.166802	0.04448	0.051086	Male	52	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
4	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	da8f18d2-f0f7-47db-b54f-38561de3d678	no_churn	0.675014	1	churn	-0.007375	-0.097956	-0.065679	-0.035395	-0.038905	0.082658	-0.040002	0.016295	Female	37	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cf4a6628-3f9a-42e1-9e48-9bccdea2eb5d	no_churn	0.034373	0	no_churn	-0.272601	-0.003816	0.024865	-0.011984	0.015511	0.03676	-0.063771	0.052677	Male	37	No	Yes	Employed	Suburban	Master	1,670,824,800
44	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	ae81d810-b1ad-46da-8005-24e25004707b	no_churn	0.196402	0	no_churn	-0.147455	-0.006436	-0.051194	0.068868	-0.01593	0.010619	-0.002959	0.025462	Female	62	No	No	Employed	Suburban	Bachelor	1,670,824,800
2	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	cfe7ae3d-fe7e-4b91-88f4-e6d72b3fc194	no_churn	0.602432	1	churn	0.206351	0.078453	0.007458	-0.011543	-0.01241	0.151063	-0.015157	-0.009678	Male	54	No	Yes	Unemployed	Rural	High School or Below	1,670,824,800
65	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	8ae5ce9c-dc29-40a4-b10c-41c3a89a2476	no_churn	0.029972	1	churn	-0.094267	-0.012046	-0.058616	-0.019119	-0.090244	0.016094	0.0275	0.031672	Female	75	No	No	Unemployed	Urban	High School or Below	1,670,824,800
5	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	fdd2b79e-0ddd-4475-90d0-82bccdb8bcf4	no_churn	0.034377	0	no_churn	0.054379	-0.009408	-0.050743	-0.106678	-0.060277	0.027864	-0.005626	-0.01903	Female	79	No	No	Unemployed	Suburban	College	1,670,824,800
20	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	9dceaa30-5b64-4e2a-b860-e4df894aa13c	no_churn	0.421441	1	churn	-0.176358	0.005983	-0.013775	-0.057436	-0.007004	0.053986	-0.03724	-0.027183	Female	64	No	No	Unemployed	Rural	Master	1,670,824,800
62	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	5490897d-7742-4401-b959-a3ee5750c653	no_churn	0.009164	0	no_churn	-0.122543	0.089243	0.036396	-0.075867	-0.003956	0.080636	0.038722	-0.031657	Male	20	No	Yes	Employed	Suburban	College	1,670,824,800
36	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	4f310782-3a2d-4b51-8296-5693142486d0	no_churn	0.639896	1	churn	-0.078039	-0.003551	0.053237	0.111031	0.004453	0.089525	0.018474	0.045843	Male	76	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
45	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	1e8e41ba-cc6a-4513-82c0-8c60984d39f3	no_churn	0.009062	0	no_churn	-0.131935	-0.001363	0.043245	0.005491	0.085154	0.060849	-0.012089	0.002336	Female	38	No	No	Employed	Suburban	College	1,670,824,800
15	Yes	No	High Speed	Expired	One year	0hrs	Disabled	4cd7f704-7c14-41ce-9146-0278ef594d7f	no_churn	0.034975	0	no_churn	0.003913	-0.005347	-0.037295	-0.061149	-0.003456	-0.11004	-0.023959	-0.031694	Female	42	No	Yes	Unemployed	Suburban	College	1,670,824,800
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	f2254471-0e4f-4b15-88fe-4f0ea55cf05f	no_churn	0.222642	1	churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Female	71	No	Yes	Employed	Suburban	College	1,670,824,800
57	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	94dbce5b-0c1c-4088-9a22-8d71c8613098	no_churn	0.03911	0	no_churn	-0.089364	-0.012073	-0.025614	-0.073681	-0.071754	0.029486	0.019469	-0.025495	Male	79	No	Yes	Employed	Suburban	College	1,670,824,800
72	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	3ba665b0-992e-4532-a9fe-35f38c840d2d	no_churn	0.012502	0	no_churn	-0.080262	-0.006742	0.042221	-0.073473	-0.011653	0.075802	0.063188	0.065225	Male	78	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
56	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	00b56608-3079-4c69-b9fa-a3d2e028999e	no_churn	0.010555	0	no_churn	-0.037673	-0.015537	0.032405	0.008574	-0.086062	0.059185	0.061982	-0.046899	Female	52	No	No	Employed	Rural	Bachelor	1,670,824,800
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	f2c6d604-3c0d-4593-8e61-28ecd7f8fb92	churn	0.503454	0	no_churn	-0.034334	-0.002516	0.111929	0.113801	0.080366	0.074826	0.019247	0.057655	Male	72	No	Yes	Unemployed	Rural	Bachelor	1,670,824,800
59	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	7ebe400e-6811-45d5-9bce-803eb80c31d3	no_churn	0.214729	0	no_churn	-0.079192	-0.004955	0.019693	-0.053942	-0.045555	-0.109972	0.021886	0.043012	Male	76	No	No	Unemployed	Suburban	College	1,670,824,800
72	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	3697a370-443d-44db-8a08-7b5beb8c9136	no_churn	0.076045	0	no_churn	-0.272601	-0.003816	0.024865	-0.011984	0.015511	0.03676	-0.063771	0.052677	Male	67	Yes	No	Employed	Rural	High School or Below	1,670,824,800
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	becff750-fad2-42f9-89da-7292fb6a2f3a	no_churn	0.473349	1	churn	0.026528	-0.013658	-0.024595	-0.094159	-0.073425	0.051946	-0.036394	0.034732	Female	75	No	Yes	Employed	Suburban	College	1,670,824,800
47	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	9ea11469-1900-405a-aeca-f23d46c57427	no_churn	0.018514	0	no_churn	-0.109303	-0.004339	0.033154	-0.066249	-0.035063	0.059628	-0.015529	0.038674	Female	77	Yes	Yes	Unemployed	Suburban	College	1,670,824,800
3	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	2eb7faa4-2b49-46cc-aedb-8a7bbf2efb46	no_churn	0.473759	0	no_churn	0.106348	-0.006458	-0.067522	0.10205	-0.031048	0.069127	-0.013931	0.005533	Male	53	Yes	No	Unemployed	Suburban	Bachelor	1,670,824,800
69	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	25ad833a-1778-4b47-badd-a8bc51b1ff96	no_churn	0.008628	0	no_churn	-0.064166	-0.005001	-0.02189	-0.033694	-0.007725	-0.105484	-0.011613	-0.019453	Female	25	Yes	Yes	Employed	Suburban	High School or Below	1,670,824,800
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	e6b5b8c6-477c-427c-829c-f6e5930f19e4	no_churn	0.681721	0	no_churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	56	Yes	No	Employed	Rural	College	1,670,824,800
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	0c318ca8-7d2c-405e-9391-c40c821b4cf4	no_churn	0.59587	1	churn	0.073981	-0.006546	-0.036997	-0.051891	0.071679	0.104231	0.031802	0.035716	Female	56	No	Yes	Unemployed	Suburban	Bachelor	1,670,824,800
6	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	6b4d99c7-1e44-40bf-b3f1-1f948a15cdca	no_churn	0.103797	0	no_churn	0.067401	-0.003398	-0.005591	-0.100971	-0.035977	0.049561	-0.015784	-0.007031	Male	32	No	No	Employed	Urban	College	1,670,824,800
32	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	886793cf-8b08-46e9-a911-b1c86c9fca8d	no_churn	0.329634	1	churn	-0.098415	-0.002273	0.074412	0.000222	-0.025938	0.085086	-0.032138	0.017768	Male	79	No	No	Medical Leave	Suburban	College	1,670,824,800
31	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	fa0cdb58-f827-4567-b6a0-eef6642afbb7	no_churn	0.151798	0	no_churn	0.12546	0.09145	0.051467	0.082011	0.116193	0.174281	0.016813	0.013299	Male	47	No	No	Disabled	Urban	College	1,670,824,800
63	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	39a633be-4412-46e7-a079-956cb6507031	no_churn	0.078104	0	no_churn	-0.051883	-0.002605	0.038102	-0.044972	-0.018978	-0.01267	0.064793	0.049187	Female	75	Yes	No	Employed	Rural	Bachelor	1,670,824,800
72	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	db428ab1-bb54-4686-870c-fa309e59f68f	no_churn	0.011313	0	no_churn	-0.181785	-0.00395	0.009246	0.048534	0.083728	0.084462	-0.012663	0.058163	Female	29	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
68	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	ffc01fd5-d2e7-4ed3-ac87-858457327085	no_churn	0.014027	0	no_churn	-0.171855	0.00561	0.001798	-0.016829	-0.129065	0.056619	-0.000575	0.025272	Female	49	No	No	Employed	Suburban	High School or Below	1,670,824,800
42	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	8f4b8380-f623-4733-889c-321bf65498d8	no_churn	0.384044	0	no_churn	-0.049839	-0.000161	0.059261	0.052211	0.09934	0.02001	0.12645	0.083701	Female	51	Yes	Yes	Unemployed	Suburban	College	1,670,824,800
16	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	c845fa19-dad9-4750-a223-6dfb74739df9	no_churn	0.205557	0	no_churn	0.053003	-0.00233	-0.026892	-0.114497	-0.049569	0.079792	0.050777	-0.030894	Male	45	No	Yes	Employed	Suburban	College	1,670,824,800

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