Split (1)

train · 17.7k rows

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
71	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	7d14e5d5-ca36-497a-8635-14d7563085ef	no_churn	0.041531	0	no_churn	-0.164115	-0.004094	-0.023527	0.059818	0.027762	-0.079851	0.01587	-0.030888	Female	42	No	No	Employed	Urban	College	1,670,997,600
41	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	fde0d573-321f-49d6-a4f2-081ff2c3ef78	no_churn	0.398117	0	no_churn	-0.114638	-0.00502	-0.035514	0.01874	0.025627	0.079747	0.025109	-0.034688	Female	26	Yes	No	Employed	Suburban	College	1,670,997,600
48	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	40956549-4b5a-4284-a232-f007a0187e74	churn	0.188244	1	churn	-0.149443	-0.014006	0.016532	-0.094933	0.045158	0.024032	0.048496	0.065137	Male	49	No	No	Employed	Rural	Bachelor	1,670,997,600
17	Yes	No	Low Speed	In_Store_Support	One year	100hrs+	Active	57464728-e370-4e11-916e-1b1fc0819c18	churn	0.079662	0	no_churn	0.045783	-0.004488	-0.004786	0.019491	-0.018243	-0.03612	0.022646	0.05669	Female	42	No	Yes	Unemployed	Rural	High School or Below	1,670,997,600
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	c83fc379-54f7-4596-bf20-592d1e7c2cb4	no_churn	0.757452	1	churn	0.245156	-0.014956	0.066886	-0.041114	-0.137525	0.110624	0.020602	0.049505	Male	30	No	No	Unemployed	Rural	College	1,670,997,600
18	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	a298ec07-4a43-4edc-b50d-f94e874d6111	no_churn	0.465566	1	churn	-0.003703	0.059449	-0.011122	-0.026827	0.056522	0.094361	0.027059	0.0494	Male	67	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
1	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Active	783bcd99-b0c9-4923-a66c-5d80fb6db6e6	no_churn	0.870052	1	churn	0.286428	0.067587	0.024349	-0.098624	-0.017633	0.141548	0.09679	0.060529	Female	74	No	Yes	Employed	Urban	High School or Below	1,670,997,600
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	73491ddd-4e37-4e4f-9819-914f3d6127c9	no_churn	0.390085	0	no_churn	0.112101	-0.006569	-0.071171	-0.040972	-0.010812	0.056556	0.024141	0.034366	Female	74	No	No	Unemployed	Suburban	Bachelor	1,670,997,600
16	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	cebadcf4-8b87-42d3-afc9-cea63514109e	no_churn	0.277911	1	churn	-0.028869	-0.00747	-0.020654	-0.078816	-0.154735	0.035183	0.010303	0.007044	Female	79	Yes	Yes	Employed	Suburban	Bachelor	1,670,997,600
34	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	6051a909-9fe2-4bb4-8f7f-d37ccdf5b23f	churn	0.119047	0	no_churn	-0.087127	-0.002953	0.03252	-0.066133	-0.111951	0.060845	0.018308	0.028797	Male	34	Yes	No	Employed	Suburban	College	1,670,997,600
48	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	153e535a-f68e-4bce-9f46-3d6c5177a237	no_churn	0.087797	0	no_churn	-0.094313	-0.006703	-0.049189	-0.071954	-0.105298	0.039693	0.010875	0.027863	Female	26	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
58	No	No phone service	High Speed	Expired	One year	<50hrs	Active	9bd561aa-f995-4ba7-b2fc-6903b5fad209	no_churn	0.153528	0	no_churn	-0.098294	0.017489	-0.009788	-0.026135	-0.043786	-0.13732	0.02098	0.027828	Female	56	No	No	Employed	Rural	High School or Below	1,670,997,600
48	Yes	Yes	Medium Speed	Expired	One year	<50hrs	Active	74f9719c-2912-4761-b99b-c0f75d4bbb95	no_churn	0.158768	0	no_churn	-0.096509	-0.004167	0.016627	-0.057345	-0.052106	-0.063654	0.031246	0.036881	Male	57	Yes	No	Employed	Rural	Bachelor	1,670,997,600
5	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	8f3e9eac-ddb0-4e26-8586-1d4071e0d726	churn	0.43725	0	no_churn	0.073593	-0.001548	0.038211	0.069212	-0.126238	0.115385	0.067192	0.095166	Female	34	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
9	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	d5b28129-5911-471d-aa48-ba7b8cf6e96c	no_churn	0.236477	0	no_churn	0.132698	-0.00048	0.08971	-0.019985	0.09318	0.127206	0.077559	0.073419	Female	71	Yes	No	Retired	Suburban	College	1,670,997,600
18	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Active	118e9112-7154-4a8d-a2bd-86932cb5605e	no_churn	0.612866	1	churn	-0.037248	0.057155	0.00238	-0.009313	-0.108987	0.062166	0.009052	0.045768	Female	21	No	No	Unemployed	Suburban	College	1,670,997,600
50	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	62f470aa-d99e-4c0a-a3e9-9f8c5cd3958c	no_churn	0.086	0	no_churn	-0.04364	-0.004354	0.063139	-0.056994	-0.078621	0.072289	-0.009637	-0.011209	Female	80	No	No	Unemployed	Urban	Bachelor	1,670,997,600
52	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Active	b599f45a-dd70-40f1-8251-5c4cf6d981b6	churn	0.079579	0	no_churn	-0.181144	0.00617	-0.023256	-0.052886	-0.049578	0.048708	0.009431	0.033529	Female	75	No	Yes	Employed	Rural	Master	1,670,997,600
30	Yes	Yes	Low Speed	Phone_Support	One year	100hrs+	Active	c885be6a-0e18-42bb-978e-730dd26e3d73	no_churn	0.108756	0	no_churn	-0.029501	-0.003495	0.01354	-0.088678	0.061473	-0.160426	0.085402	0.070826	Female	67	No	Yes	Employed	Suburban	College	1,670,997,600
6	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	6fbb98fd-bd49-4aee-b1fc-f94e1cd44039	churn	0.575802	0	no_churn	-0.097829	0.016485	-0.002792	-0.08596	-0.077734	0.06934	-0.020887	0.024518	Male	29	Yes	Yes	Retired	Suburban	High School or Below	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	e38ebd78-1623-4275-b23e-26fb02470c1d	no_churn	0.622501	0	no_churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Female	70	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
72	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	5dd576e1-8529-4c50-b077-558a92a582ce	no_churn	0.002472	0	no_churn	-0.128126	-0.018336	-0.031884	-0.039911	-0.037289	0.034538	-0.014067	-0.023951	Male	71	No	No	Employed	Suburban	College	1,670,997,600
10	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	2511455e-117a-40be-8c6b-77d0eab7e461	no_churn	0.18538	0	no_churn	0.03806	-0.008465	0.001073	-0.034675	0.07005	0.084868	0.110599	-0.070535	Male	22	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
20	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	3d466ee5-105f-4c04-b177-797a0b0e4d5b	no_churn	0.269701	0	no_churn	-0.068141	-0.00973	-0.052977	-0.078437	-0.063939	0.029876	0.029509	-0.029127	Male	60	No	No	Employed	Suburban	Bachelor	1,670,997,600
8	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	3adcd3ca-fc88-454e-81c8-cd063f14622d	no_churn	0.054831	0	no_churn	0.024812	-0.017217	-0.021723	-0.110033	-0.024079	0.0517	-0.015855	-0.018274	Male	22	Yes	No	Employed	Rural	Bachelor	1,670,997,600
41	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	1b7de32f-4e3a-4d6c-8141-d8424cc6ebde	no_churn	0.021107	0	no_churn	-0.07825	-0.003141	-0.009094	-0.073089	-0.005342	-0.075638	0.00951	-0.023981	Female	69	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
2	Yes	No	Medium Speed	Phone_Support	Month-to-month	100hrs+	Disabled	55aaaa30-5c8c-4ee2-ae1e-cb8bf8faaab3	no_churn	0.204416	0	no_churn	0.180884	-0.005179	-0.020795	-0.047018	0.110214	0.104724	0.125817	-0.054996	Female	65	No	Yes	Employed	Urban	Bachelor	1,670,997,600
57	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	80b09756-5a4a-47ab-bb65-5bb9f496a070	no_churn	0.019506	0	no_churn	-0.102475	-0.022363	-0.034437	-0.042851	-0.046388	0.029228	-0.020237	-0.019504	Female	28	No	No	Employed	Suburban	High School or Below	1,670,997,600
49	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	fb010557-b436-436b-8235-9d72f8edcd04	no_churn	0.250579	0	no_churn	-0.161239	0.014731	-0.007476	-0.028603	-0.085643	0.043383	0.010115	-0.024294	Male	47	No	No	Employed	Suburban	College	1,670,997,600
0	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	c126b615-e3a9-4869-b5be-368fbeebe464	no_churn	0.019369	0	no_churn	0.206139	-0.005696	-0.069964	-0.043523	0.024065	0.089775	-0.01242	0.000329	Male	66	Yes	No	Employed	Suburban	High School or Below	1,670,997,600
4	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	74466c1d-4487-415c-8d8c-904747860c77	churn	0.483385	0	no_churn	0.140477	-0.000149	-0.025127	-0.054641	0.023065	0.092974	-0.023067	-0.055075	Female	74	Yes	No	Unemployed	Rural	College	1,670,997,600
17	Yes	No	High Speed	Expired	One year	0hrs	Disabled	bfb4f1c7-0bd6-4eaa-978a-1de8653bd1a8	no_churn	0.026081	0	no_churn	0.040487	-0.002847	-0.032572	-0.038423	-0.002278	-0.186523	-0.020982	-0.025888	Female	69	No	No	Employed	Urban	College	1,670,997,600
21	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	bf6a8e42-6eff-4548-8a68-02e2b5e4b02c	no_churn	0.039457	0	no_churn	-0.064723	-0.006517	-0.04191	-0.059099	-0.094095	0.013206	0.016528	-0.022416	Female	37	Yes	No	Unemployed	Urban	College	1,670,997,600
21	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	39a27d5a-f755-4ea0-9486-96a7c83336a9	no_churn	0.228159	1	churn	-0.074128	-0.011614	-0.044495	-0.076476	-0.068719	0.034729	0.00251	-0.020833	Female	24	No	Yes	Unemployed	Urban	College	1,670,997,600
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	76d8eff3-c9b7-43e6-814d-a32857a8bd3f	no_churn	0.589365	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	68	No	Yes	Employed	Rural	College	1,670,997,600
11	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	f2633682-dc5f-4006-b50c-3903edf16870	no_churn	0.010333	0	no_churn	0.005824	-0.0045	-0.015246	-0.064302	-0.020913	-0.152701	0.006255	-0.013444	Female	55	No	No	Employed	Rural	High School or Below	1,670,997,600
19	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	5706fdbb-ff2b-4932-9c4d-5d6441f57a9e	no_churn	0.010303	0	no_churn	-0.032006	-0.011239	-0.065525	-0.066156	-0.094013	0.040051	0.002986	-0.023125	Female	36	Yes	Yes	Employed	Urban	High School or Below	1,670,997,600
9	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	9a6b7ebd-474c-430f-b5d5-9dde98f31204	no_churn	0.185869	0	no_churn	0.103656	-0.009041	0.008209	-0.078061	0.022704	0.074923	-0.043314	0.003322	Female	73	No	No	Employed	Urban	High School or Below	1,670,997,600
72	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	af1d5b2b-ff51-4e0a-969e-b26ece5ca0d2	no_churn	0.00166	0	no_churn	-0.134819	-0.017149	0.00083	-0.03344	-0.031508	0.03947	-0.014805	-0.035938	Female	35	No	Yes	Unemployed	Suburban	College	1,670,997,600
2	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	7a5fcf0e-b8a1-4d6d-a975-2450ba47b12e	no_churn	0.145214	0	no_churn	0.187911	-0.01074	-0.030322	-0.035998	0.040212	0.116948	0.128007	-0.068178	Male	60	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
63	Yes	No	Medium Speed	Expired	Two year	100hrs+	Disabled	876ef25c-fae7-494d-abd8-dade2affc523	no_churn	0.012845	0	no_churn	-0.063648	-0.005064	-0.015657	-0.032799	-0.030703	-0.120726	0.013497	-0.013926	Female	69	No	No	Medical Leave	Urban	College	1,670,997,600
56	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	12fff223-b520-488a-9f61-fb5e326fca4f	no_churn	0.061398	0	no_churn	0.043271	-0.000627	0.064082	0.067933	0.129329	0.087367	0.089395	-0.038109	Female	33	No	No	Employed	Suburban	Master	1,670,997,600
63	Yes	No	Low Speed	Phone_Support	Two year	<80hrs	Disabled	5ea4b436-b0b1-4c9d-ad32-e48bac0dabb0	no_churn	0.021669	0	no_churn	-0.058683	-0.002831	-0.004754	0.003071	0.037326	-0.136679	0.052859	-0.029336	Male	54	No	No	Medical Leave	Rural	Bachelor	1,670,997,600
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	b32c286d-f00f-4c9e-b48f-85d8a811ce78	churn	0.665845	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	68	Yes	No	Unemployed	Rural	College	1,670,997,600
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	49e7988a-29bb-429d-acac-248bb3e6f5ad	no_churn	0.001956	0	no_churn	-0.097103	-0.007192	0.002973	-0.023799	-0.024479	-0.11748	0.012262	-0.014208	Male	42	No	No	Employed	Rural	Bachelor	1,670,997,600
19	Yes	No	High Speed	Phone_Support	One year	100hrs+	Disabled	f0a6a860-7690-4755-8eb3-1a98c71ff854	no_churn	0.024509	0	no_churn	-0.002198	-0.004881	-0.064515	-0.030064	0.024427	-0.113522	0.058487	-0.04176	Male	65	No	No	Employed	Suburban	College	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	cac6795d-23ce-479f-be38-ec6f84728690	churn	0.314494	0	no_churn	0.192447	-0.014857	-0.100827	-0.068217	-0.033533	0.102209	-0.016407	-0.020321	Female	74	No	Yes	Employed	Rural	High School or Below	1,670,997,600
24	Yes	Yes	Medium Speed	Expired	Month-to-month	0hrs	Disabled	ecc5a46d-b9cf-4086-9bde-5788e98c898e	no_churn	0.158503	0	no_churn	0.120683	0.001494	0.114245	0.117088	0.134967	0.125795	-0.011819	-0.001479	Male	43	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
21	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	a14939c7-2436-472b-9f6b-831b7d4913b1	no_churn	0.013264	0	no_churn	-0.072831	-0.011139	-0.049994	-0.059085	-0.089607	0.034226	-0.001838	-0.018757	Female	59	No	No	Employed	Urban	High School or Below	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	d3961659-b50e-4187-a60b-588c69a654b1	no_churn	0.674575	1	churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Male	76	No	No	Employed	Suburban	High School or Below	1,670,997,600
24	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	6869f178-9bd8-4438-b69d-2bd9a38b026c	no_churn	0.01909	0	no_churn	-0.120727	-0.008492	-0.043692	-0.038729	-0.073965	0.035702	0.002557	-0.021681	Female	64	No	No	Employed	Suburban	Bachelor	1,670,997,600
7	Yes	No	Medium Speed	Phone_Support	Two year	<80hrs	Disabled	de1e2e93-84bf-47d6-9b56-99b3b8832c04	no_churn	0.01337	0	no_churn	0.03816	-0.002433	-0.01477	0.004429	0.039019	-0.216101	0.030206	-0.030869	Male	22	No	Yes	Disabled	Suburban	Bachelor	1,670,997,600
33	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Disabled	94d3f0d8-80e4-47b6-b047-bae0e6498948	no_churn	0.141983	0	no_churn	-0.215079	0.038293	0.00586	-0.055367	-0.020945	0.058284	0.002893	-0.012965	Female	25	No	No	Unemployed	Suburban	College	1,670,997,600
56	Yes	No	Low Speed	Expired	One year	100hrs+	Disabled	9875c9f7-82d7-4e03-9e1b-f7dbcc9d14c8	no_churn	0.021744	0	no_churn	-0.082753	-0.005832	-0.031957	-0.039709	-0.014471	-0.049245	0.029476	-0.024536	Male	38	No	No	Unemployed	Suburban	College	1,670,997,600
2	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	238e1c4a-97c3-4f60-a247-3b552d18a695	no_churn	0.713723	1	churn	0.25084	0.126652	0.062227	-0.035331	0.04257	0.149371	0.035055	-0.027597	Male	54	No	Yes	Retired	Rural	College	1,670,997,600
72	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	0a429ece-fbf7-4007-997b-251c121cdb9a	no_churn	0.00287	0	no_churn	-0.111862	-0.006843	-0.015617	-0.041112	-0.091371	0.034739	0.022029	-0.025656	Male	49	No	No	Employed	Suburban	High School or Below	1,670,997,600
44	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	15662898-c7ed-4a48-9383-fea5253f58b5	no_churn	0.066688	0	no_churn	-0.112592	-0.003917	-0.056656	0.000166	0.035893	0.061049	0.079113	-0.046368	Female	72	No	No	Employed	Suburban	Bachelor	1,670,997,600
12	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	2600f1c2-b6aa-40dd-ba5e-899e906b6130	no_churn	0.127689	0	no_churn	0.031761	-0.015305	-0.029049	-0.104257	-0.000383	0.049985	-0.010474	-0.011335	Female	27	Yes	Yes	Retired	Suburban	Bachelor	1,670,997,600
26	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	53dc8b0d-fa01-428b-8d68-eadafc4cb968	no_churn	0.022821	0	no_churn	-0.053757	-0.001922	-0.019353	-0.021113	0.017765	-0.016045	0.079626	-0.034227	Female	41	No	No	Employed	Suburban	High School or Below	1,670,997,600
64	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	c3f6c791-34a5-468d-8dbe-cd8ff4d7478c	no_churn	0.009049	0	no_churn	-0.066482	-0.004741	-0.011783	-0.02715	-0.029963	-0.095294	-0.010586	-0.016027	Male	63	No	Yes	Employed	Suburban	College	1,670,997,600
46	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e9f1c0ad-f931-4f31-b2ec-2558e9b1a3ca	no_churn	0.014365	0	no_churn	-0.155443	-0.007941	-0.030238	-0.032849	-0.047579	0.021164	0.005247	-0.021386	Male	76	No	No	Unemployed	Suburban	Doctor	1,670,997,600
8	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	272d2ab6-83dd-4143-a793-c679c6afbb6c	no_churn	0.094697	0	no_churn	0.009815	-0.015758	-0.020586	-0.125523	-0.045307	0.035449	-0.006017	-0.012414	Male	33	No	No	Unemployed	Suburban	College	1,670,997,600
50	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	5f6fd0a3-9646-404a-ad02-13939fcfcb30	no_churn	0.014844	0	no_churn	-0.053171	-0.003512	-0.020219	-0.056588	-0.037472	-0.099583	0.014427	-0.012908	Male	64	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
17	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	9716ce3b-3134-4744-abd3-466f49bdd787	no_churn	0.035692	0	no_churn	0.04578	-0.008347	-0.026489	-0.13095	-0.058411	0.061396	0.024471	-0.033976	Female	44	No	No	Employed	Suburban	High School or Below	1,670,997,600
40	Yes	No	Medium Speed	In_Store_Support	One year	100hrs+	Disabled	bed28fae-ca36-4e7f-99aa-bece2ab7ae8c	no_churn	0.02006	0	no_churn	-0.052137	-0.005304	-0.009133	-0.075867	-0.059557	-0.03824	0.028971	-0.027759	Female	20	Yes	No	Medical Leave	Suburban	College	1,670,997,600
19	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	77f37227-af36-4d4b-9dee-c61609cf4897	no_churn	0.012686	0	no_churn	-0.044537	-0.011664	-0.047277	-0.091236	-0.090332	0.031837	0.024767	-0.030584	Male	60	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
52	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	022affee-8d65-479e-bf3b-89a71b4597a6	no_churn	0.009679	0	no_churn	-0.112138	-0.007538	-0.023759	-0.066332	-0.079396	0.026517	0.017432	-0.023812	Male	68	No	Yes	Unemployed	Suburban	College	1,670,997,600
37	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	061cfa12-7a0d-4d42-a7c6-27e10b483bf5	no_churn	0.017188	0	no_churn	0.054308	-0.005999	0.018958	-0.043923	0.081812	0.0955	-0.008584	0.008902	Male	33	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
40	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	f94b7ecd-b06c-4353-b41a-09051f18b56e	no_churn	0.116673	0	no_churn	-0.064314	-0.019725	-0.039211	-0.026272	0.020072	0.046668	0.001668	-0.007911	Male	29	No	Yes	Unemployed	Rural	Doctor	1,670,997,600
42	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	11835678-09e3-4e4e-bfc6-4f376ab66694	no_churn	0.131237	0	no_churn	-0.098836	-0.007025	-0.05249	-0.108899	0.029734	0.03465	0.00339	-0.025503	Male	53	No	Yes	Employed	Urban	College	1,670,997,600
8	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	fcbdb905-8990-4543-8b76-bcb5fe75f213	no_churn	0.198431	0	no_churn	0.101046	-0.004634	0.027265	-0.012705	-0.011833	0.08665	0.094116	-0.042708	Female	31	No	No	Employed	Urban	Bachelor	1,670,997,600
25	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	2035eaf4-a353-4de3-acf0-66d1cf36478c	no_churn	0.020726	1	churn	0.144793	0.002142	0.08202	0.01451	0.063852	-0.029039	0.015785	0.01191	Male	42	No	Yes	Disabled	Urban	Bachelor	1,670,997,600
24	Yes	No	High Speed	In_Store_Support	Two year	<80hrs	Disabled	1732f6d1-c8e1-4f4f-9ea7-424b010bb111	no_churn	0.008719	0	no_churn	-0.066416	-0.003464	-0.030295	-0.025658	-0.042328	-0.102082	0.016497	-0.01528	Male	59	No	No	Unemployed	Rural	High School or Below	1,670,997,600
7	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	4984e386-26db-42ad-a4b6-c282886b1490	no_churn	0.274909	0	no_churn	0.031645	-0.00596	-0.048651	-0.08608	-0.046237	0.037588	0.022704	-0.014778	Male	66	No	No	Employed	Rural	Bachelor	1,670,997,600
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	27c29e58-50ea-4baa-bf81-214679797f08	no_churn	0.387835	1	churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	69	No	Yes	Disabled	Suburban	College	1,670,997,600
18	Yes	No	High Speed	In_Store_Support	One year	100hrs+	Disabled	d2de80f4-25a0-4aa1-84fc-c4fb70e0f35f	no_churn	0.043659	0	no_churn	-0.036389	-0.005646	-0.043815	-0.027746	-0.034906	-0.07811	0.029436	-0.031851	Male	78	No	No	Disabled	Suburban	College	1,670,997,600
16	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	f160e79d-8246-4b98-bb57-254104652311	no_churn	0.032229	0	no_churn	0.077264	-0.004395	-0.109635	-0.01722	-0.032204	0.093461	-0.037504	-0.02037	Male	57	Yes	Yes	Unemployed	Suburban	Master	1,670,997,600
49	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	8ee59b73-71e5-4fff-b89d-8b46de17d169	no_churn	0.024622	0	no_churn	-0.115051	-0.006367	-0.051959	-0.02248	-0.085547	0.028115	0.004036	-0.019774	Female	41	No	No	Employed	Suburban	Bachelor	1,670,997,600
67	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Disabled	7bb0746e-8709-460c-8614-8bc16ea61a4f	no_churn	0.00691	0	no_churn	-0.022008	-0.002238	0.015657	-0.047236	0.009807	-0.128363	0.05137	-0.033516	Female	24	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
11	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	0167b904-b0c1-4309-8121-8458742a1add	no_churn	0.009009	0	no_churn	0.019714	-0.016106	0.032781	-0.073999	-0.119293	0.067084	0.014811	-0.034019	Male	25	Yes	Yes	Employed	Suburban	High School or Below	1,670,997,600
22	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	4f355bab-e60f-4521-9b24-10b6b1ba6070	no_churn	0.112615	0	no_churn	-0.063684	-0.003876	0.038971	-0.025367	0.068281	0.056969	0.003165	-0.023485	Male	66	No	No	Medical Leave	Rural	College	1,670,997,600
40	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	eee5706c-4366-4897-8e7b-703e553eeb30	no_churn	0.010335	0	no_churn	-0.078867	-0.008541	-0.007903	-0.032517	0.039742	0.054331	0.067095	-0.045367	Female	75	Yes	No	Unemployed	Urban	High School or Below	1,670,997,600
22	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	b592dd00-ef91-40b7-86fb-da3be8ec65f9	no_churn	0.058807	0	no_churn	0.006694	-0.008143	-0.008603	-0.014983	-0.013972	0.048992	-0.01586	-0.005158	Female	21	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	6d102772-2906-4184-b065-839d7ca8e1a6	no_churn	0.200792	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Male	52	No	Yes	Medical Leave	Urban	Bachelor	1,670,997,600
43	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	4c319ae8-dadc-4885-80bd-ba8cd533b764	no_churn	0.251634	0	no_churn	-0.196419	0.039669	-0.000737	-0.051376	-0.038282	0.061291	-0.003428	-0.029744	Female	58	Yes	Yes	Employed	Rural	Bachelor	1,670,997,600
66	Yes	No	High Speed	Web_Chat_Support	Two year	100hrs+	Disabled	c3268e8d-4ce5-4618-a5ce-68776ef2ab10	no_churn	0.1089	0	no_churn	-0.055853	-0.002191	-0.020949	-0.000107	0.006665	-0.144389	0.047059	-0.029259	Male	57	No	No	Unemployed	Suburban	Bachelor	1,670,997,600
18	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Disabled	858e09f2-d07c-44b3-9528-93bfebf53d79	no_churn	0.024814	0	no_churn	0.011812	-0.003159	0.063541	0.021393	0.036155	-0.069415	0.127119	-0.072473	Female	55	No	No	Unemployed	Rural	Doctor	1,670,997,600
61	Yes	Yes	High Speed	Web_Chat_Support	Two year	100hrs+	Disabled	a39a91c8-5d6b-40fe-870a-97966cd5202c	no_churn	0.009827	0	no_churn	-0.101254	-0.003286	-0.008738	-0.034154	0.01834	-0.133296	0.029758	-0.018395	Male	25	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
6	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	ea16e1ba-29ca-4b99-b4dd-d71598673483	no_churn	0.154802	0	no_churn	0.097301	-0.001889	0.008717	-0.077356	0.013995	0.081724	-0.010719	-0.012835	Male	76	Yes	No	Medical Leave	Suburban	Bachelor	1,670,997,600
54	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	3ce3caaa-25f1-4994-9a71-09fb68dc6e6d	no_churn	0.143626	1	churn	-0.121748	-0.003497	0.008629	-0.137281	0.059404	0.017998	0.064904	-0.034102	Female	22	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
6	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	6604840e-baee-4348-b38f-e782f50e872a	no_churn	0.222003	0	no_churn	0.067401	-0.003398	-0.005591	-0.100971	-0.035977	0.049561	-0.015784	-0.007031	Female	20	No	No	Disabled	Urban	High School or Below	1,670,997,600
31	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	fe870ccc-8bb2-41e7-84aa-e25279e1457d	no_churn	0.011352	0	no_churn	0.106994	-0.010684	0.024742	0.048854	0.0741	0.103487	-0.044788	0.028268	Female	49	No	Yes	Disabled	Suburban	College	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	1d9ce8e5-6d03-4e1e-86ef-2ba3d1f5bd87	no_churn	0.311315	1	churn	0.192447	-0.014857	-0.100827	-0.068217	-0.033533	0.102209	-0.016407	-0.020321	Female	42	No	Yes	Unemployed	Suburban	College	1,670,997,600
51	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	87be189a-7bf4-4daa-b4a9-bc535ec76b0c	no_churn	0.030504	0	no_churn	-0.094364	-0.003612	-0.11265	-0.013041	0.0345	0.05045	-0.037504	-0.052805	Male	62	No	No	Employed	Suburban	Bachelor	1,670,997,600
1	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	12f0750f-7f6b-4d0b-8b67-8c283ad21c4a	no_churn	0.513477	1	churn	0.213727	-0.015576	-0.084657	-0.134447	-0.081022	0.089621	0.025045	-0.02002	Female	44	Yes	Yes	Unemployed	Suburban	Master	1,670,997,600
20	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	e193378f-19df-484b-b354-4e7d961ae59f	no_churn	0.026614	0	no_churn	-0.003926	-0.003925	-0.042791	-0.00159	0.055796	0.075501	0.091323	-0.069415	Female	41	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
4	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	9629a58d-9e80-43be-ab42-bd4606f7345f	no_churn	0.031334	0	no_churn	0.049047	-0.009522	-0.090816	-0.094659	0.021542	0.076857	0.067905	-0.043047	Male	31	No	Yes	Employed	Suburban	High School or Below	1,670,997,600
72	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	8b68ab99-d366-471e-94ab-3b513899beba	no_churn	0.002203	0	no_churn	-0.131118	-0.002279	0.030604	0.024775	0.052951	0.076604	-0.025505	-0.046058	Male	70	No	No	Employed	Rural	College	1,670,997,600
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	03a78a15-a48c-42c0-8f0f-ee39b55fd618	no_churn	0.03424	0	no_churn	0.013447	-0.017565	-0.058412	-0.110904	-0.070908	0.04946	-0.007292	-0.016852	Female	49	No	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
20	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	5a659fd2-2d5a-4ef5-9370-23e4d60ef9f4	no_churn	0.094617	0	no_churn	-0.027755	-0.004274	-0.023131	-0.040422	0.020732	0.047108	-0.020877	-0.013289	Female	69	No	No	Disabled	Suburban	High School or Below	1,670,997,600

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