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
66	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	56489127-0c55-4e4e-b417-b5a02295b475	no_churn	0.005024	0	no_churn	-0.03754	-0.010619	-0.024284	-0.014055	-0.070616	0.050846	-0.013176	-0.019582	Male	31	No	No	Unemployed	Suburban	College	1,673,503,200
60	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	905ca74d-dbfd-4393-9559-1f8bf98b2df6	no_churn	0.005597	0	no_churn	-0.126532	-0.019949	-0.035567	-0.040937	-0.042332	0.029227	-0.017199	-0.015737	Female	20	No	Yes	Unemployed	Urban	College	1,673,503,200
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	1a493aba-b08e-40d3-8131-4adaef05d10d	no_churn	0.084234	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Male	71	No	No	Employed	Suburban	Master	1,673,503,200
4	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	6c8e3536-b359-4704-b6da-5e38d7ec8c70	no_churn	0.733105	1	churn	-0.00701	0.044259	-0.013092	-0.048741	-0.073048	0.100154	-0.037946	-0.012987	Female	80	No	No	Employed	Rural	High School or Below	1,673,503,200
19	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	ecad41ea-52da-4283-89bc-9e711418cac8	no_churn	0.009306	0	no_churn	-0.012147	-0.003812	-0.043018	-0.047151	-0.033277	-0.109812	0.021488	-0.021297	Male	53	No	No	Unemployed	Rural	High School or Below	1,673,503,200
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	b7c57864-a148-44b7-b356-504124810790	churn	0.141948	0	no_churn	0.09905	-0.009954	-0.059737	-0.063707	-0.006298	0.065798	0.023489	-0.022234	Female	77	No	No	Employed	Rural	College	1,673,503,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	5e9a3209-98a2-4491-b9c9-54a8a2931f83	no_churn	0.305014	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	29	No	No	Employed	Suburban	College	1,673,503,200
1	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	4e7355b0-75c1-4abb-9669-f76b7aff38ba	no_churn	0.754858	1	churn	0.247845	0.080078	0.003951	-0.004507	0.020637	0.140728	-0.011106	-0.008775	Female	52	Yes	No	Unemployed	Urban	College	1,673,503,200
36	Yes	No	Medium Speed	Web_Chat_Support	Two year	100hrs+	Disabled	a815fef0-c562-460b-84c6-b8a4f409b853	no_churn	0.0245	0	no_churn	-0.010709	-0.001859	0.007591	-0.003032	0.069569	-0.181482	0.064014	-0.043117	Female	54	Yes	Yes	Employed	Suburban	College	1,673,503,200
27	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ab13564d-cf3a-4106-86e1-7eed9d4146b4	no_churn	0.06641	0	no_churn	-0.11744	-0.013142	-0.051309	-0.053969	-0.034332	0.017113	0.006069	-0.022016	Female	52	No	No	Medical Leave	Rural	High School or Below	1,673,503,200
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	ad9f14cb-fb25-45ff-b3df-a613e1c1b248	no_churn	0.034975	0	no_churn	0.060051	-0.014336	-0.059893	-0.107427	-0.070662	0.060407	0.04957	-0.026735	Female	28	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
31	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	be55befb-0525-4069-bbce-23ca8e31eeac	no_churn	0.151798	0	no_churn	0.080994	0.093683	0.048007	0.056798	0.085574	0.15679	-0.004171	0.013299	Female	33	Yes	No	Employed	Rural	Bachelor	1,673,503,200
9	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	ba475261-dec7-4644-aa33-5fb1786449f0	no_churn	0.24116	1	churn	0.022606	-0.017071	-0.065755	-0.164609	-0.019969	0.053483	0.038652	-0.036364	Male	69	No	No	Unemployed	Suburban	Bachelor	1,673,503,200
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	be5c5171-8b84-40c2-85fc-4ab6b7be1753	no_churn	0.59587	1	churn	0.096467	-0.009537	-0.02997	-0.091192	-0.074797	0.067923	0.048848	0.053231	Male	79	Yes	No	Employed	Suburban	High School or Below	1,673,503,200
22	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	789b1ed3-def7-4245-8880-3ebb2efba1c5	no_churn	0.378324	1	churn	-0.078852	-0.01311	-0.065807	-0.057375	-0.074519	0.023391	-0.018392	0.015639	Male	52	Yes	No	Employed	Suburban	College	1,673,503,200
66	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	184f8d86-2591-4d4c-ae3f-0739b17b801f	no_churn	0.241453	0	no_churn	-0.046516	-0.000679	0.024075	-0.005289	0.056328	0.070047	0.02952	0.081153	Male	43	No	No	Medical Leave	Rural	Bachelor	1,673,503,200
65	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	c78582fa-78ea-44d5-b23a-3a16ea9d44aa	no_churn	0.441397	1	churn	-0.102586	-0.006027	0.017435	-0.0106	-0.071923	0.043042	-0.030665	0.042298	Male	26	No	No	Employed	Suburban	Bachelor	1,673,503,200
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	f0781722-298b-4c97-bc47-5aa0f78af61e	no_churn	0.473349	1	churn	0.096467	-0.009537	-0.02997	-0.091192	-0.074797	0.067923	0.048848	0.053231	Female	58	No	No	Employed	Urban	High School or Below	1,673,503,200
59	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	b161cd01-0781-4228-9698-9a42d9253358	no_churn	0.218294	1	churn	-0.104567	-0.010223	0.041331	-0.045329	-0.094116	0.062306	-0.008016	0.059588	Female	40	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
8	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	cb38ac0d-2141-4e34-8f40-2b0b6a795cf9	no_churn	0.641078	1	churn	0.002822	-0.014793	-0.065676	-0.111856	-0.070519	0.037969	-0.009568	0.03112	Female	38	Yes	Yes	Employed	Suburban	College	1,673,503,200
40	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	5e768912-b6b2-49b3-b932-d27095ec2c9f	no_churn	0.462155	1	churn	-0.16337	-0.010566	0.034331	-0.094405	0.046811	0.034495	-0.019262	0.029607	Female	80	No	No	Employed	Rural	High School or Below	1,673,503,200
11	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	38f08fa7-4d0a-48d6-9a45-a097d683d3b6	no_churn	0.563298	1	churn	0.000568	-0.017303	-0.067173	-0.095608	-0.060782	0.047362	-0.026267	0.030177	Male	80	No	No	Unemployed	Suburban	College	1,673,503,200
38	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	69135cff-1163-4776-8c19-6c425da53c00	churn	0.412009	0	no_churn	-0.114795	-0.001987	-0.025404	-0.047391	-0.077462	-0.064777	0.034458	0.038332	Male	31	No	No	Employed	Suburban	Bachelor	1,673,503,200
14	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	b6325fb1-6403-4d47-88f4-9964276d2c44	no_churn	0.646028	1	churn	0.066585	-0.002361	0.087075	0.045199	0.146169	0.129762	0.059281	0.111264	Male	25	No	No	Employed	Suburban	Bachelor	1,673,503,200
66	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	e76e06d5-1c76-4e90-a437-d1c215eb2d06	no_churn	0.217638	0	no_churn	-0.054591	-0.002744	-0.024345	0.03579	0.084484	0.083014	0.014621	0.079745	Female	75	No	No	Disabled	Suburban	College	1,673,503,200
42	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	f9d880d7-764d-4b71-b6e2-b06fc5426886	churn	0.384044	0	no_churn	-0.094483	-0.002239	0.003272	-0.100278	-0.048054	-0.054134	0.044303	0.052586	Female	75	Yes	Yes	Employed	Suburban	High School or Below	1,673,503,200
13	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	44f756c6-2fbb-4566-81e6-87cf24aaa678	no_churn	0.706847	1	churn	0.08889	-0.011935	0.077732	0.005735	-0.028663	0.078553	0.094451	0.08621	Female	68	Yes	Yes	Employed	Urban	Bachelor	1,673,503,200
66	Yes	Yes	High Speed	Web_Chat_Support	Two year	100hrs+	Active	0ba35d45-1e05-4e96-8002-00c7f171f181	no_churn	0.125883	0	no_churn	-0.074484	-0.001629	-0.010421	-0.008613	0.0196	-0.244545	0.018141	0.032924	Male	59	No	No	Medical Leave	Suburban	High School or Below	1,673,503,200
69	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	5113bc44-00c6-4234-87d6-8b07b1b44894	no_churn	0.129599	0	no_churn	-0.135775	-0.005736	-0.04871	0.03636	-0.062844	0.034856	0.008843	0.03198	Male	52	No	No	Employed	Suburban	Master	1,673,503,200
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	560f03c1-17ba-4eb8-8502-b82f493d2180	no_churn	0.376466	0	no_churn	-0.088412	-0.002241	0.052542	-0.009964	0.011684	0.092021	-0.01236	0.050072	Female	77	No	No	Employed	Suburban	High School or Below	1,673,503,200
11	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	57a606b3-9299-483a-8868-653c129220d8	no_churn	0.583552	0	no_churn	0.093268	-0.009432	-0.023738	0.131092	0.024533	0.045047	-0.046149	-0.053646	Male	64	No	Yes	Employed	Urban	Bachelor	1,673,503,200
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c119ad84-0afe-4d34-9f09-1f9a2e4f7925	churn	0.639896	1	churn	-0.063067	-0.003794	0.095198	0.079637	0.079323	0.093877	-0.006878	0.018361	Female	57	No	Yes	Employed	Suburban	College	1,673,503,200
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a3d90655-ae1a-454a-9d6a-d2e558220855	no_churn	0.79777	1	churn	0.131184	-0.001309	0.006039	0.146076	0.118367	0.110936	0.0696	0.075535	Female	53	Yes	No	Employed	Rural	Bachelor	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	e95d3a45-3ab3-4879-9286-b6f128b6dd9b	no_churn	0.034373	0	no_churn	-0.200347	-0.007308	-0.016639	0.062998	0.027885	0.03696	-0.056337	0.043762	Male	67	Yes	Yes	Retired	Suburban	Bachelor	1,673,503,200
63	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	ed658110-1269-4ec8-b051-54acf0b48b19	no_churn	0.19384	1	churn	-0.22664	-0.002795	0.016511	0.033996	0.026659	-0.092171	-0.022413	0.032827	Male	42	Yes	Yes	Unemployed	Rural	Bachelor	1,673,503,200
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	80293f92-6326-4529-9233-1bc7e447152d	no_churn	0.503454	0	no_churn	-0.034334	-0.002516	0.111929	0.113801	0.080366	0.074826	0.019247	0.057655	Male	50	No	No	Employed	Urban	Master	1,673,503,200
28	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	e97091da-089e-431c-b926-2e8b444e9f57	no_churn	0.487776	0	no_churn	-0.131363	-0.011396	-0.134035	0.051585	-0.027006	0.017562	0.000447	0.008513	Female	72	No	Yes	Employed	Suburban	College	1,673,503,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	1412008d-138a-475a-b401-79907d6dc792	no_churn	0.920574	1	churn	0.23957	-0.005839	0.000127	0.040839	-0.075262	0.112616	0.064433	0.011989	Female	27	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
46	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	aab9970d-6200-4bbb-aaa9-c1390a4be3f6	no_churn	0.46419	0	no_churn	-0.199005	-0.00493	-0.016876	-0.051515	0.026185	0.040079	-0.024161	0.041197	Male	41	No	Yes	Employed	Suburban	College	1,673,503,200
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	6ccf9604-951f-4f30-85b2-78ce7c8684df	no_churn	0.70797	1	churn	0.143447	-0.002267	0.131871	0.080633	0.122465	0.119629	0.060961	0.069235	Female	51	No	Yes	Medical Leave	Suburban	Bachelor	1,673,503,200
41	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	84f3ed88-1155-4b84-9f39-92b04ee30e44	no_churn	0.173187	0	no_churn	-0.034991	0.000202	-0.044375	0.141806	0.079824	-0.040319	-0.045864	0.074691	Male	74	No	Yes	Unemployed	Urban	Bachelor	1,673,503,200
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	e5511dd3-d3fb-487e-861d-f2e6e170a99a	no_churn	0.181505	0	no_churn	-0.299396	-0.00377	0.018267	-0.078698	0.001564	0.034031	0.02665	0.032326	Female	76	No	Yes	Employed	Urban	College	1,673,503,200
39	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	22cb5fde-a621-4760-ba78-f728bfcb1707	no_churn	0.608417	1	churn	-0.028833	-0.002383	-0.038209	0.107541	0.07175	0.08316	-0.040544	-0.03151	Female	77	No	No	Employed	Suburban	High School or Below	1,673,503,200
21	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	a6a973b4-66a5-4cdf-ac25-019cbf5126e5	churn	0.5347	0	no_churn	0.066536	-0.000939	0.078658	0.155308	0.066071	0.087151	0.018336	0.01152	Female	75	Yes	Yes	Employed	Rural	High School or Below	1,673,503,200
44	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	43a16007-0e01-439b-9c16-1e78f213922b	no_churn	0.196402	0	no_churn	-0.132963	-0.001787	-0.011663	0.113663	0.081655	-0.06552	0.016915	0.070674	Male	44	Yes	Yes	Employed	Urban	College	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Active	17041dac-e1e5-4208-b313-823e31b333cd	no_churn	0.028361	0	no_churn	-0.151635	-0.005498	0.000739	0.047541	-0.023056	-0.161691	0.001539	0.023035	Male	57	Yes	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
52	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	503979a7-aafc-402d-9b70-fa1b6f7c3dbf	no_churn	0.443352	1	churn	-0.189067	-0.006022	0.027857	0.033279	-0.070523	0.02521	0.030289	0.029952	Female	54	No	No	Employed	Suburban	Bachelor	1,673,503,200
50	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	02f38773-436a-4da7-a044-6d2f6f2bc3fd	no_churn	0.318932	0	no_churn	-0.166027	-0.005047	0.035299	0.015772	-0.03123	0.037159	-0.033385	-0.001567	Male	20	No	No	Employed	Suburban	Bachelor	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	08495025-518a-45aa-84bf-5460d1ecfbf1	no_churn	0.026808	0	no_churn	-0.200347	-0.007308	-0.016639	0.062998	0.027885	0.03696	-0.056337	0.043762	Male	37	Yes	No	Employed	Suburban	College	1,673,503,200
22	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	aeab9b8e-e59b-49e2-8822-22a95b1ebe69	churn	0.286001	0	no_churn	-0.097057	-0.006663	-0.114419	0.044697	-0.04891	0.001414	-0.002688	-0.010401	Male	47	No	Yes	Employed	Suburban	College	1,673,503,200
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	e53d1baf-6f79-4f24-b16f-bf86eab6720d	no_churn	0.36674	1	churn	-0.01222	-0.001793	0.072282	0.078753	0.024298	0.109878	-0.006539	-0.015093	Male	51	Yes	Yes	Employed	Rural	Bachelor	1,673,503,200
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	10655ef0-1937-46d6-a7d5-63d93e1d9a8e	no_churn	0.593072	1	churn	0.205661	-0.007764	-0.046779	0.111044	-0.002338	0.091911	-0.005905	0.008227	Female	51	No	Yes	Employed	Rural	College	1,673,503,200
12	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	765ce947-f380-4820-a7c1-faccbe5cd998	no_churn	0.684003	0	no_churn	0.097447	-0.006783	0.002273	0.141537	0.081317	0.100243	-0.034804	0.013356	Male	76	No	No	Disabled	Suburban	High School or Below	1,673,503,200
9	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	99ccfb82-5319-49b6-9336-216a18beceff	no_churn	0.500725	0	no_churn	0.144358	-0.004246	-0.028303	0.107542	0.114969	0.094943	-0.043972	0.031682	Female	54	No	Yes	Unemployed	Suburban	College	1,673,503,200
3	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ae0bbb27-e535-4f12-8c3e-30e061951f23	no_churn	0.473759	0	no_churn	0.106348	-0.006458	-0.067522	0.10205	-0.031048	0.069127	-0.013931	0.005533	Female	37	No	No	Employed	Urban	College	1,673,503,200
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	bec95faa-4f92-49b3-a612-95240716102d	no_churn	0.689612	1	churn	0.142811	-0.00178	0.001024	0.12	0.023435	0.127911	0.081469	-0.041116	Female	27	No	No	Employed	Suburban	Master	1,673,503,200
17	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	ac700e00-9c0c-42d8-9d00-4b2069f74465	no_churn	0.374007	0	no_churn	0.039031	-0.004326	-0.00011	0.145114	0.033446	0.103453	-0.04434	0.018707	Female	46	Yes	Yes	Employed	Suburban	Bachelor	1,673,503,200
61	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	eb319773-44b9-41a9-b14e-a3afe2338de4	no_churn	0.256422	0	no_churn	-0.268209	-0.004117	0.010598	0.003006	-0.004887	0.010257	0.020769	-0.018499	Male	59	No	No	Employed	Suburban	Bachelor	1,673,503,200
63	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	9692f040-62a2-4547-8777-2e62e9d83325	no_churn	0.095206	0	no_churn	-0.229209	-0.011179	-0.014759	0.055518	0.01902	0.038101	0.03748	-0.023998	Female	64	No	No	Employed	Suburban	College	1,673,503,200
25	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	53be097b-7eee-445c-8a77-012258bdfcee	no_churn	0.39287	1	churn	-0.084319	-0.005082	-0.092968	0.107801	0.002701	0.047567	-0.011033	-0.003336	Male	48	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
9	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ff0e656c-58bb-41a0-bd04-7776b2c71136	no_churn	0.431232	0	no_churn	0.144358	-0.004246	-0.028303	0.107542	0.114969	0.094943	-0.043972	0.031682	Female	74	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
47	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	1a55181f-2761-472e-932e-01dec0622030	no_churn	0.432192	1	churn	-0.010373	-0.001448	0.101716	0.16257	0.038312	0.098615	-0.035463	0.018199	Male	58	Yes	Yes	Employed	Rural	Master	1,673,503,200
7	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4714d601-ac11-4853-8015-6f5fe3c36d92	no_churn	0.510842	1	churn	0.137489	-0.001581	-0.022823	0.178224	0.033109	0.081387	-0.034478	0.036885	Male	28	No	Yes	Unemployed	Urban	Bachelor	1,673,503,200
71	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	e28dc4c2-870e-4cdc-a65f-a45eb31c9df3	no_churn	0.00989	0	no_churn	-0.280373	-0.010766	0.013769	0.058672	0.016935	0.043603	-0.01304	-0.057825	Female	36	No	No	Unemployed	Rural	College	1,673,503,200
7	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	b66dc744-7b27-424f-b5b5-8ca9d133ed14	no_churn	0.432498	1	churn	0.090378	-0.000779	0.018903	0.1497	0.005196	0.092856	-0.031486	0.023798	Female	25	No	Yes	Employed	Urban	High School or Below	1,673,503,200
64	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	8b6004d1-ad18-4bb0-a5c6-72010bf6fd03	no_churn	0.0956	0	no_churn	-0.224255	-0.012632	-0.040515	0.034118	0.008953	0.031929	0.009187	-0.015811	Female	61	No	Yes	Employed	Urban	College	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	Two year	0hrs	Disabled	6e69f525-a9f6-45d4-a18c-f30d00c69d79	no_churn	0.011034	0	no_churn	-0.177936	-0.003626	0.001425	0.049673	0.021337	-0.131391	-0.008915	-0.019593	Female	57	No	No	Unemployed	Suburban	College	1,673,503,200
17	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	cb53991f-e96d-43a2-8aa0-d6da45c054ac	no_churn	0.575438	1	churn	0.123856	-0.001848	-0.047814	0.126846	0.062846	0.095233	-0.008709	0.000261	Female	65	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
28	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	8fb93af0-3a8f-440b-aa6a-88d56a161ca9	no_churn	0.113775	0	no_churn	-0.097689	-0.002069	-0.035063	0.056281	0.038072	-0.040867	0.056039	-0.047064	Female	43	No	Yes	Employed	Urban	Master	1,673,503,200
14	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	880a1944-57a5-4b73-86fa-c0b1271ed1ba	no_churn	0.390401	1	churn	0.101321	-0.008487	-0.002893	0.220447	0.145988	0.102959	-0.016062	-0.013632	Male	42	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
22	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	5053d250-e2df-4f36-93de-686b86c321aa	no_churn	0.234469	0	no_churn	-0.099995	-0.005051	-0.109227	0.071947	0.003095	0.026178	0.000166	-0.003472	Male	58	No	Yes	Employed	Urban	College	1,673,503,200
68	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	0fe508b5-fad5-47b6-8ecc-2f1280012817	no_churn	0.019386	0	no_churn	-0.190953	-0.011884	-0.060221	0.042931	0.007631	0.037885	0.022519	-0.028935	Female	49	No	No	Medical Leave	Suburban	High School or Below	1,673,503,200
42	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	4338984a-5430-4853-b243-17476a985d56	no_churn	0.365668	1	churn	-0.046918	-0.002667	-0.038871	0.133307	-0.021948	0.034634	0.060784	-0.037346	Male	40	No	No	Unemployed	Suburban	Bachelor	1,673,503,200
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	a5141569-2d22-4989-8319-dca5c0ecd435	no_churn	0.49362	0	no_churn	-0.077835	-0.004708	0.060052	0.024278	0.026078	0.059342	0.012923	-0.030718	Male	54	No	No	Employed	Suburban	Bachelor	1,673,503,200
38	Yes	No	Fiber optic	Expired	One year	0hrs	Disabled	23e88795-7d00-4ded-9423-eca022720861	no_churn	0.117642	1	churn	0.09007	-0.000791	0.048303	0.133989	0.02357	-0.180077	-0.024273	-0.030734	Female	47	Yes	No	Employed	Suburban	College	1,673,503,200
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	2ec4502f-81d9-498a-a0bb-dfd45fccb19b	no_churn	0.681721	0	no_churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	28	Yes	No	Employed	Suburban	Master	1,673,503,200
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	1f4ef193-191a-43b8-a83a-415d5c939e7e	no_churn	0.685874	1	churn	0.21645	-0.006655	0.018392	0.107161	0.005015	0.129458	0.069619	-0.03265	Male	51	No	No	Employed	Suburban	College	1,673,503,200
32	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ea9b5da4-300a-451f-be4d-6a4f610226e1	no_churn	0.509527	1	churn	-0.144039	-0.011104	0.021906	0.099275	-0.070424	0.057785	0.030029	-0.055312	Female	25	No	Yes	Unemployed	Suburban	High School or Below	1,673,503,200
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	88b2cc6a-8ddd-441b-a356-937d2be0e4eb	no_churn	0.603586	1	churn	0.130989	-0.004774	-0.010465	0.133858	0.01913	0.127972	0.094653	-0.040208	Male	66	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
71	Yes	Yes	Fiber optic	Expired	One year	0hrs	Disabled	4c7d0b3d-0b74-40aa-9168-44643f1006f2	no_churn	0.009715	0	no_churn	-0.15917	-0.003678	0.006827	0.046753	0.024564	-0.095874	-0.023841	-0.054607	Female	38	No	Yes	Employed	Suburban	College	1,673,503,200
68	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	413d5490-8559-4663-b949-ad0dcaf6a209	no_churn	0.086391	0	no_churn	-0.263706	-0.010656	0.015624	0.058374	0.012039	0.036248	-0.017381	-0.064569	Male	38	Yes	Yes	Employed	Urban	Bachelor	1,673,503,200
35	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	523833c9-cdb7-48cb-99ec-94020d3aee13	no_churn	0.409468	0	no_churn	-0.058262	-0.004234	0.001353	0.150704	0.045687	0.063331	-0.044484	0.016878	Male	35	Yes	No	Medical Leave	Urban	College	1,673,503,200
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	871d437b-17fa-4ef9-94c6-34d41332c66b	no_churn	0.42675	0	no_churn	0.169868	-0.009387	-0.027216	0.160069	-0.002259	0.084411	0.001658	0.000413	Male	69	No	No	Employed	Suburban	College	1,673,503,200
2	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	ee9495ad-454d-4fe3-9112-f16b4ce74ad8	no_churn	0.593072	1	churn	0.211548	-0.008184	-0.05143	0.158282	0.056538	0.106806	0.001318	0.008227	Male	28	Yes	No	Employed	Suburban	College	1,673,503,200
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c48aaed2-5d5d-4715-8b6f-d3e5183193f5	no_churn	0.876743	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	46	No	Yes	Employed	Suburban	Doctor	1,673,503,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	8d2485c7-48d6-4081-88e5-77445303ca2c	churn	0.922551	1	churn	0.168508	-0.007009	0.07073	0.061092	-0.046787	0.106318	-0.01573	-0.003899	Male	43	No	Yes	Unemployed	Suburban	Bachelor	1,673,503,200
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	c7c901af-d8f5-42bb-94c2-66c211bae371	no_churn	0.681748	1	churn	0.221731	-0.004219	0.088657	0.132358	0.051182	0.142775	0.037571	-0.02318	Male	52	No	Yes	Disabled	Rural	College	1,673,503,200
40	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	aff04cac-88bc-43e6-a47f-759122b51fbc	churn	0.304495	1	churn	-0.077459	-0.007042	-0.041854	0.121197	0.083453	0.047954	0.084268	-0.039544	Male	77	No	Yes	Employed	Rural	Doctor	1,673,503,200
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	7b034b65-2e55-4be6-904e-2953908032eb	no_churn	0.573719	1	churn	0.198098	-0.002242	0.039941	0.108168	0.040922	0.131911	0.045448	-0.030816	Female	52	No	Yes	Employed	Urban	High School or Below	1,673,503,200
9	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	213e8b15-de12-4006-90ee-eaedd990877a	no_churn	0.728551	0	no_churn	0.093142	-0.004252	0.009317	0.134766	0.067383	0.102633	-0.027571	0.016668	Male	55	Yes	Yes	Employed	Suburban	College	1,673,503,200
42	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ae85af6f-f496-4319-9f19-d3254abf6fc1	no_churn	0.553319	0	no_churn	0.01117	-0.00279	0.096021	0.174579	0.074865	0.086159	-0.011294	-0.007737	Female	79	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
5	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	b9add01e-f0d5-4b29-a116-ad1be89ff68e	no_churn	0.311159	0	no_churn	0.124392	-0.00418	-0.034207	-0.091235	0.000908	0.082807	0.028061	-0.041632	Female	33	No	Yes	Unemployed	Urban	College	1,673,503,200
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	297dadcd-c2d8-4c64-b7bd-fc5cac10e5ba	no_churn	0.376466	0	no_churn	-0.088412	-0.002241	0.052542	-0.009964	0.011684	0.092021	-0.01236	0.050072	Male	20	Yes	Yes	Employed	Urban	College	1,673,503,200
2	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	917f1711-dc71-4497-9f16-277ec396e2fc	no_churn	0.084234	0	no_churn	0.157777	-0.004054	-0.001593	-0.051996	0.044444	-0.039314	0.036548	-0.025814	Male	62	Yes	No	Employed	Suburban	High School or Below	1,673,503,200
14	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	d231509f-1ae9-4916-a0fc-e778146f7bc4	no_churn	0.390401	1	churn	0.092991	-0.0073	0.02626	0.217969	0.14225	0.097315	0.017628	-0.020473	Female	31	No	Yes	Unemployed	Suburban	Master	1,673,503,200
13	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Disabled	69cc51ee-34e2-4c5b-845a-2bb5e6af428f	no_churn	0.591991	1	churn	0.033294	-0.004066	0.034006	0.046172	0.038719	0.09533	-0.060992	0.003542	Male	38	No	No	Employed	Urban	Master	1,673,503,200
68	Yes	No	Low Speed	Expired	Two year	<80hrs	Active	5a233179-30d9-4dcc-bfd4-0bdcf07e2e8b	no_churn	0.012177	0	no_churn	-0.07306	-0.003118	-0.021081	-0.020649	-0.044102	-0.121367	-0.013868	0.028219	Female	70	No	Yes	Employed	Suburban	College	1,673,503,200
6	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	fa5e4bc3-9a66-40db-a2df-88c3420dbc01	no_churn	0.103797	0	no_churn	0.097301	-0.001889	0.008717	-0.077356	0.013995	0.081724	-0.010719	-0.012835	Female	49	No	No	Employed	Urban	College	1,673,503,200
24	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	0c650ad0-3b77-4197-8898-abb87846b767	no_churn	0.061159	0	no_churn	-0.060771	-0.010771	-0.08792	-0.032547	0.011907	0.053505	-0.004034	-0.015228	Male	75	No	Yes	Unemployed	Urban	Bachelor	1,673,503,200
9	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	b813a86a-38f6-45ea-9ace-02e51e9c7b41	no_churn	0.500725	0	no_churn	0.152825	-0.004404	0.007238	0.183181	0.080275	0.102399	0.00785	0.00761	Female	70	Yes	Yes	Employed	Suburban	Master	1,673,503,200

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