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
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ca73c24a-4046-4fd9-a1ab-fbb2c9e8822a	no_churn	0.588655	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	67	No	No	Unemployed	Suburban	Bachelor	1,673,416,800
21	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Disabled	fd275ba5-3401-48f0-b3e1-79a91f713f0a	no_churn	0.108017	0	no_churn	-0.075623	-0.003218	-0.032462	-0.052634	-0.003499	0.056598	0.056764	-0.044953	Male	27	No	No	Employed	Rural	Bachelor	1,673,416,800
53	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	773d14eb-1f30-4e2f-8874-1b4cbc765202	no_churn	0.642978	1	churn	-0.150843	-0.006582	0.051145	0.056099	-0.109359	0.031869	0.044519	0.044126	Male	61	Yes	Yes	Employed	Rural	Bachelor	1,673,416,800
57	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	1d63c854-29b7-4c70-818a-f6f2380db13d	no_churn	0.421173	0	no_churn	-0.125649	-0.005762	-0.024024	-0.038515	0.062642	0.02714	0.053378	0.081765	Male	77	Yes	No	Employed	Rural	Bachelor	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	b65167a0-2053-41fb-aa18-ba85b68cc4d7	no_churn	0.203693	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	30	Yes	No	Unemployed	Urban	High School or Below	1,673,416,800
67	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	c463aadd-5b9d-427a-9535-b3e37c0c261a	no_churn	0.005235	0	no_churn	-0.084003	-0.004195	0.044266	0.009819	0.00424	0.038277	0.106643	-0.074073	Female	42	No	No	Unemployed	Suburban	College	1,673,416,800
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	d2e701ab-9095-413a-8275-5814179f7621	no_churn	0.589671	0	no_churn	0.2983	-0.008212	-0.015908	-0.035961	0.035131	0.145386	0.100961	-0.050774	Male	30	No	Yes	Employed	Suburban	Master	1,673,416,800
5	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	67db7e3f-6038-4149-86fc-d619011e547d	no_churn	0.367629	1	churn	0.124392	-0.00418	-0.034207	-0.091235	0.000908	0.082807	0.028061	-0.041632	Female	69	No	No	Employed	Suburban	High School or Below	1,673,416,800
25	Yes	No	High Speed	Web_Chat_Support	Two year	100hrs+	Disabled	fd0b0b82-b53e-4b8a-b057-5cef30101479	no_churn	0.012522	0	no_churn	-0.000809	-0.004018	-0.036973	-0.009981	0.047592	-0.089843	0.066614	-0.041608	Female	20	No	Yes	Employed	Urban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	ed703c45-2c7e-487c-8d4b-5deee52253f4	no_churn	0.694361	0	no_churn	0.181783	-0.011457	-0.07954	-0.015073	-0.092902	0.065495	-0.025357	0.011478	Male	27	No	Yes	Employed	Urban	College	1,673,416,800
44	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	9b132ef8-f6bc-4176-8f35-70d353b03d2b	no_churn	0.038046	0	no_churn	-0.171772	-0.007939	0.017081	-0.051733	-0.052484	0.034224	-0.002129	-0.024274	Female	44	Yes	Yes	Employed	Urban	High School or Below	1,673,416,800
35	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	0aaf1ff4-6fab-4057-9911-526737d7c309	no_churn	0.062722	0	no_churn	-0.070145	-0.00376	0.03774	-0.030871	-0.040222	0.054696	0.004662	-0.021125	Male	41	No	No	Employed	Urban	College	1,673,416,800
59	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	6d9075ce-b5cd-4101-9341-6fa5d30797cd	no_churn	0.063721	0	no_churn	-0.104567	-0.010223	0.041331	-0.045329	-0.094116	0.062306	-0.008016	0.059588	Male	64	Yes	No	Employed	Suburban	High School or Below	1,673,416,800
29	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	0944d069-931b-4606-a805-9d5a43429017	churn	0.32131	0	no_churn	-0.209295	-0.005493	-0.124913	0.048268	-0.020456	0.036912	0.007928	0.008022	Male	80	Yes	No	Unemployed	Suburban	Master	1,673,416,800
50	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	924ac41c-beff-4e03-ab74-675724313766	no_churn	0.05886	0	no_churn	-0.021008	-0.007093	0.025647	-0.016889	0.016417	-0.207539	-0.028438	-0.030123	Female	74	Yes	No	Unemployed	Suburban	Bachelor	1,673,416,800
2	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	7296530c-2cf6-4571-8623-f7b8d3c7b10c	churn	0.668526	1	churn	0.206351	0.078453	0.007458	-0.011543	-0.01241	0.151063	-0.015157	-0.009678	Female	45	No	No	Employed	Suburban	Bachelor	1,673,416,800
53	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f6a3db17-9cad-40ae-9ff1-e77f8012f3f9	no_churn	0.642978	1	churn	0.037399	-0.00232	0.151039	0.036228	0.136609	0.119062	0.106067	0.076889	Female	29	No	No	Employed	Suburban	College	1,673,416,800
16	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	7cfc0a64-54aa-44f1-b80b-65abb06f292b	no_churn	0.230812	1	churn	0.175774	0.001017	0.028112	-0.061279	0.073043	0.115084	-0.008874	-0.007165	Female	24	No	No	Employed	Rural	High School or Below	1,673,416,800
1	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	c29819c9-5e9c-496a-815f-7ddf6bbd8d9a	no_churn	0.37505	0	no_churn	0.18506	-0.013081	-0.095902	-0.034473	-0.058075	0.096768	0.030791	-0.020321	Male	73	Yes	Yes	Employed	Rural	College	1,673,416,800
10	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	ec477d8f-9315-4cfb-9228-a81581765d17	no_churn	0.375592	0	no_churn	0.043412	-0.001414	0.026944	0.153727	0.053255	-0.061517	0.05371	0.066165	Female	35	No	No	Employed	Suburban	Bachelor	1,673,416,800
17	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	73cc390d-d14a-48d7-8cb3-dbfebe735bb9	no_churn	0.252454	0	no_churn	0.204169	-0.002545	0.041173	0.040808	0.012532	0.114302	-0.058375	0.024627	Male	38	No	Yes	Employed	Suburban	Bachelor	1,673,416,800
1	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	bf0447d8-664d-41f0-9bc0-239d3f4a24f8	no_churn	0.731539	1	churn	0.215075	-0.010176	0.034318	-0.073134	-0.028324	0.115745	0.047454	-0.043213	Male	65	No	Yes	Employed	Rural	Master	1,673,416,800
46	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	093be1b7-1649-4675-ac69-8ff2ddeecdf6	no_churn	0.081682	0	no_churn	-0.014033	-0.001056	-0.031765	0.053556	0.119194	0.070752	0.101673	0.102654	Male	79	No	No	Disabled	Urban	Bachelor	1,673,416,800
47	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	ef5a1259-3ac5-45e9-b9a6-c28421ebf016	no_churn	0.609518	1	churn	0.000387	-0.002151	0.019932	0.108317	0.107927	0.062974	0.030512	0.033077	Male	54	Yes	No	Unemployed	Rural	Master	1,673,416,800
68	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	dad09343-f380-4039-ab9d-a68f6629cdc0	no_churn	0.136721	0	no_churn	-0.243767	-0.003755	0.025523	0.002676	0.015339	0.03877	0.016097	-0.032053	Male	78	No	Yes	Employed	Rural	Bachelor	1,673,416,800
43	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	d9b4fbb1-f3f4-4239-98d5-21970b3aa1ee	no_churn	0.087061	0	no_churn	-0.053417	-0.00693	-0.020827	-0.05647	-0.082678	0.046848	0.011077	-0.02563	Female	46	No	Yes	Employed	Suburban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	321f3087-ed4e-446e-8239-9f8607071996	no_churn	0.589671	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	43	No	Yes	Unemployed	Rural	High School or Below	1,673,416,800
69	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	62f5836b-d4f7-482e-96b8-470f65ef2f7a	no_churn	0.018587	0	no_churn	-0.083631	-0.008727	0.044818	-0.089514	-0.067025	0.030228	0.050836	0.061847	Male	30	No	Yes	Retired	Suburban	Master	1,673,416,800
22	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	e12e3e90-154d-4293-b970-0fb0e1a32223	no_churn	0.376271	1	churn	0.097239	-0.003056	0.110077	0.008749	0.040794	0.10585	-0.028361	0.008681	Male	75	Yes	No	Employed	Suburban	Bachelor	1,673,416,800
64	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	7389cdd9-dedd-40f9-a45b-5c31f7b62ea2	no_churn	0.091133	0	no_churn	-0.080632	-0.001463	-0.007696	0.070222	0.125902	0.090137	0.074691	0.090813	Male	45	No	Yes	Employed	Urban	College	1,673,416,800
58	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	afe5d0f6-1692-4181-a3e6-17a9ba6a210e	no_churn	0.06346	0	no_churn	-0.114344	-0.010331	0.036301	-0.067802	-0.020839	0.060916	0.047025	0.055047	Female	63	No	No	Employed	Suburban	High School or Below	1,673,416,800
1	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	379a8748-844d-442a-8b58-492dcc049847	no_churn	0.830863	1	churn	0.292794	0.123532	0.044422	-0.024587	0.046401	0.162537	0.0567	-0.027253	Female	45	No	Yes	Medical Leave	Suburban	College	1,673,416,800
18	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	6ec676eb-a8b0-4577-a90b-ec7defee6cc9	no_churn	0.20613	0	no_churn	-0.166756	-0.011049	-0.126434	0.073664	0.042907	0.036803	-0.013821	-0.039341	Female	55	No	No	Unemployed	Urban	High School or Below	1,673,416,800
60	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	c7c83dc6-a2b9-41ea-b17a-414f22b92558	no_churn	0.082451	0	no_churn	-0.204934	-0.009438	-0.004786	0.021917	0.01265	0.000922	-0.00633	0.020974	Female	72	No	No	Employed	Urban	High School or Below	1,673,416,800
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	a2d3f5b8-7667-41d1-8a87-8dd247924435	no_churn	0.440528	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Female	67	Yes	Yes	Employed	Suburban	High School or Below	1,673,416,800
20	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	12afe156-3cfc-40bb-a798-532571bec13a	no_churn	0.437943	0	no_churn	0.059711	0.00043	0.140067	0.208777	0.11328	0.12047	-0.007643	-0.014118	Male	35	Yes	Yes	Employed	Suburban	Bachelor	1,673,416,800
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	41b3430d-bb15-41a7-9bce-f201502d3667	no_churn	0.247944	1	churn	0.082128	-0.003455	0.041346	0.017949	0.056837	0.108074	0.034401	-0.026977	Female	79	Yes	Yes	Medical Leave	Suburban	Bachelor	1,673,416,800
64	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	20119bd9-56d1-46cf-8687-7029f326b75d	no_churn	0.211973	0	no_churn	-0.171403	-0.00776	0.057972	0.053387	0.065174	0.055568	0.05197	0.046066	Male	39	Yes	Yes	Unemployed	Suburban	High School or Below	1,673,416,800
72	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	16029c66-f6f8-4d07-9ab0-aa7bf33c6891	no_churn	0.002182	0	no_churn	-0.089932	-0.005108	-0.017017	-0.026422	-0.019342	-0.114469	0.017266	-0.014002	Female	73	Yes	Yes	Unemployed	Suburban	College	1,673,416,800
66	Yes	Yes	Fiber optic	In_Store_Support	One year	<50hrs	Active	6aeac42e-60a3-47ab-ab32-a1552653a0c5	no_churn	0.130221	0	no_churn	-0.082804	-0.001077	0.042728	0.054443	-0.000577	-0.01565	0.108956	0.058645	Female	75	No	Yes	Disabled	Suburban	High School or Below	1,673,416,800
47	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	a947d7fe-77b2-47ab-a08d-b60ad95bc100	no_churn	0.609518	1	churn	-0.087055	-0.003479	0.044275	0.062396	-0.039413	0.060012	-0.047499	-0.048263	Male	67	Yes	No	Employed	Suburban	College	1,673,416,800
50	Yes	Yes	High Speed	Expired	One year	100hrs+	Disabled	d719430a-f1d7-4eaf-a9a4-bf1e1f1ecbb4	no_churn	0.05886	0	no_churn	-0.064547	-0.001608	0.036821	-0.009324	-0.008271	-0.120908	0.046667	-0.027857	Male	41	No	Yes	Employed	Rural	Bachelor	1,673,416,800
5	No	No phone service	Low Speed	Expired	Month-to-month	<50hrs	Active	46d02ffd-8b42-47bd-a279-03e313194a53	no_churn	0.503806	0	no_churn	0.152193	0.116334	0.030951	0.000941	0.010326	0.134618	0.123669	0.061942	Female	65	No	No	Employed	Rural	Bachelor	1,673,416,800
3	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Active	856365bb-b3ff-4a09-b5f0-48675f65e30b	no_churn	0.359654	0	no_churn	0.070456	-0.012618	-0.064294	-0.094243	-0.095563	0.055313	-0.001101	0.009514	Female	72	No	Yes	Unemployed	Urban	High School or Below	1,673,503,200
65	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	566ec488-a3e7-49d5-a3d4-9cb5a5d83def	no_churn	0.023228	0	no_churn	-0.102586	-0.006027	0.017435	-0.0106	-0.071923	0.043042	-0.030665	0.042298	Female	21	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
47	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	386ec1bc-be7a-41f6-b0a6-675fbb0db6cd	no_churn	0.018514	0	no_churn	-0.069225	-0.002931	0.009088	-0.048966	-0.040702	-0.15436	0.013564	0.024507	Female	49	No	Yes	Retired	Suburban	High School or Below	1,673,503,200
68	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Active	569ce0e9-c980-4e84-b85c-b53f66de668e	no_churn	0.014027	0	no_churn	-0.047777	0.091381	0.047037	0.007788	0.034013	0.113882	0.023486	0.001166	Female	46	No	No	Unemployed	Urban	High School or Below	1,673,503,200
4	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	3eb0ec82-01db-4044-b181-de6aaefb1b40	no_churn	0.298382	0	no_churn	0.098478	-0.000025	0.042419	-0.020271	-0.133822	0.093604	0.018172	0.074085	Male	51	No	No	Employed	Suburban	College	1,673,503,200
72	Yes	Yes	Medium Speed	Expired	Two year	100hrs+	Active	16444a28-71a5-4efb-9a48-272701cda6bf	no_churn	0.01701	0	no_churn	-0.091218	-0.003881	0.009509	-0.043064	-0.015539	-0.175716	0.022052	0.028831	Female	55	No	Yes	Medical Leave	Suburban	Bachelor	1,673,503,200
6	No	No phone service	High Speed	Expired	Two year	<80hrs	Active	c663710d-3fcb-49df-bfb4-e240fff2f5b8	churn	0.017438	0	no_churn	-0.017281	-0.011058	-0.014316	-0.060548	-0.024204	-0.162504	0.019305	0.02158	Female	76	No	No	Employed	Rural	High School or Below	1,673,503,200
46	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	90055dda-aab2-4528-8d2c-d97e07b11bbd	churn	0.0173	0	no_churn	-0.148473	-0.007693	-0.029676	-0.026444	-0.087117	0.022222	-0.000978	0.029133	Male	30	No	Yes	Employed	Suburban	College	1,673,503,200
67	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	5e48160c-d7b4-43b2-8db1-0e8f48541ddc	no_churn	0.01118	0	no_churn	-0.108334	-0.013341	-0.053893	-0.038934	-0.089219	0.027881	0.017976	0.028836	Male	65	No	No	Unemployed	Suburban	High School or Below	1,673,503,200
54	No	No phone service	Medium Speed	Expired	One year	<80hrs	Active	3d7c9bcd-c3b1-4e3c-958b-5a33eac4b778	no_churn	0.062373	0	no_churn	-0.036358	0.036646	0.009335	-0.024628	-0.063787	-0.048315	0.065176	0.042905	Male	60	Yes	No	Employed	Rural	High School or Below	1,673,503,200
42	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	ad3cee7a-482d-4227-aa20-848d8d50a7a6	no_churn	0.027958	0	no_churn	-0.095774	-0.006217	0.046367	-0.080376	-0.003959	0.060496	-0.014264	0.040701	Male	39	Yes	Yes	Employed	Suburban	College	1,673,503,200
63	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	24aa4fc4-fc98-4c8b-9878-1aa5ee33a249	no_churn	0.078104	0	no_churn	-0.181877	-0.012727	0.021507	-0.064234	-0.066719	0.040588	0.024212	0.030223	Female	33	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
8	Yes	No	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	dbc2b9d1-24cb-48ab-b495-7379b092cdbe	no_churn	0.217658	0	no_churn	0.147007	-0.001388	0.002453	0.033463	0.192054	0.120123	0.084096	0.093167	Male	50	Yes	No	Employed	Rural	High School or Below	1,673,503,200
65	Yes	No	High Speed	Expired	Two year	100hrs+	Active	89103814-404b-41e0-a356-9ad5bfb7daa4	no_churn	0.029972	1	churn	-0.003545	-0.00069	-0.006707	0.007283	-0.068377	-0.078029	0.053467	0.047573	Female	62	No	No	Unemployed	Suburban	High School or Below	1,673,503,200
64	No	No phone service	Low Speed	Phone_Support	Two year	<80hrs	Active	64ddf657-a4ea-4a8a-8e2d-4d269c5efc11	no_churn	0.13598	0	no_churn	-0.104496	-0.004739	0.005267	0.016146	0.032794	-0.160785	0.047292	0.039494	Female	36	No	No	Unemployed	Suburban	College	1,673,503,200
6	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	4b71f5a2-4625-4cd0-ab71-2c21e33d5f8f	churn	0.205652	0	no_churn	0.062014	-0.004063	-0.052986	-0.046621	-0.138665	0.069497	0.021587	0.060211	Male	23	No	Yes	Employed	Urban	High School or Below	1,673,503,200
66	No	No phone service	Low Speed	Expired	Month-to-month	<80hrs	Disabled	2c117cd0-f788-44af-b060-23f0872a9fe9	no_churn	0.024316	0	no_churn	-0.124951	0.066847	0.025378	-0.097147	0.013388	0.068145	0.013034	-0.02372	Female	70	No	Yes	Employed	Suburban	Master	1,673,503,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	79235aea-d917-439f-a009-ba6ad0b0cb58	churn	0.576685	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	79	No	No	Unemployed	Suburban	College	1,673,503,200
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	531acc45-f1e7-4fdb-93b3-3b01d9e75d86	churn	0.005011	0	no_churn	-0.143113	-0.015326	0.011341	-0.055836	-0.046606	0.042361	0.03909	-0.035938	Male	38	No	No	Unemployed	Rural	College	1,673,503,200
2	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	d2cc7365-4cff-4f70-ac74-5b9c50300d90	no_churn	0.602432	1	churn	0.206351	0.078453	0.007458	-0.011543	-0.01241	0.151063	-0.015157	-0.009678	Female	37	No	Yes	Medical Leave	Urban	College	1,673,503,200
31	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	1fb88e6d-2f4a-4b35-8aeb-a8f3138a1612	no_churn	0.157933	0	no_churn	-0.050717	-0.011079	-0.072287	-0.058564	-0.073479	0.054295	0.006605	-0.023801	Male	36	Yes	Yes	Retired	Suburban	Bachelor	1,673,503,200
29	No	No phone service	Low Speed	Expired	Month-to-month	0hrs	Disabled	4601a234-01aa-43c6-bf21-f6c3128141f9	no_churn	0.179062	0	no_churn	-0.106101	0.056623	0.01701	-0.113992	-0.097294	0.061075	-0.026153	-0.034694	Male	72	No	Yes	Employed	Urban	High School or Below	1,673,503,200
10	No	No phone service	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	09499bf3-2c35-4c1f-bff6-cb00d0085685	no_churn	0.25602	0	no_churn	0.065266	0.108748	0.042126	-0.12383	-0.008687	0.10041	0.000081	-0.003139	Female	47	Yes	No	Employed	Suburban	High School or Below	1,673,503,200
67	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	222b0d03-568d-4eca-b423-4847dd63dc4f	no_churn	0.014644	0	no_churn	-0.124298	-0.015387	0.013906	-0.066019	-0.037315	0.033993	0.031611	-0.030516	Female	30	Yes	No	Disabled	Suburban	High School or Below	1,673,503,200
68	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	f89eed0a-2835-4b6d-aedd-153ef90e5b5b	no_churn	0.010468	0	no_churn	-0.027557	0.163607	0.068365	0.03525	0.122727	0.134244	-0.001045	-0.004618	Male	46	No	Yes	Unemployed	Urban	High School or Below	1,673,503,200
62	No	No phone service	Low Speed	Expired	Two year	<80hrs	Disabled	3c65bcff-dd76-43b1-b4cf-8262b13bb460	no_churn	0.009164	0	no_churn	-0.084799	0.021705	0.003028	-0.041649	-0.013016	-0.156891	0.017387	-0.014792	Female	24	Yes	Yes	Unemployed	Suburban	High School or Below	1,673,503,200
54	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	01e695d5-73ed-4f4a-ad27-1aa1c77cb040	no_churn	0.017655	0	no_churn	-0.110411	-0.014638	0.03273	-0.033476	-0.068129	0.028005	0.031615	-0.02639	Male	64	Yes	No	Unemployed	Suburban	College	1,673,503,200
33	No	No phone service	High Speed	Expired	One year	<80hrs	Disabled	8d293e5f-ab1a-4b66-93b0-6699224b8b82	no_churn	0.034736	0	no_churn	-0.088442	-0.005357	-0.005716	-0.055039	-0.029272	-0.075202	0.020454	-0.020452	Female	31	No	Yes	Employed	Suburban	High School or Below	1,673,503,200
16	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	10cd7ee1-48da-4463-bbac-d2d0b7a123df	no_churn	0.358791	1	churn	0.175774	0.001017	0.028112	-0.061279	0.073043	0.115084	-0.008874	-0.007165	Female	31	Yes	No	Retired	Rural	Bachelor	1,673,503,200
16	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Disabled	6921d353-3f1a-4ecd-9a85-09979076e3f2	no_churn	0.205557	0	no_churn	0.109764	-0.000388	0.010617	-0.021514	0.056905	0.10948	0.092059	-0.049758	Female	47	No	Yes	Employed	Suburban	College	1,673,503,200
45	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	f2280e06-5944-42f4-8c45-1b3b2155b646	no_churn	0.082788	0	no_churn	-0.177018	-0.007343	0.016815	-0.044814	-0.056882	0.033611	-0.004379	-0.019016	Female	72	Yes	Yes	Employed	Rural	College	1,673,503,200
4	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	5871e69d-5a84-4ecb-a5f1-764544696eb7	no_churn	0.341148	0	no_churn	0.258448	0.003928	0.044957	0.095802	0.075408	0.132316	0.023761	-0.011146	Male	65	Yes	No	Retired	Suburban	Bachelor	1,673,503,200
50	No	No phone service	Medium Speed	Expired	One year	<80hrs	Disabled	102fa6ce-a8d7-4cd9-bfd4-82180e26f62e	no_churn	0.040607	0	no_churn	-0.046955	0.0372	0.014991	-0.009304	-0.024566	-0.072985	0.053285	-0.030691	Female	53	No	Yes	Employed	Suburban	Bachelor	1,673,503,200
72	Yes	Yes	Low Speed	Expired	Two year	0hrs	Disabled	fe514e4d-0cd1-4ab8-9e3d-f06bbe792a5c	no_churn	0.004809	0	no_churn	-0.091038	-0.004053	-0.000212	-0.032542	-0.000341	-0.108143	-0.011231	-0.021467	Male	60	Yes	Yes	Employed	Suburban	College	1,673,503,200
47	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	754c588d-fcff-4ef6-adad-e874b8fc292a	no_churn	0.047719	0	no_churn	-0.094393	-0.019354	-0.037001	-0.087262	-0.018077	0.02553	-0.017838	-0.020632	Male	71	No	No	Employed	Suburban	College	1,673,503,200
34	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	7db7ee0a-97c5-4666-b05e-bd741f0de68a	no_churn	0.059403	0	no_churn	-0.053415	-0.005415	-0.074816	-0.073006	-0.05665	0.04201	0.021409	-0.019143	Female	55	Yes	No	Employed	Rural	College	1,673,503,200
72	Yes	Yes	High Speed	Expired	Two year	0hrs	Disabled	4995ac59-062a-4bb5-a92d-8b9ceb0f9e98	no_churn	0.001919	0	no_churn	-0.090768	-0.005076	0.001661	-0.026621	-0.006409	-0.115018	-0.010028	-0.016767	Female	58	Yes	Yes	Medical Leave	Suburban	High School or Below	1,673,503,200
5	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	680dbd08-8a7e-4258-b6e0-07572aadb14b	no_churn	0.311159	0	no_churn	0.13663	-0.001791	-0.022054	-0.00284	0.046117	0.092403	0.072888	-0.040837	Male	24	No	No	Employed	Suburban	Bachelor	1,673,503,200
53	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	18d5974c-d471-4e39-b451-2e33462c3afe	no_churn	0.058569	0	no_churn	-0.113589	-0.008249	0.024055	-0.022793	-0.140474	0.037855	0.016967	-0.014464	Female	58	No	No	Unemployed	Suburban	College	1,673,503,200
39	No	No phone service	High Speed	Expired	One year	100hrs+	Disabled	2febc470-a29b-467e-9aa3-897858d017a6	no_churn	0.045157	0	no_churn	-0.010997	0.012102	-0.003806	-0.057103	-0.026901	-0.183179	0.011252	-0.010395	Female	26	Yes	Yes	Unemployed	Suburban	College	1,673,503,200
64	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	80e70c8d-bc71-4dbb-ab87-462827836838	no_churn	0.102082	0	no_churn	-0.101992	-0.004362	-0.006609	-0.038036	-0.027156	-0.134668	0.019318	0.024479	Male	55	No	No	Employed	Suburban	Bachelor	1,673,503,200
72	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	05633f94-794e-4100-89a0-8a605f13052e	no_churn	0.011313	0	no_churn	-0.151622	-0.01247	0.013885	-0.026094	-0.053508	0.046879	-0.017145	0.041049	Female	30	Yes	No	Disabled	Suburban	High School or Below	1,673,503,200
59	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	1cedc82a-ee8e-41fd-bd89-d3203fe22049	no_churn	0.214729	0	no_churn	-0.164554	-0.012476	0.029083	-0.049459	-0.00898	0.043488	-0.000019	0.033891	Male	33	No	No	Unemployed	Suburban	College	1,673,503,200
61	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	1a8b1f2e-81b8-450e-9a29-367269b12a46	no_churn	0.338925	0	no_churn	-0.147759	-0.011036	0.023064	-0.045265	-0.108012	0.045636	-0.039797	0.044143	Female	46	No	Yes	Unemployed	Suburban	College	1,673,503,200
63	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	a4823e19-aec3-4843-a074-46b9ceb5022b	no_churn	0.192201	0	no_churn	-0.181877	-0.012727	0.021507	-0.064234	-0.066719	0.040588	0.024212	0.030223	Male	42	No	Yes	Unemployed	Urban	College	1,673,503,200
71	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	26d912f0-8eb8-440c-b496-41b9298b217d	no_churn	0.045407	0	no_churn	-0.063644	-0.00158	-0.026807	0.046248	0.125317	0.113306	0.083315	0.100819	Female	76	No	No	Unemployed	Urban	College	1,673,503,200
69	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	ba5f6d2b-a9fb-489f-a9a6-5989ddf4f710	no_churn	0.293868	0	no_churn	-0.008626	0.002639	0.114158	0.077997	0.011421	0.069859	0.135904	0.127622	Female	58	No	No	Employed	Suburban	Bachelor	1,673,503,200
26	Yes	No	High Speed	Expired	One year	<50hrs	Active	7a8a20d9-49c8-49f9-b32d-c00cc2d77dfd	no_churn	0.14107	0	no_churn	-0.086338	-0.00354	-0.02481	-0.072804	-0.064029	-0.088016	0.022625	0.047886	Female	44	No	No	Employed	Rural	High School or Below	1,673,503,200
34	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	becf2f27-f070-49e8-8cb8-077ae374f877	no_churn	0.448119	0	no_churn	-0.149323	-0.004048	-0.028235	-0.029778	0.006061	-0.00327	-0.02714	-0.027293	Female	25	No	Yes	Employed	Urban	Bachelor	1,673,503,200
69	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	3a4a0a74-abe3-4914-8c51-1ffa6f4b8818	no_churn	0.192091	0	no_churn	-0.031651	-0.003985	0.08833	0.068862	0.024211	0.096073	0.079718	0.078915	Female	50	No	No	Employed	Rural	College	1,673,503,200
46	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	5245a5a4-20d8-4307-abf0-1bab9728a900	no_churn	0.237898	1	churn	-0.150977	-0.002371	-0.001598	0.098872	0.059253	-0.076924	0.004539	0.060181	Female	80	Yes	Yes	Employed	Suburban	College	1,673,503,200
72	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	8bd83955-5fb4-4eef-8ff1-775488a49ea0	no_churn	0.076045	0	no_churn	-0.089585	-0.001925	0.099771	0.041187	0.057441	0.129126	0.13011	0.111111	Female	23	No	No	Employed	Suburban	Bachelor	1,673,503,200
26	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	d67cc718-9622-43e0-a12c-38eff741ef24	no_churn	0.086754	0	no_churn	-0.134898	-0.011638	-0.126688	0.047302	-0.020515	0.01602	-0.006603	0.004661	Male	56	Yes	Yes	Unemployed	Suburban	College	1,673,503,200
72	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	b7e4df03-b6e0-4515-a7a5-053f4ab7007f	no_churn	0.24426	1	churn	-0.056566	-0.00032	0.065961	0.132484	0.109341	-0.011574	0.088611	0.103038	Female	49	No	No	Employed	Suburban	Master	1,673,503,200
68	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	f1ad7ec3-cd91-4178-965b-a22e2fbe713e	no_churn	0.071167	0	no_churn	-0.167864	-0.006748	0.005452	0.052137	0.006466	0.038116	-0.053021	0.051436	Female	27	No	Yes	Employed	Urban	College	1,673,503,200
52	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	59ddd238-38cf-4701-8e23-35399ac59d83	no_churn	0.146934	0	no_churn	-0.189067	-0.006022	0.027857	0.033279	-0.070523	0.02521	0.030289	0.029952	Female	29	No	No	Retired	Suburban	Master	1,673,503,200
68	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	c2313397-ef57-47f2-b0da-6e92a7444451	no_churn	0.255059	0	no_churn	-0.122804	-0.009148	-0.107552	0.045771	-0.00175	0.040806	0.021804	0.029347	Male	49	Yes	No	Employed	Suburban	Bachelor	1,673,503,200

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