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
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	cbcf60bc-f381-4490-9744-ed3a82fe4acb	no_churn	0.872011	0	no_churn	0.272089	-0.005932	-0.065563	-0.0016	0.089923	0.127658	0.002106	0.016654	Male	35	No	Yes	Employed	Suburban	Doctor	1,670,911,200
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	11ba155d-5f41-47d1-b3d9-e12c30de8763	no_churn	0.488763	0	no_churn	0.21011	-0.004109	0.038044	0.078709	0.049991	0.11607	0.106769	0.07539	Female	57	Yes	No	Unemployed	Rural	Master	1,670,911,200
10	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	01f47bf9-078e-408c-b4a1-9859349ceac2	no_churn	0.674053	1	churn	0.069744	-0.009527	0.004129	0.173275	-0.050795	0.064362	0.093401	0.006385	Female	36	No	No	Employed	Rural	Bachelor	1,670,911,200
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	280ea27e-4fa4-4963-ad84-8e072c9f46d8	no_churn	0.743313	1	churn	0.158927	-0.002756	0.040862	0.120457	0.098183	0.150659	0.107302	0.05734	Male	74	Yes	No	Employed	Rural	High School or Below	1,670,911,200
32	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	0877af04-29b8-4998-b95f-2c193afcadcd	churn	0.300213	0	no_churn	-0.087811	-0.001777	-0.006675	0.09752	-0.046061	-0.060583	0.032663	0.063699	Female	27	No	No	Unemployed	Suburban	Master	1,670,911,200
71	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	2744a257-514c-4d93-9ca1-0b85632d3554	no_churn	0.057538	0	no_churn	-0.197324	-0.007537	-0.01775	0.058642	0.028201	0.044493	-0.047589	0.044839	Female	31	No	Yes	Employed	Urban	Bachelor	1,670,911,200
31	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	10be8b6a-a8ec-43d9-a047-3614e1821f79	no_churn	0.506605	1	churn	0.050925	-0.001414	0.090497	0.163588	0.012456	0.122623	0.072367	0.077432	Male	67	No	No	Employed	Urban	Bachelor	1,670,911,200
18	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	bd0df389-e1f5-4ff2-bdb8-f37d516c2028	no_churn	0.438007	1	churn	-0.140984	-0.008954	-0.038924	0.023716	-0.014447	0.031448	-0.003851	0.039637	Female	43	Yes	Yes	Unemployed	Urban	Doctor	1,670,911,200
69	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	c04e3e02-feaa-49c1-87c6-2323ff70b567	no_churn	0.051794	0	no_churn	-0.111888	-0.006049	0.006208	0.079747	-0.000937	0.034775	-0.011367	0.053818	Female	42	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
39	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	358adf49-3f2c-4b69-add9-cd506d4825d6	no_churn	0.276822	0	no_churn	0.001871	-0.005188	0.103088	0.111453	0.084251	0.117803	0.088446	0.059252	Male	66	No	No	Employed	Suburban	Master	1,670,911,200
47	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	12b637ff-7ffb-4357-912f-77d526983a5b	no_churn	0.673629	1	churn	-0.087055	-0.003479	0.044275	0.062396	-0.039413	0.060012	-0.047499	-0.048263	Male	31	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	1aa03472-8c06-46aa-8fc0-f23063652144	no_churn	0.38764	1	churn	-0.054324	-0.004643	0.102866	0.023011	0.034187	0.11876	0.083271	0.085847	Male	24	No	Yes	Unemployed	Suburban	Master	1,670,911,200
57	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	47980196-387a-4d79-b936-b71894bcdf1b	no_churn	0.271544	0	no_churn	-0.161434	-0.010836	-0.018725	-0.002627	-0.04624	0.012885	0.037319	0.033631	Male	43	No	No	Unemployed	Urban	Bachelor	1,670,911,200
68	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	67542170-1bc8-4341-99ef-8eb4f01596ab	no_churn	0.219572	0	no_churn	-0.123081	-0.001107	0.031633	0.033883	0.030695	-0.056945	-0.022863	0.058759	Male	30	Yes	No	Employed	Suburban	College	1,670,911,200
60	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	ba4293ba-48f4-4e5a-a5ca-a658be93ddc6	no_churn	0.220534	0	no_churn	-0.257476	-0.011697	0.022117	0.072896	-0.031616	-0.007662	-0.01205	-0.029038	Female	77	No	No	Unemployed	Suburban	High School or Below	1,670,911,200
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	6d3b3ac5-3db5-49ac-8201-933cba77b5b6	no_churn	0.371777	0	no_churn	-0.132642	-0.003534	0.056285	0.077931	-0.028077	0.052614	0.019268	-0.050872	Female	26	Yes	Yes	Employed	Suburban	High School or Below	1,670,911,200
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	0fb7227d-5c2a-4f05-b893-6090800e2afb	no_churn	0.375308	0	no_churn	0.092575	-0.006526	-0.033732	0.023381	0.037925	0.103927	-0.005309	-0.011364	Female	72	No	No	Employed	Suburban	High School or Below	1,670,911,200
16	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	87185eff-2886-4c8c-9d61-fc94f81676b6	no_churn	0.476852	0	no_churn	0.038523	-0.004744	-0.001679	0.133216	0.004031	0.098707	-0.037303	0.01139	Male	24	No	Yes	Medical Leave	Suburban	Bachelor	1,670,911,200
2	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ef012497-bb2d-4b98-b8dd-29e63426e50f	no_churn	0.840972	1	churn	0.219861	-0.004791	0.056257	0.072558	0.023633	0.122784	-0.010332	0.010564	Male	29	No	Yes	Employed	Rural	College	1,670,911,200
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	251369ae-4d49-44a7-9204-e35236880dcb	no_churn	0.09688	0	no_churn	-0.016057	-0.006448	0.1311	0.046036	0.093726	0.09188	0.054759	-0.040074	Male	24	No	Yes	Unemployed	Rural	High School or Below	1,670,911,200
11	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1ac159b5-7118-4d59-a30c-88759c499d8a	no_churn	0.662461	1	churn	0.094547	-0.005368	-0.009389	0.199958	0.046454	0.110192	-0.053492	0.013183	Female	33	No	Yes	Unemployed	Rural	College	1,670,911,200
5	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	07f3641b-b657-4783-b127-a91dbf96e650	no_churn	0.760631	1	churn	0.127787	-0.002224	0.01735	0.138539	-0.014505	0.097023	-0.015404	0.009562	Male	75	No	No	Employed	Suburban	High School or Below	1,670,911,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	50d062b4-5a93-489c-9864-2211ac2a8a82	churn	0.756187	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	23	No	No	Medical Leave	Suburban	College	1,670,911,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	a3191512-4560-4498-a6c3-0a37b3da69cb	no_churn	0.845445	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Male	21	No	Yes	Employed	Urban	College	1,670,911,200
71	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	fe5e9c65-4271-4d9b-afdc-7759f731d674	no_churn	0.028593	0	no_churn	-0.190704	-0.009272	0.039362	0.07267	0.016598	0.061219	0.082927	-0.057825	Female	31	No	No	Disabled	Suburban	College	1,670,911,200
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	1815f039-6d9f-41b9-aebd-c05170a5bf7d	no_churn	0.558255	0	no_churn	0.170393	-0.001067	-0.039337	0.072507	0.062729	0.12811	0.08551	-0.03727	Male	51	Yes	Yes	Employed	Urban	Doctor	1,670,911,200
4	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	3b908eef-fe9c-4078-b711-4a8cf46edd0a	no_churn	0.664361	0	no_churn	0.150384	0.000993	0.05868	0.090968	-0.008585	0.102694	-0.039527	0.029034	Male	36	No	No	Unemployed	Suburban	Master	1,670,911,200
58	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	98bc58aa-9a8f-4506-95b6-090a6e69075d	no_churn	0.180837	0	no_churn	-0.247319	-0.0121	-0.003006	0.016643	0.008943	-0.000607	0.017529	-0.029111	Female	80	No	No	Employed	Rural	High School or Below	1,670,911,200
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	df3eb30d-7dde-4852-b894-e913348dd188	no_churn	0.584977	1	churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Female	51	No	No	Employed	Suburban	High School or Below	1,670,911,200
37	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e650f69f-c8af-46bf-8e80-14c60211b392	no_churn	0.375931	0	no_churn	-0.1014	-0.005153	-0.070029	0.10982	-0.008873	0.075261	0.014471	-0.026455	Female	28	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
6	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c62d1f6b-ca9c-4d1d-b0a3-5e51f07df332	no_churn	0.721415	0	no_churn	0.078808	-0.000956	0.011765	0.143469	0.03325	0.094598	-0.043811	0.02635	Male	48	No	No	Unemployed	Rural	Master	1,670,911,200
68	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a6825712-8064-4dff-b7ff-1dca5521dbd1	no_churn	0.233617	0	no_churn	-0.234343	-0.003982	0.01935	0.018984	0.002118	0.038258	-0.020777	-0.061776	Male	53	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	28ab6d0d-9395-46ea-8ba8-6e7058d804cd	no_churn	0.903166	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	70	Yes	Yes	Employed	Urban	College	1,670,911,200
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	0e67138c-f673-4757-8bd8-67bddf24665d	no_churn	0.388088	1	churn	0.047573	-0.002806	-0.075217	0.038176	0.010221	0.098836	-0.013301	-0.006061	Male	57	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
20	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	4ef23ef6-92d7-4339-9e40-c78055a3972f	no_churn	0.593875	1	churn	0.059711	0.00043	0.140067	0.208777	0.11328	0.12047	-0.007643	-0.014118	Male	58	Yes	Yes	Employed	Suburban	High School or Below	1,670,911,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	672ebd28-8870-4994-9d16-720d2338227c	no_churn	0.852253	1	churn	0.168508	-0.007009	0.07073	0.061092	-0.046787	0.106318	-0.01573	-0.003899	Female	52	No	No	Employed	Suburban	High School or Below	1,670,911,200
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	38a1a099-7c6a-4991-bfbb-8db916677209	no_churn	0.564234	1	churn	0.074052	-0.001285	0.080447	0.029311	0.036083	0.137215	0.032241	-0.033677	Male	45	No	Yes	Unemployed	Suburban	Master	1,670,911,200
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	48ed52fb-c33b-459c-88fa-418929452474	churn	0.646958	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Male	51	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
6	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4c1383a7-a353-43ef-848a-78618d268348	no_churn	0.50305	1	churn	0.137554	-0.00125	-0.018325	0.131529	0.04172	0.086109	-0.039265	0.033307	Female	39	No	No	Employed	Suburban	College	1,670,911,200
5	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	16423280-3fca-4ff6-b696-c1dccf9a9580	no_churn	0.779942	1	churn	0.083139	-0.001086	0.01386	0.093746	0.031162	0.086299	-0.050644	0.026653	Female	27	No	No	Employed	Rural	Doctor	1,670,911,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e6261776-f114-4d74-9dd2-6b74b63a8994	no_churn	0.818125	1	churn	0.29497	-0.006309	-0.047054	0.072626	0.083062	0.143915	0.0078	-0.012272	Female	50	No	Yes	Unemployed	Rural	Bachelor	1,670,911,200
26	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	33c33202-5de6-44eb-9984-168fb0a47d25	no_churn	0.319852	0	no_churn	-0.123516	-0.004588	-0.076984	0.032017	0.039165	0.058321	-0.001098	-0.024627	Male	55	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
46	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	13c28e98-9f1e-4dac-971a-8ce0aea3ac68	churn	0.3026	0	no_churn	-0.153418	-0.002622	0.036242	0.113416	0.036973	0.070682	0.070429	-0.04573	Male	26	No	Yes	Retired	Suburban	College	1,670,911,200
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b007b310-2bd1-48c1-bb2a-251ae6f6ac1a	no_churn	0.447407	0	no_churn	-0.006029	-0.006449	0.060404	0.125139	0.067891	0.120365	-0.024194	-0.013619	Male	20	No	Yes	Employed	Urban	College	1,670,911,200
1	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	757caad4-bb8c-4fea-8463-39ffc82458dd	no_churn	0.879126	1	churn	0.107974	-0.010009	-0.075011	0.053629	-0.083861	0.076385	-0.027369	-0.011571	Female	68	No	Yes	Employed	Suburban	College	1,670,911,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	14bf688f-353a-4350-814d-430dcb76ebb0	no_churn	0.860029	1	churn	0.168508	-0.007009	0.07073	0.061092	-0.046787	0.106318	-0.01573	-0.003899	Female	22	No	No	Employed	Suburban	High School or Below	1,670,911,200
3	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	22d5aeda-61c4-4e9d-9417-ae6846c6e216	no_churn	0.709974	1	churn	0.180909	-0.005352	0.057325	0.155152	-0.027226	0.114085	-0.008227	0.006725	Female	52	No	No	Employed	Urban	Bachelor	1,670,911,200
44	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fdc973d2-bbb3-4b38-b305-89bc860308f7	no_churn	0.21906	0	no_churn	-0.148574	-0.002951	0.077666	0.058589	0.023219	0.083236	-0.022541	-0.034882	Female	47	No	Yes	Medical Leave	Rural	College	1,670,911,200
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	f706cc04-3103-49ac-9a20-3a2415076587	no_churn	0.709974	1	churn	0.221731	-0.004219	0.088657	0.132358	0.051182	0.142775	0.037571	-0.02318	Female	41	Yes	No	Unemployed	Suburban	High School or Below	1,670,911,200
43	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	b510f14f-5791-4fa7-802f-c4fbb06f777e	no_churn	0.152228	0	no_churn	-0.055906	-0.002708	0.035311	-0.044142	-0.079469	0.080897	0.018221	0.058412	Male	63	No	No	Unemployed	Suburban	College	1,670,911,200
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f64464ea-6f84-427b-932b-4391b697aed1	churn	0.879126	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	42	No	No	Unemployed	Suburban	High School or Below	1,670,911,200
38	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	5ed70643-6e44-4260-b079-88152f083caa	no_churn	0.007008	0	no_churn	0.145328	-0.012171	0.04249	-0.035452	0.135774	0.109843	0.000836	0.024327	Male	71	Yes	Yes	Employed	Suburban	College	1,670,911,200
2	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	a07b6455-f47e-47b3-b3fb-025e26c14abe	no_churn	0.094188	1	churn	0.16782	-0.001426	-0.004811	-0.033625	0.06466	-0.051444	0.076585	-0.038594	Female	22	No	No	Employed	Suburban	College	1,670,911,200
72	Yes	Yes	High Speed	Expired	One year	<50hrs	Active	ee64c981-94fd-4b12-8657-aaed9a279b84	no_churn	0.08448	0	no_churn	-0.171753	-0.005768	0.011225	-0.05905	-0.022382	-0.084355	0.026986	0.046071	Female	46	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
18	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	54c62b2e-5d65-4abf-b4a4-776c0d29d5e0	no_churn	0.438007	1	churn	-0.106301	-0.010864	-0.061838	0.003458	-0.04224	-0.002289	-0.035854	0.026902	Male	54	No	No	Disabled	Suburban	High School or Below	1,670,911,200
16	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	1741b742-f7ae-4804-b082-9395bc388c35	no_churn	0.015627	0	no_churn	0.026628	-0.003356	-0.018231	-0.046868	-0.012745	-0.204365	0.006433	-0.011522	Female	76	No	No	Unemployed	Suburban	Master	1,670,911,200
51	Yes	Yes	Low Speed	Phone_Support	One year	<80hrs	Disabled	d36409f2-ce79-45a9-9947-e843c5d97ef7	no_churn	0.05472	0	no_churn	-0.029608	-0.00617	0.009402	-0.069768	0.037637	-0.153343	0.059212	-0.036388	Male	34	No	No	Employed	Rural	College	1,670,911,200
12	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	35239736-5d65-42de-9e92-d775942a426e	no_churn	0.70797	0	no_churn	0.026292	-0.008384	-0.049953	0.111522	-0.027457	0.068812	-0.055813	-0.039046	Female	76	No	No	Employed	Suburban	High School or Below	1,670,911,200
9	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	18c89314-88b5-407e-9476-19311da4cb6d	no_churn	0.446931	1	churn	0.043588	-0.003297	0.001645	-0.054458	0.019659	0.120393	0.048719	-0.048607	Male	66	Yes	Yes	Employed	Urban	High School or Below	1,670,911,200
10	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	892e9151-1272-4208-8486-82591109080b	no_churn	0.301396	1	churn	0.038262	0.088324	0.03161	-0.047399	0.025611	0.127413	0.061422	-0.050507	Female	71	Yes	No	Unemployed	Urban	Master	1,670,911,200
1	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	d87ffab1-8f2d-4584-996c-0571419aa6f2	no_churn	0.305014	0	no_churn	0.295646	-0.008284	-0.008392	-0.033921	-0.043434	0.138132	0.089762	-0.039876	Female	46	No	No	Employed	Suburban	Bachelor	1,670,911,200
46	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	4bd002c2-e214-4ff2-bd63-b8bbff08b8f4	no_churn	0.299355	1	churn	-0.1342	-0.007258	0.036156	-0.069668	-0.064628	0.059616	-0.016937	0.047894	Female	31	No	No	Employed	Suburban	High School or Below	1,670,911,200
0	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	3fbf3a45-ce84-4438-9fac-2241cd07903a	no_churn	0.015783	0	no_churn	0.070799	-0.00553	0.012428	-0.053932	-0.028919	-0.232213	0.02661	-0.026187	Female	24	No	No	Employed	Urban	College	1,670,911,200
14	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	1a7d9be1-4dab-4933-98b4-f6e1fba8468c	no_churn	0.232596	0	no_churn	0.004305	-0.017091	-0.06979	-0.095608	-0.045013	0.037985	0.060951	-0.034766	Male	63	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
7	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	1a91a946-7378-45c3-93b3-e0185394f578	no_churn	0.143832	0	no_churn	-0.080299	0.01991	-0.017996	-0.051006	0.020583	0.078844	0.021118	-0.039132	Female	29	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
15	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	829c52f5-9e5c-4d1a-98e5-46dba0157893	no_churn	0.221424	0	no_churn	0.068978	-0.005272	0.045434	-0.076464	0.002131	0.085017	0.082271	-0.039395	Male	51	No	No	Employed	Urban	College	1,670,911,200
46	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	605142da-0a79-4bb6-ac47-e7555ccbf42d	no_churn	0.299355	1	churn	-0.201761	-0.000804	0.065867	0.053437	-0.060403	0.074716	0.039962	0.06996	Male	53	No	No	Employed	Suburban	Bachelor	1,670,911,200
71	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	b152a94e-7c9e-4e21-a395-000beeae3623	no_churn	0.01109	0	no_churn	-0.095096	-0.003501	-0.036079	0.016225	0.058933	0.077772	0.077816	-0.055096	Male	56	No	Yes	Employed	Urban	College	1,670,911,200
1	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	055410a8-d0a0-48e9-9234-fa77961b82ad	no_churn	0.376963	1	churn	0.190801	-0.010232	-0.072976	-0.058053	-0.034925	0.081892	-0.014387	0.001797	Male	48	Yes	No	Employed	Urban	Doctor	1,670,911,200
32	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	3f63621b-9ad0-4739-9fa5-b63373583366	no_churn	0.269378	1	churn	-0.099101	-0.013234	-0.045314	-0.04754	-0.088345	0.028686	-0.002288	0.02811	Male	79	Yes	No	Disabled	Suburban	Bachelor	1,670,911,200
51	Yes	Yes	Low Speed	Expired	Month-to-month	0hrs	Disabled	5a489f23-1348-4838-887b-f49f3b8fdfd4	no_churn	0.05472	0	no_churn	-0.106628	-0.004185	0.029734	-0.071688	-0.036337	0.042305	-0.027085	-0.050143	Female	57	No	No	Employed	Suburban	Bachelor	1,670,911,200
46	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	8fede75b-746e-4b63-b354-bb181e4bde0b	no_churn	0.299355	1	churn	-0.201761	-0.000804	0.065867	0.053437	-0.060403	0.074716	0.039962	0.06996	Female	41	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
56	Yes	No	Medium Speed	Expired	Two year	<80hrs	Active	8a8e721a-22c6-4169-a214-9a66f8ba9b5e	no_churn	0.050903	0	no_churn	-0.028703	-0.008309	-0.003442	-0.077543	-0.051921	-0.125092	0.037398	0.028586	Male	21	Yes	Yes	Unemployed	Rural	Master	1,670,911,200
43	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	45e18034-34f4-4b3f-8e8f-cf70f70eaaff	churn	0.318024	1	churn	0.005427	0.093854	0.064886	-0.011381	0.046498	0.120931	0.040835	0.089924	Male	63	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
24	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	90aff36d-d393-48a1-89c7-61f79fe7563c	no_churn	0.008993	0	no_churn	-0.01043	-0.006425	-0.023755	0.047116	0.025397	0.066275	0.008875	-0.001913	Male	42	Yes	No	Unemployed	Suburban	College	1,670,911,200
2	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	7e0b6bd7-a566-4917-8166-d932356fa654	churn	0.456335	0	no_churn	0.140794	-0.01734	-0.099062	-0.081078	-0.071816	0.059582	-0.029687	-0.009744	Female	69	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
55	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	c6a145f9-b656-4e90-bda7-1e459a552506	no_churn	0.17858	0	no_churn	-0.148086	-0.013421	-0.067507	0.048304	0.000592	0.016544	-0.012919	0.027466	Male	29	Yes	Yes	Employed	Urban	High School or Below	1,670,911,200
4	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	06e43154-7f13-471b-9da3-e670cb61ab92	no_churn	0.091939	0	no_churn	0.106554	-0.003828	-0.050156	-0.055004	0.04448	0.09063	0.023252	-0.034185	Male	33	Yes	No	Unemployed	Suburban	High School or Below	1,670,911,200
54	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	85328000-a67a-4e57-a37f-f114851596dc	no_churn	0.013282	0	no_churn	-0.136156	-0.004337	-0.044711	-0.037291	0.055919	0.040466	0.059999	-0.052914	Female	71	No	No	Employed	Rural	High School or Below	1,670,911,200
36	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	9381d7d9-eb68-4054-bcd4-2c22c6c36149	no_churn	0.447407	0	no_churn	-0.126569	-0.002929	-0.061606	0.112249	-0.07492	0.063641	0.032654	-0.03488	Female	33	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
36	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	96a15b1e-9d72-4f65-a166-64f2eb390dce	no_churn	0.447407	0	no_churn	-0.126569	-0.002929	-0.061606	0.112249	-0.07492	0.063641	0.032654	-0.03488	Female	57	No	Yes	Employed	Urban	High School or Below	1,670,911,200
43	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	8b4f5a4a-cd77-493e-abbd-e8aedb7df341	no_churn	0.018347	0	no_churn	-0.133268	-0.00644	-0.054898	-0.058442	0.029735	0.035211	0.02256	-0.035119	Male	61	No	Yes	Unemployed	Urban	College	1,670,911,200
4	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	cee9b0d1-2b8f-41cc-982e-277d3e30ccae	no_churn	0.00823	0	no_churn	0.02366	-0.002933	-0.027871	-0.03877	0.028623	-0.149169	0.063199	-0.037766	Female	39	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<80hrs	Active	ae50658e-4ffb-4033-a8d0-5efeaa510da7	no_churn	0.134484	0	no_churn	-0.157379	-0.003192	0.006919	0.03463	-0.050445	-0.147903	0.023061	0.025284	Male	44	No	No	Unemployed	Suburban	Master	1,670,911,200
67	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	0c655c76-342a-4502-96b3-5612199ee84e	no_churn	0.016863	0	no_churn	-0.108549	-0.015241	-0.035553	-0.041985	-0.057444	0.035263	0.014638	-0.020157	Male	53	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	e674c8b7-bf5e-4d00-bf8e-2abcb019315f	churn	0.388088	1	churn	0.154733	-0.003196	0.005493	0.070258	0.04453	0.118316	0.086529	-0.031794	Male	74	No	No	Unemployed	Suburban	College	1,670,911,200
36	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	f6ff9909-10f8-4981-a491-8d1fbbf90695	no_churn	0.119917	0	no_churn	-0.085566	-0.003604	0.01887	-0.097237	-0.090405	0.076034	0.030067	0.055673	Female	75	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
1	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	0e0722d6-0ba6-44d2-bf96-c313251c70ce	no_churn	0.522015	1	churn	0.325857	-0.006386	0.053674	-0.005742	-0.005024	0.157089	0.072511	-0.030921	Female	66	No	No	Medical Leave	Suburban	College	1,670,911,200
11	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	7d6fca54-e85d-4368-8e41-0018a8984bd3	no_churn	0.135065	1	churn	0.012052	-0.00441	-0.033432	-0.032355	-0.075136	0.068848	-0.008634	-0.006864	Male	50	Yes	No	Unemployed	Urban	College	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	1c1fe5ae-4595-4961-b16e-f845a76e351c	no_churn	0.466807	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	38	No	No	Medical Leave	Suburban	Bachelor	1,670,911,200
31	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	62626fc3-c37b-4084-8a59-a6fe7a759615	no_churn	0.007052	0	no_churn	0.18961	-0.00847	0.070628	0.04173	0.11457	0.131441	-0.010684	0.02215	Male	53	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
22	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	3fda6ab0-c337-4e7c-8915-44ffef667100	no_churn	0.205783	0	no_churn	-0.04243	-0.011047	0.051218	-0.056541	-0.100027	0.059703	-0.003006	0.033105	Male	39	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
15	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Active	afe93b3f-0aae-4a26-84de-e74f91cda94d	no_churn	0.288712	0	no_churn	0.164547	-0.008849	0.014748	-0.034738	-0.03269	0.107794	0.083394	0.096768	Female	73	No	No	Employed	Suburban	Doctor	1,670,911,200
72	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	a273001b-0548-46fd-90ff-e62fb03197f1	no_churn	0.007058	0	no_churn	-0.130722	-0.00975	0.033789	-0.084863	-0.057009	0.057432	0.046026	0.06107	Female	41	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
58	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	fc98707c-7fed-4ebc-bd64-dbcaba45cb2d	no_churn	0.024897	0	no_churn	-0.11615	-0.013503	-0.017107	-0.03998	-0.034416	0.027035	-0.024362	-0.020543	Male	44	No	No	Employed	Rural	Master	1,670,911,200
3	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	6eb464b2-f4c1-4901-98a4-b050bd703f77	no_churn	0.114722	0	no_churn	0.116649	-0.009452	-0.026843	-0.068472	-0.040845	0.078202	-0.017671	-0.043736	Male	31	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
56	No	No phone service	High Speed	Expired	One year	<80hrs	Disabled	0bc0073c-e446-479b-860c-d18e00da9486	no_churn	0.020396	0	no_churn	-0.029141	0.026003	0.008589	-0.039159	-0.059929	-0.176063	0.031094	-0.02042	Male	67	No	No	Employed	Rural	High School or Below	1,670,911,200
3	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	c7b50bea-b29a-43c0-8f19-01c8e96ea239	no_churn	0.313151	0	no_churn	0.060589	-0.013518	-0.056363	-0.118054	-0.034716	0.064106	-0.005858	-0.016639	Male	43	No	Yes	Employed	Rural	College	1,670,911,200
15	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	81d9b895-552d-4af1-a423-321dca52ad72	no_churn	0.221424	0	no_churn	0.027455	-0.013201	0.003254	-0.177498	-0.023755	0.062558	0.045784	-0.031897	Female	56	No	No	Retired	Urban	College	1,670,911,200
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	0ec97913-94bf-4865-8987-df870d439b46	no_churn	0.756187	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Female	72	No	No	Employed	Suburban	College	1,670,911,200

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