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
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	826ab76d-241c-4c88-89bc-5f6dec5c0588	no_churn	0.624377	0	no_churn	0.158927	-0.002756	0.040862	0.120457	0.098183	0.150659	0.107302	0.05734	Male	75	No	Yes	Employed	Urban	College	1,670,911,200
59	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	edfaeb73-676a-4805-a1b1-a02e285d68ed	no_churn	0.443909	1	churn	-0.121316	-0.009383	0.037178	-0.045292	-0.012657	0.06063	0.0384	0.048415	Female	77	No	No	Unemployed	Suburban	College	1,670,911,200
40	No	No phone service	Medium Speed	Expired	Month-to-month	100hrs+	Active	368a27c0-6d45-4cd7-af1b-10a2f71b7e82	no_churn	0.230849	0	no_churn	-0.011914	0.110881	0.059327	-0.051743	0.031686	0.11608	0.030131	0.001526	Male	80	No	No	Employed	Rural	Master	1,670,911,200
27	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	324d6745-4924-402a-9aa4-333898aff766	no_churn	0.374782	1	churn	-0.038466	-0.003465	0.089751	0.15836	-0.013493	0.099031	0.031935	-0.038822	Female	32	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
43	No	No phone service	Medium Speed	Expired	One year	100hrs+	Active	9ee3352e-d32b-4f26-9865-d36d64827f27	no_churn	0.080734	0	no_churn	-0.042541	0.026032	0.006449	-0.038105	-0.01307	-0.071208	0.035197	0.038219	Male	30	No	No	Medical Leave	Suburban	Bachelor	1,670,911,200
12	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	3c701cf7-d88f-4f38-90aa-09b16dbaf84d	no_churn	0.102219	0	no_churn	-0.020506	-0.004918	-0.08955	-0.029609	0.033132	0.063667	0.033571	-0.032909	Female	40	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
20	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Active	d1736cea-efba-4783-acc7-faafe36c0ab2	no_churn	0.346591	1	churn	-0.105771	-0.005956	0.055911	-0.034008	-0.076114	0.068787	0.062612	0.065513	Female	66	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
24	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	e5974be4-0f39-4645-ad58-9f0cb8a0ed0d	no_churn	0.09688	0	no_churn	-0.100233	-0.002823	0.001455	0.064994	0.02224	-0.130385	0.016808	-0.036082	Female	27	Yes	No	Employed	Suburban	Master	1,670,911,200
67	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	966a8824-1456-4d40-acb7-775f3378aa03	no_churn	0.11111	0	no_churn	-0.142627	-0.00318	0.012278	0.0234	-0.012913	-0.085753	-0.002582	-0.02765	Male	60	Yes	Yes	Unemployed	Rural	College	1,670,911,200
37	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	87b258f4-53ce-4e07-a65a-edf72fff9a88	no_churn	0.043345	0	no_churn	-0.070743	-0.007289	-0.043526	-0.111085	0.000681	0.043679	0.008371	-0.019112	Female	41	No	Yes	Unemployed	Urban	High School or Below	1,670,911,200
72	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	16080ec6-d360-4ca3-b765-8e89db2dcb41	no_churn	0.043165	0	no_churn	-0.136382	0.013081	0.012097	0.044578	0.008515	0.106247	0.043962	0.070305	Male	30	No	No	Unemployed	Suburban	High School or Below	1,670,911,200
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	a4271312-78a0-44ce-b98c-488e647ba5d3	no_churn	0.50305	1	churn	0.142811	-0.00178	0.001024	0.12	0.023435	0.127911	0.081469	-0.041116	Male	56	Yes	Yes	Employed	Suburban	Bachelor	1,670,911,200
39	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	265818b2-3def-482c-8554-94d89c53ca06	no_churn	0.276822	0	no_churn	0.006867	-0.003962	0.064726	0.118387	0.029349	0.10352	0.006005	-0.023917	Male	54	Yes	No	Employed	Suburban	Bachelor	1,670,911,200
11	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	7276ceca-c8dd-4b4e-8ba3-94560f5950e5	no_churn	0.168252	0	no_churn	0.155522	0.005033	0.021146	0.029398	0.148619	0.140766	-0.032568	-0.015275	Female	75	No	Yes	Unemployed	Suburban	College	1,670,911,200
1	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	ac19caa9-af9f-468c-9e2d-65f2cd911afc	no_churn	0.329431	0	no_churn	0.213727	-0.015576	-0.084657	-0.134447	-0.081022	0.089621	0.025045	-0.02002	Male	50	No	No	Employed	Rural	Doctor	1,670,911,200
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	0976060b-2849-4d2d-87a3-a332c94f94ac	no_churn	0.584977	1	churn	0.214725	-0.002978	-0.037345	0.130666	0.035984	0.133186	0.055862	-0.036143	Male	74	No	No	Disabled	Suburban	Master	1,670,911,200
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	3846cab9-9c99-4ba2-9ac8-2739ee5dba3b	no_churn	0.882218	1	churn	0.181783	-0.011457	-0.07954	-0.015073	-0.092902	0.065495	-0.025357	0.011478	Female	66	No	No	Medical Leave	Rural	College	1,670,911,200
59	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	c6a609b8-8f1a-4607-9e94-796882d92c09	no_churn	0.443909	1	churn	-0.121316	-0.009383	0.037178	-0.045292	-0.012657	0.06063	0.0384	0.048415	Male	36	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
56	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	59603e15-f969-4679-ade5-6052fe1dffdd	no_churn	0.050903	0	no_churn	-0.097953	-0.003927	0.01357	-0.007363	-0.063025	0.042618	0.093109	0.038111	Male	59	Yes	Yes	Unemployed	Rural	Bachelor	1,670,911,200
2	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	13f5120e-16eb-4113-8693-1e3a3a950e5c	no_churn	0.840972	1	churn	0.198603	-0.006635	0.037591	0.088999	0.051478	0.120603	-0.040998	0.009227	Female	35	No	No	Employed	Suburban	High School or Below	1,670,911,200
19	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	0c169a42-9d8a-4fa7-b474-d4bb8f0f7b85	no_churn	0.616445	1	churn	-0.032679	-0.014463	0.034204	-0.121855	-0.081364	0.038672	-0.001943	0.000401	Male	29	No	No	Employed	Urban	Bachelor	1,670,911,200
52	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	023642ba-70a3-4011-90f4-116c50f1ed66	no_churn	0.020723	0	no_churn	-0.158214	-0.007977	0.030161	-0.042264	-0.097519	0.02267	0.021075	0.023041	Female	71	No	Yes	Employed	Rural	College	1,670,911,200
46	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	61d00840-7941-442d-9767-12aed1af438c	no_churn	0.022919	0	no_churn	-0.176802	-0.003652	0.033939	-0.006827	-0.036553	0.04929	0.03824	-0.046662	Female	79	No	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
46	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	05bdb163-f6b9-4898-af22-2a4b7ccfa5ee	no_churn	0.016965	0	no_churn	-0.156161	0.028086	0.00512	-0.044005	-0.04408	0.039214	-0.030426	-0.036774	Female	35	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	84b54c56-c000-4262-bedd-a74f226889b5	no_churn	0.860029	1	churn	0.168508	-0.007009	0.07073	0.061092	-0.046787	0.106318	-0.01573	-0.003899	Male	33	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,911,200
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e5fa0fc5-7a29-4e08-aa00-e2e90dbcd12a	no_churn	0.860029	1	churn	0.220709	-0.006085	0.035968	0.075524	-0.042424	0.123789	0.027063	-0.01565	Female	35	Yes	No	Employed	Urban	Bachelor	1,670,911,200
61	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	f99370fc-5be6-4d51-9c51-2c517783d4cf	no_churn	0.014851	0	no_churn	-0.011479	-0.003324	-0.017773	0.071664	0.12734	0.086067	0.109856	0.098622	Female	51	Yes	No	Unemployed	Suburban	College	1,670,911,200
5	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	785dbfa0-3e11-4cc6-a323-06ca1c93d287	no_churn	0.10941	1	churn	0.104689	-0.003655	0.019655	-0.116358	0.020318	0.107552	0.008157	-0.023312	Female	35	Yes	Yes	Unemployed	Suburban	Doctor	1,670,911,200
4	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	21e5a18a-660b-46de-99be-a139c47ee933	churn	0.664361	0	no_churn	0.150384	0.000993	0.05868	0.090968	-0.008585	0.102694	-0.039527	0.029034	Male	73	No	Yes	Medical Leave	Urban	High School or Below	1,670,911,200
31	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	c4b5b819-29e5-4ad1-9c3d-c92d5177bd90	churn	0.007052	0	no_churn	-0.036293	-0.018794	-0.126489	-0.026589	-0.05145	0.049716	-0.018471	-0.020655	Male	67	No	Yes	Unemployed	Suburban	High School or Below	1,670,911,200
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	25f0ea1f-a5bc-4443-815e-1f197d10c090	no_churn	0.903166	1	churn	0.300045	-0.004522	0.020065	0.114493	0.047037	0.163799	0.045507	-0.027653	Male	20	Yes	Yes	Employed	Rural	Doctor	1,670,911,200
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	bb57fe21-8add-462f-8640-65fef6628b1d	no_churn	0.004543	0	no_churn	-0.104441	-0.004174	0.010704	-0.03072	-0.022539	-0.170353	0.023317	0.02918	Female	28	No	Yes	Employed	Suburban	High School or Below	1,670,911,200
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	7726b1d4-b1b9-4f5f-bf71-63659d8e3309	no_churn	0.593875	1	churn	0.004244	-0.002643	0.034961	0.107926	0.037926	0.086504	0.011001	-0.015065	Male	46	No	No	Employed	Suburban	Bachelor	1,670,911,200
5	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Disabled	85ffeee5-2412-416e-8e6c-a36e54217a2b	no_churn	0.10941	1	churn	0.185258	-0.001727	0.089623	-0.082204	0.039918	0.124868	0.087028	-0.044885	Male	70	No	Yes	Employed	Suburban	College	1,670,911,200
18	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	2e1c9c9f-997c-4f30-924e-9370970cf89b	churn	0.545425	0	no_churn	0.023798	-0.004037	-0.053119	0.130339	-0.031585	0.044431	0.071296	0.071517	Male	42	Yes	Yes	Employed	Suburban	High School or Below	1,670,911,200
54	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	feb8016f-7327-47b9-a46c-0211c468d3ce	no_churn	0.015656	0	no_churn	-0.129525	-0.016397	-0.052887	-0.024991	-0.064009	0.022799	0.018478	-0.022494	Female	21	No	No	Unemployed	Suburban	High School or Below	1,670,911,200
46	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	a533a7e1-67aa-4d1d-b12c-322edf175f01	no_churn	0.3026	0	no_churn	-0.243047	-0.00349	0.033626	0.001665	0.015668	0.044693	-0.012874	-0.013606	Female	32	No	Yes	Employed	Suburban	Bachelor	1,670,911,200
72	Yes	No	Low Speed	Expired	Two year	<80hrs	Active	3330fcf2-1d4c-4bb4-beda-9b426cf11fd6	no_churn	0.023266	0	no_churn	-0.095437	-0.00568	-0.012905	-0.0287	-0.031921	-0.121425	0.00412	0.022922	Female	76	No	Yes	Unemployed	Suburban	College	1,670,911,200
13	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	fad9c6b2-2933-4dba-b471-da0d20e7dbe0	no_churn	0.15279	0	no_churn	0.038343	-0.018614	-0.080385	-0.08868	-0.091946	0.015637	0.048916	0.047703	Male	53	No	No	Employed	Suburban	High School or Below	1,670,911,200
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	c19520be-4b8f-459c-b0b6-6f7058b414e1	no_churn	0.091939	0	no_churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Female	76	No	No	Employed	Suburban	Bachelor	1,670,911,200
26	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	494f9e4c-ffc8-4cc7-93c7-f7dae925bb22	no_churn	0.120816	0	no_churn	-0.182614	-0.002349	-0.028863	0.076638	0.023203	-0.039167	-0.026223	0.043514	Male	20	No	No	Employed	Suburban	Bachelor	1,670,911,200
22	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Disabled	9baac64b-f1de-47f6-af37-d126d69db0b8	no_churn	0.06836	0	no_churn	-0.034067	-0.008484	0.030293	-0.09913	-0.027175	0.053879	0.000149	-0.016992	Male	46	Yes	Yes	Unemployed	Urban	College	1,670,911,200
26	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	47b0e15d-d28f-4ba1-bd6d-d2ff45621d4b	churn	0.120816	0	no_churn	-0.205314	-0.009451	-0.105104	0.052979	-0.06274	0.037679	0.012617	0.010306	Female	39	Yes	Yes	Disabled	Urban	Bachelor	1,670,911,200
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	a1bf0189-c00f-40d3-9a5a-77b178baf860	no_churn	0.584977	1	churn	0.214725	-0.002978	-0.037345	0.130666	0.035984	0.133186	0.055862	-0.036143	Female	49	No	No	Employed	Suburban	College	1,670,911,200
49	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	5ebeab71-f965-48b9-8f1a-320117b9bd57	no_churn	0.40112	1	churn	-0.093014	-0.006092	0.064174	-0.033686	-0.062649	0.061656	-0.036113	-0.023302	Female	75	No	No	Employed	Suburban	Master	1,670,911,200
72	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	09e84ae4-9ddc-48be-98df-f5101f769e6f	churn	0.004567	0	no_churn	-0.112128	-0.012456	-0.027224	-0.052532	-0.082184	0.039189	0.007009	0.031302	Female	78	No	No	Unemployed	Suburban	Bachelor	1,670,911,200
29	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	edeaebd7-f729-480c-82f5-5c7e4517a78d	no_churn	0.324202	0	no_churn	-0.130696	-0.010894	-0.116276	0.048602	-0.029508	0.022238	-0.003109	0.00395	Female	68	No	Yes	Employed	Suburban	College	1,670,911,200
2	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	1fdd329d-0756-421d-9654-4fb7110ca05f	no_churn	0.456335	0	no_churn	0.23398	-0.009519	-0.02104	-0.023204	-0.036395	0.115153	0.029805	-0.031149	Female	77	Yes	No	Unemployed	Suburban	Bachelor	1,670,911,200
4	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	df07e6d6-a87f-41a3-ba10-c5bae9e4a6e6	no_churn	0.121155	0	no_churn	0.065648	-0.010478	-0.09188	-0.118585	-0.043407	0.047659	0.004401	-0.024455	Female	22	No	No	Unemployed	Suburban	College	1,670,911,200
1	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	db2f3861-2c57-4eb9-a743-c40802dc71b1	churn	0.522015	1	churn	0.282792	-0.004513	0.07589	-0.036305	-0.00908	0.140101	-0.015112	-0.005465	Male	48	No	No	Unemployed	Rural	College	1,670,911,200
56	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	577656a6-1479-45c3-8b1b-0165fd20e23b	no_churn	0.020396	0	no_churn	-0.115882	-0.030015	-0.000312	-0.044146	-0.023624	0.040968	-0.038116	-0.0379	Female	37	No	Yes	Employed	Urban	College	1,670,911,200
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	268be0c6-4f07-4b05-afd2-b89ce63cc426	no_churn	0.313151	0	no_churn	0.09905	-0.009954	-0.059737	-0.063707	-0.006298	0.065798	0.023489	-0.022234	Male	77	No	Yes	Disabled	Urban	College	1,670,911,200
4	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	3893c0b0-f280-4a34-bff8-206d733011c6	no_churn	0.153829	0	no_churn	0.184406	0.001429	-0.001203	0.029227	0.068532	0.118826	0.092256	-0.050617	Female	32	Yes	No	Employed	Suburban	High School or Below	1,670,911,200
1	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	a521b053-4a52-4c62-b0e2-015be82497a1	no_churn	0.879126	1	churn	0.120027	-0.009969	-0.066587	0.050894	-0.088597	0.066058	-0.016651	-0.011571	Male	71	No	Yes	Employed	Urban	Bachelor	1,670,911,200
72	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	b380fb32-10cf-48bf-8b33-08b2e45281e6	no_churn	0.005617	0	no_churn	-0.169487	-0.027123	-0.008806	-0.03906	0.032542	0.062987	0.051873	0.064047	Female	54	Yes	Yes	Unemployed	Urban	Doctor	1,670,997,600
71	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Active	8349c59f-e73b-4467-983d-be3019f32d91	no_churn	0.009992	0	no_churn	-0.141846	-0.005486	-0.006134	-0.031414	-0.032989	0.047302	0.026101	0.025441	Female	73	No	No	Employed	Urban	Bachelor	1,670,997,600
70	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	100hrs+	Active	988250f3-8669-4fac-bec2-afa8baaea675	no_churn	0.0195	0	no_churn	-0.036673	0.002801	0.083559	0.084052	-0.076416	0.045617	0.117665	0.10037	Male	58	No	No	Employed	Suburban	College	1,670,997,600
45	Yes	No	Low Speed	Phone_Support	Two year	100hrs+	Active	cd2c2e5c-d7a3-431d-b364-ca64a4b88d1f	no_churn	0.016538	0	no_churn	-0.086738	-0.001738	-0.00686	-0.016682	0.076862	-0.078252	0.04007	0.074312	Female	79	No	No	Unemployed	Urban	Bachelor	1,670,997,600
64	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	73d5bb58-daa7-48fb-963c-019e4b4a2800	no_churn	0.014553	0	no_churn	-0.16481	-0.014584	0.01304	-0.016378	-0.065011	0.02076	0.002514	0.025443	Female	63	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
68	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	0e0f1ab1-e06a-4af5-97e7-98ee5c913eb0	no_churn	0.020048	0	no_churn	-0.080678	-0.007868	-0.000413	-0.001679	-0.044543	0.062403	0.037134	0.02576	Male	54	No	No	Employed	Suburban	High School or Below	1,670,997,600
65	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	93043c3a-7e67-40fa-8a42-6da34b41e321	churn	0.016988	0	no_churn	-0.016175	-0.004704	0.062075	-0.021362	-0.004518	0.07991	0.070771	0.074978	Male	77	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
57	No	No phone service	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	83d8c6f5-affa-42e5-ba0a-63fba3d5f29f	no_churn	0.02883	0	no_churn	-0.17019	0.023206	0.00733	-0.006216	-0.168058	0.055717	-0.02601	0.015195	Female	55	Yes	No	Employed	Suburban	College	1,670,997,600
69	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	0a7cfa66-c39e-4844-b92b-9def678d6f62	no_churn	0.023444	0	no_churn	-0.066666	-0.005138	0.01769	-0.052826	-0.149819	0.04196	0.028403	0.04237	Male	75	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
70	No	No phone service	High Speed	Expired	Month-to-month	<50hrs	Active	5bc2866a-d8d5-4844-8577-70fecd6ec4cf	no_churn	0.012984	0	no_churn	-0.182756	0.034391	0.017485	0.000721	-0.018546	0.053427	-0.05613	-0.017617	Male	64	Yes	Yes	Unemployed	Suburban	College	1,670,997,600
54	Yes	Yes	High Speed	Expired	Two year	<50hrs	Active	2f66ef58-d1b7-4e25-9caf-c29f91f87177	no_churn	0.01961	0	no_churn	-0.070276	-0.004493	0.015873	-0.076964	-0.008927	-0.169238	0.030226	0.034772	Female	51	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
31	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	06e20c79-b272-438f-b3f7-ca08dba6acba	no_churn	0.182701	1	churn	-0.053366	-0.005022	0.007134	-0.090346	-0.09855	0.064159	0.048635	0.04833	Male	54	No	Yes	Unemployed	Rural	College	1,670,997,600
64	No	No phone service	Low Speed	Expired	Two year	100hrs+	Active	11583677-f197-4331-9e20-2741ac5159ac	no_churn	0.214626	1	churn	-0.087639	0.013152	-0.007724	-0.017017	-0.016774	-0.158116	0.015257	0.019835	Female	21	No	Yes	Disabled	Urban	Bachelor	1,670,997,600
58	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	cda6d14c-7036-46a4-ab90-c27dbb41b6ff	no_churn	0.02515	0	no_churn	-0.042261	-0.015686	0.044191	0.027626	0.007346	0.078323	0.08635	-0.059915	Female	49	No	Yes	Employed	Suburban	College	1,670,997,600
27	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	d43a471e-4d8d-4a0b-8d6b-1b4158d93d3e	no_churn	0.042454	0	no_churn	-0.055399	-0.001954	-0.013135	-0.024188	0.012897	-0.016989	0.075058	-0.035317	Female	63	No	Yes	Employed	Suburban	College	1,670,997,600
68	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Disabled	97799206-06f5-4c3e-91f4-e6c094763e34	no_churn	0.026027	0	no_churn	-0.024292	-0.001251	0.013143	0.015805	-0.027473	-0.124891	0.061026	-0.044427	Male	45	No	No	Employed	Rural	High School or Below	1,670,997,600
17	Yes	Yes	Low Speed	Expired	One year	100hrs+	Disabled	6c133183-a2ed-49f1-87be-cac302accf7f	no_churn	0.112684	0	no_churn	0.009869	-0.003138	0.019853	-0.072185	-0.011909	-0.084336	0.060461	-0.047641	Male	34	Yes	No	Unemployed	Urban	High School or Below	1,670,997,600
63	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	2dcbac7f-8a5d-415d-8d80-d4975b9200b5	no_churn	0.01641	0	no_churn	-0.079114	-0.01123	-0.028178	-0.006549	-0.073047	0.04401	0.007985	-0.012903	Female	78	No	No	Employed	Suburban	High School or Below	1,670,997,600
55	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	aac4dd3e-cd3e-4755-9a50-075d99147095	no_churn	0.03397	0	no_churn	-0.13513	-0.011273	-0.031668	-0.047551	-0.016572	0.023443	-0.021119	-0.029156	Female	52	No	No	Unemployed	Suburban	Bachelor	1,670,997,600
55	Yes	Yes	Low Speed	Expired	One year	100hrs+	Disabled	a19fe917-e930-46b6-887f-1973dbd7c016	no_churn	0.070162	0	no_churn	-0.064103	-0.002864	0.037857	-0.025671	0.000028	-0.045961	0.066843	-0.039322	Female	23	Yes	No	Unemployed	Suburban	Bachelor	1,670,997,600
33	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	9b8a2847-6ba2-447f-bfcd-c1371b1debca	no_churn	0.075651	0	no_churn	-0.101846	-0.005911	-0.025398	-0.078808	-0.026442	0.029568	0.019969	-0.030159	Female	32	No	Yes	Medical Leave	Rural	Bachelor	1,670,997,600
23	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Disabled	500defa5-a85e-4723-81b2-17c5e6921c0f	no_churn	0.097411	0	no_churn	-0.163704	-0.011153	-0.069967	-0.042008	0.028359	0.0319	0.018968	-0.021421	Female	67	No	No	Disabled	Rural	Doctor	1,670,997,600
31	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	32a1c1ec-f195-48a5-8b58-9e045a0195ca	no_churn	0.097023	0	no_churn	0.192113	-0.009227	0.062511	0.084857	0.146782	0.140434	0.005237	0.028268	Male	28	Yes	No	Employed	Urban	High School or Below	1,670,997,600
69	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	b9c9a37d-11d3-41a9-950f-47ebda879005	no_churn	0.068048	0	no_churn	-0.039248	-0.002931	0.011152	-0.049427	-0.089002	-0.138948	0.020192	0.029186	Female	61	No	Yes	Employed	Suburban	College	1,670,997,600
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Active	5aeb7490-c0a1-4131-84e2-16e7bbcfa579	churn	0.06239	0	no_churn	-0.102066	-0.008616	0.006529	-0.023598	-0.039713	-0.13382	0.007234	0.025024	Female	63	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
64	Yes	Yes	High Speed	Expired	Two year	<50hrs	Active	8ec5102f-fbca-4350-9572-9ca695a50f02	no_churn	0.047276	0	no_churn	-0.108202	-0.003699	0.007892	-0.019775	-0.031838	-0.16407	0.026135	0.02453	Female	53	No	No	Employed	Suburban	High School or Below	1,670,997,600
47	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	08ca30b2-69a4-4431-b71f-cd7ae118d4bb	no_churn	0.397228	1	churn	-0.109303	-0.004339	0.033154	-0.066249	-0.035063	0.059628	-0.015529	0.038674	Male	70	Yes	Yes	Employed	Suburban	Bachelor	1,670,997,600
28	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	4e2e377a-b78a-4a3c-9adb-79494d923618	no_churn	0.170978	0	no_churn	-0.13449	-0.014426	0.030247	-0.094893	-0.09581	0.046603	0.028404	0.045339	Male	78	No	Yes	Employed	Suburban	College	1,670,997,600
62	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	23a86d9b-2fe2-4b2e-bcaf-2ddd8d3abeae	no_churn	0.261201	0	no_churn	-0.299396	-0.00377	0.018267	-0.078698	0.001564	0.034031	0.02665	0.032326	Male	54	No	Yes	Employed	Urban	High School or Below	1,670,997,600
42	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	7910ac3e-8418-4a41-b98e-5bb50bca4b00	no_churn	0.446573	1	churn	-0.021629	-0.001054	-0.008063	0.105823	-0.074676	0.064067	-0.036917	-0.016576	Male	44	Yes	No	Employed	Suburban	Bachelor	1,670,997,600
70	Yes	No	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	b305f145-7573-4743-bba6-3689e0317e27	churn	0.238233	1	churn	-0.164097	-0.004572	-0.045307	0.036371	-0.041868	0.038074	0.015713	0.03416	Male	37	No	No	Unemployed	Suburban	High School or Below	1,670,997,600
62	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	3a947948-abad-4684-88f1-25f2d49d2c00	no_churn	0.094811	0	no_churn	-0.182736	-0.007545	0.049251	0.052091	0.058325	0.031413	0.044232	0.035942	Female	28	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,997,600
63	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	d56ff164-8495-4545-b2e0-71022ac2e12c	no_churn	0.284562	0	no_churn	-0.270389	-0.003691	0.033851	-0.071571	0.013133	0.043695	-0.001183	-0.012872	Male	72	Yes	Yes	Disabled	Urban	High School or Below	1,670,997,600
40	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	d16d56c1-bf2a-4299-9b68-1bb444c2cd71	no_churn	0.228942	0	no_churn	-0.052511	-0.003899	-0.015772	0.101584	-0.02388	0.075303	-0.01448	-0.015371	Male	62	No	Yes	Employed	Suburban	Master	1,670,997,600
3	Yes	No	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	99148236-a7ce-4b95-b624-e026ee089f40	no_churn	0.707624	1	churn	0.073795	-0.005501	-0.093446	0.04021	-0.0101	0.109595	-0.027131	0.037603	Male	77	No	No	Unemployed	Suburban	College	1,670,997,600
69	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	7a7bb170-8d70-4075-82c1-61446eef9b9b	no_churn	0.26442	1	churn	-0.135775	-0.005736	-0.04871	0.03636	-0.062844	0.034856	0.008843	0.03198	Female	62	Yes	No	Employed	Suburban	College	1,670,997,600
72	Yes	No	Fiber optic	Phone_Support	Two year	<80hrs	Active	248e3603-068e-4a7a-9dd3-ae1c5f1ce94b	no_churn	0.015237	0	no_churn	-0.136769	-0.002499	-0.045964	0.004664	0.008422	-0.115854	0.021332	0.031382	Male	76	No	No	Employed	Suburban	High School or Below	1,670,997,600
68	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	1f7e8ced-b04a-477e-b41d-95ddd652beb9	no_churn	0.168856	0	no_churn	-0.122804	-0.009148	-0.107552	0.045771	-0.00175	0.040806	0.021804	0.029347	Female	58	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
66	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	187c8166-2f7b-4570-b8f7-f7f435eb5aa7	no_churn	0.189503	0	no_churn	-0.02171	-0.004097	0.100798	0.087367	0.098167	0.078208	0.077074	0.070166	Male	30	No	No	Employed	Rural	Bachelor	1,670,997,600
66	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	ede0604a-588e-40a8-a740-46887247e956	no_churn	0.448151	1	churn	-0.205797	-0.003283	0.047593	-0.04107	0.024136	0.013947	-0.05192	-0.042633	Female	46	No	No	Employed	Suburban	College	1,670,997,600
65	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	890e45dc-c808-4692-90d6-f00559392c8d	no_churn	0.170613	0	no_churn	-0.121366	-0.000541	0.057401	0.058632	0.075189	-0.05158	0.044221	0.066851	Female	76	No	No	Unemployed	Suburban	College	1,670,997,600
31	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	addfa793-2a7b-4cd3-8760-0bfc5545d133	no_churn	0.489912	1	churn	-0.02496	-0.006992	0.060719	0.123693	0.027999	0.089681	0.00733	0.061837	Male	55	No	Yes	Retired	Suburban	Bachelor	1,670,997,600
60	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	8b19ecea-194c-44f9-967b-890d7639543f	no_churn	0.086036	0	no_churn	-0.171787	-0.007608	0.052656	0.056592	0.043094	0.028352	0.037665	0.032009	Male	52	No	No	Employed	Suburban	Master	1,670,997,600
35	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	19a4f834-3da8-486b-a542-49fa883ce2c3	no_churn	0.146765	0	no_churn	-0.038016	-0.000067	-0.006401	0.170604	0.106749	0.082462	0.11635	-0.000708	Female	33	No	Yes	Employed	Suburban	Bachelor	1,670,997,600
45	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	126c8bf0-c5ca-400a-9440-d30644440259	no_churn	0.38233	1	churn	-0.239467	-0.004955	0.033399	0.073531	-0.021131	0.031247	-0.00226	-0.020222	Female	78	No	Yes	Unemployed	Suburban	Bachelor	1,670,997,600
3	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Disabled	60be9682-ef80-4f2e-8eae-ec542e579f04	no_churn	0.655926	1	churn	0.172033	-0.005821	-0.068354	0.133776	0.003716	0.121461	0.076368	-0.03333	Female	31	Yes	Yes	Disabled	Suburban	Master	1,670,997,600

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