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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
46	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	1681426d-f98a-4b6d-b736-a0aac1c16520	no_churn	0.1013	0	no_churn	-0.110422	-0.006511	0.000554	-0.018362	0.032133	-0.001388	-0.030319	-0.034711	Male	51	Yes	Yes	Unemployed	Rural	College	1,672,466,400
10	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	da947fc3-23e2-42d3-87b7-6f4cc25ba9e3	no_churn	0.25937	0	no_churn	-0.062912	0.070782	0.025827	-0.08643	0.017845	0.076001	-0.060991	-0.04915	Male	20	No	No	Employed	Suburban	High School or Below	1,672,466,400
68	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	60542bf1-ae2c-4991-9dd8-909b3c3b352b	churn	0.165816	1	churn	-0.039964	-0.002493	0.043354	0.06123	0.024708	-0.042753	-0.021657	-0.024605	Male	21	No	Yes	Unemployed	Urban	Bachelor	1,672,466,400
10	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	ca3c846a-fbd3-4859-b9fc-ce54daee612b	no_churn	0.055284	0	no_churn	-0.020267	-0.006414	-0.022161	-0.043891	-0.00004	-0.098593	-0.038753	-0.038908	Female	60	No	Yes	Disabled	Urban	College	1,672,466,400
53	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Active	124779f9-d4f8-4be2-b53d-5f466a81b472	no_churn	0.032383	0	no_churn	0.060165	0.001157	0.042189	0.055627	0.151196	-0.111902	0.093071	0.093423	Male	33	No	No	Employed	Rural	College	1,672,466,400
3	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e0f8ac7e-bf58-4ee7-95f3-17476a37d7e2	churn	0.523693	1	churn	0.161613	0.100334	0.035027	0.010374	0.067211	0.145554	-0.007111	0.004512	Male	32	No	No	Unemployed	Suburban	Doctor	1,672,466,400
49	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	683df972-83be-42f1-83c6-a3cce44a05a7	no_churn	0.012652	0	no_churn	-0.044657	-0.003115	0.014633	-0.025699	-0.046934	-0.134539	-0.014036	-0.014679	Male	49	No	No	Employed	Suburban	Bachelor	1,672,466,400
7	Yes	No	Low Speed	Phone_Support	One year	0hrs	Disabled	5354c9a6-52ee-4955-8192-f350cecf23cd	no_churn	0.031141	0	no_churn	0.203779	-0.003254	0.046293	0.11418	0.103819	-0.093662	-0.006829	-0.014805	Female	78	No	Yes	Employed	Urban	College	1,672,466,400
55	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	363e20fb-2384-40d7-b82b-a62fde071649	no_churn	0.209809	0	no_churn	-0.152118	-0.003715	0.05945	0.024264	0.057761	0.071524	-0.030128	-0.045579	Female	79	Yes	Yes	Employed	Rural	College	1,672,466,400
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	e24a5240-a459-41d6-9078-cc425d577a30	churn	0.749194	1	churn	0.193452	-0.003678	0.042168	0.067627	0.075888	0.161454	0.113885	0.080177	Male	23	No	Yes	Unemployed	Urban	Master	1,672,466,400
8	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	65c0727b-e5b0-49d1-a486-d63f54ca10b6	no_churn	0.094953	0	no_churn	0.020413	-0.006177	-0.01304	-0.049148	0.014696	-0.153462	-0.033106	-0.037537	Female	32	No	Yes	Employed	Suburban	College	1,672,466,400
6	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	4f892e66-e265-4f0e-9d17-7cd97f088bcd	no_churn	0.100623	0	no_churn	-0.017305	-0.009564	-0.01666	-0.132313	-0.016353	0.058111	-0.066538	-0.068404	Male	78	No	No	Employed	Suburban	Bachelor	1,672,466,400
10	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	d714614a-2f2f-4d00-928e-5cabca3a3605	churn	0.38608	1	churn	-0.033471	-0.014237	-0.015706	-0.113635	-0.005698	0.051802	-0.05913	-0.073952	Female	64	Yes	No	Employed	Urban	Bachelor	1,672,466,400
3	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	eb7ba567-b3a3-40f1-92e8-41f5298bdb95	no_churn	0.365926	0	no_churn	0.115722	-0.007106	-0.035426	-0.038901	-0.02605	0.09312	-0.030117	-0.046174	Female	61	No	No	Disabled	Rural	High School or Below	1,672,466,400
59	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	c56627d6-f4bb-4568-ab69-b818ab77275d	no_churn	0.060409	0	no_churn	0.040402	-0.00104	0.023606	0.026374	0.106311	-0.201721	0.153774	0.075362	Male	47	No	No	Unemployed	Rural	Bachelor	1,672,466,400
3	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e5a1d3fd-3071-4cc8-b45f-e1d99bf09cee	churn	0.523693	1	churn	0.161613	0.100334	0.035027	0.010374	0.067211	0.145554	-0.007111	0.004512	Male	71	No	No	Employed	Suburban	Doctor	1,672,466,400
68	Yes	Yes	Medium Speed	In_Store_Support	One year	<50hrs	Active	71c0e8d5-8843-496e-857f-7d53d892069b	no_churn	0.239214	0	no_churn	-0.06105	-0.001506	0.018744	-0.048349	-0.094257	-0.065753	0.029269	0.046875	Female	62	No	Yes	Employed	Suburban	College	1,672,466,400
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d2d6b66a-afc5-40a4-9524-362e40f0fe5a	churn	0.464897	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Male	59	Yes	No	Unemployed	Suburban	Bachelor	1,672,466,400
67	No	No phone service	High Speed	In_Store_Support	Two year	0hrs	Disabled	b0ee0ea3-49fd-4e97-b3cc-ceeeab0021d1	no_churn	0.071636	0	no_churn	-0.064098	0.001849	-0.007619	-0.020463	-0.030046	-0.121574	-0.013249	-0.013825	Female	40	Yes	Yes	Employed	Suburban	High School or Below	1,672,466,400
41	Yes	No	Fiber optic	In_Store_Support	Two year	100hrs+	Active	fc1f5278-9dc2-4cad-9ece-211c1aae45b0	no_churn	0.061145	0	no_churn	-0.028082	-0.003513	-0.014734	0.058203	-0.029938	-0.199765	0.010872	0.007931	Female	44	Yes	No	Employed	Suburban	Bachelor	1,672,466,400
15	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	46754415-0f31-494a-a31b-4aa89fd0e7c2	no_churn	0.801324	1	churn	0.094708	-0.002877	0.034491	0.098354	0.108855	0.157812	0.098939	0.09186	Female	27	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
67	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	4e41b3bb-eb16-4440-8cbb-1a3ebdef624c	no_churn	0.006909	0	no_churn	-0.047596	-0.002845	-0.009841	-0.02084	0.001964	-0.132109	-0.027436	-0.030324	Female	73	No	No	Employed	Suburban	Doctor	1,672,466,400
26	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	0a335e32-9b4a-4fdf-9615-27afbe3a6c49	no_churn	0.080046	0	no_churn	-0.062388	-0.004463	-0.02695	-0.025571	0.008913	-0.076535	-0.039477	-0.042555	Male	30	Yes	Yes	Employed	Suburban	High School or Below	1,672,466,400
13	No	No phone service	High Speed	Phone_Support	Month-to-month	<50hrs	Active	05399ed7-693a-4a3d-a08b-19928ee847ee	no_churn	0.591807	1	churn	0.123473	0.019001	-0.026254	0.010365	0.051217	0.137451	0.127119	0.105055	Male	25	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	30046b37-70a2-4627-b6b0-2ea29ccf08b3	no_churn	0.018814	0	no_churn	-0.154691	-0.002689	0.002851	0.027915	-0.030858	-0.15072	0.015808	0.023357	Male	24	No	No	Unemployed	Rural	High School or Below	1,672,466,400
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	23f60cfa-1f94-4058-97d2-13659150d556	churn	0.491852	1	churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Male	76	No	No	Unemployed	Urban	Bachelor	1,672,466,400
10	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	262ee64d-ac4c-49a7-b5e0-84214bd5a36d	churn	0.38608	1	churn	-0.033471	-0.014237	-0.015706	-0.113635	-0.005698	0.051802	-0.05913	-0.073952	Male	42	No	No	Unemployed	Rural	College	1,672,466,400
56	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a4e5a7ab-e85d-40d4-860b-ca09ff2a270b	churn	0.279157	1	churn	0.096652	-0.000499	0.078578	0.158687	0.141402	0.111559	-0.000391	0.024985	Female	53	No	No	Disabled	Rural	High School or Below	1,672,466,400
63	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	726f4a34-f62d-4c65-a505-d98816211665	no_churn	0.13504	0	no_churn	-0.164245	-0.002315	0.014074	0.007394	0.010505	-0.16106	0.006113	0.020508	Male	43	No	No	Employed	Urban	Bachelor	1,672,466,400
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bea2a898-c636-45be-925c-7f3ffaa11a97	no_churn	0.31364	0	no_churn	-0.124319	-0.007775	-0.099464	0.051821	0.039005	0.072534	-0.030871	-0.051361	Female	55	No	Yes	Employed	Suburban	College	1,672,466,400
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	83a7fe01-8188-46ed-8027-dfbc4973199f	churn	0.704403	1	churn	0.17226	-0.007192	-0.050385	0.047243	0.048837	0.126232	0.053153	0.099158	Male	20	No	No	Employed	Rural	College	1,672,466,400
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	917b041c-cbaf-46d7-b6fd-7c53c466843d	churn	0.470016	1	churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Male	76	No	Yes	Employed	Urban	College	1,672,466,400
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	8e2e54f5-538a-40a5-a9e7-64756c75a64b	no_churn	0.747763	0	no_churn	0.196632	-0.00092	0.035647	0.050591	0.112334	0.156604	0.11141	0.068675	Female	78	No	No	Employed	Suburban	High School or Below	1,672,466,400
18	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	1581843a-12d3-4a68-951c-a6434ac8ac9b	no_churn	0.130727	0	no_churn	-0.067978	-0.009669	-0.04536	-0.025451	-0.075362	0.023324	-0.037868	-0.030661	Male	67	No	Yes	Employed	Rural	College	1,672,466,400
35	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	a1230503-11eb-47c9-94a7-80c60198c868	no_churn	0.027145	0	no_churn	-0.042166	-0.0054	-0.014485	-0.116817	0.012765	-0.054686	-0.014619	-0.033617	Male	31	No	No	Unemployed	Rural	Bachelor	1,672,466,400
28	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	9236a9e5-c490-4316-ab52-e283a9b32ca8	no_churn	0.112551	0	no_churn	0.008875	-0.004434	0.090311	-0.049018	0.152209	0.077481	0.111348	0.121917	Male	25	No	Yes	Employed	Suburban	Bachelor	1,672,466,400
11	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	4ce5446a-2c1b-46d7-b8b3-2a2acf8eb431	no_churn	0.26867	0	no_churn	0.017432	-0.00376	-0.103402	0.031337	0.102166	0.090311	-0.086422	0.008324	Male	20	Yes	Yes	Disabled	Suburban	Bachelor	1,672,466,400
72	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	00491af9-9847-4c00-a162-c36d8d6960d7	no_churn	0.012734	0	no_churn	-0.098981	-0.003066	0.011121	-0.002491	-0.047457	-0.188772	0.027769	0.032851	Male	57	Yes	No	Employed	Rural	Master	1,672,466,400
3	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	62c0ebdc-2bb3-4b25-91fd-54d3c3647988	churn	0.306348	1	churn	0.224597	-0.009451	0.040428	0.03521	0.062611	0.126944	-0.013948	-0.0038	Female	77	Yes	No	Unemployed	Suburban	High School or Below	1,672,466,400
14	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	4317d85d-c7c2-4d1e-9b1c-921bf56d19f6	churn	0.666766	1	churn	0.006216	-0.004063	0.050267	0.113125	0.020646	0.118432	-0.027742	-0.036109	Female	37	No	Yes	Medical Leave	Rural	High School or Below	1,672,466,400
60	Yes	No	Low Speed	Web_Chat_Support	One year	<80hrs	Active	b21f3509-96a4-4f18-b6a4-00a74a9f282a	churn	0.251474	1	churn	0.002434	-0.002881	-0.017141	0.051669	0.101458	-0.073335	0.108607	0.07683	Female	40	Yes	No	Medical Leave	Rural	Doctor	1,672,466,400
38	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	23ed5162-c5eb-4002-aefd-21501fd5e3d0	churn	0.028846	0	no_churn	0.122677	0.00173	0.045782	0.012827	0.063304	0.042186	-0.003764	-0.035228	Male	79	No	No	Employed	Suburban	High School or Below	1,672,466,400
60	Yes	No	Low Speed	Web_Chat_Support	One year	<80hrs	Active	cf5608bb-dc5b-4db7-a5b0-158bb101f9a9	churn	0.251474	1	churn	0.002434	-0.002881	-0.017141	0.051669	0.101458	-0.073335	0.108607	0.07683	Male	77	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
43	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	d2b90736-b93f-4378-83bf-fc1fd166607a	no_churn	0.013238	0	no_churn	-0.039536	-0.003866	-0.017516	-0.03875	0.011861	-0.112609	-0.023961	-0.044649	Male	67	Yes	No	Employed	Rural	Bachelor	1,672,466,400
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	410cf8d2-0f64-4936-9ed2-1f7b4be830be	churn	0.74444	1	churn	0.185379	-0.011123	-0.036618	-0.106532	-0.075056	0.091473	-0.050013	-0.038532	Male	42	No	Yes	Employed	Suburban	College	1,672,466,400
41	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	1428c8bf-6c87-481b-bb5d-d8596e4d04e1	no_churn	0.007287	0	no_churn	-0.008528	-0.004039	-0.004198	-0.024619	-0.012325	-0.184454	-0.012064	-0.018799	Male	77	Yes	No	Unemployed	Suburban	Bachelor	1,672,466,400
32	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	35d5087e-2a5c-4b56-a6f3-288bd0899459	no_churn	0.088944	0	no_churn	0.008162	0.00029	-0.041981	0.071301	0.108035	0.089277	0.068947	0.098609	Male	28	Yes	No	Unemployed	Suburban	Bachelor	1,672,552,800
72	No	No phone service	Low Speed	Phone_Support	Two year	<50hrs	Active	11d07562-e35f-4a1d-9939-70492eec21b2	no_churn	0.005371	0	no_churn	-0.139694	-0.000776	-0.006941	-0.007007	0.020627	-0.181141	0.01866	0.037246	Male	58	Yes	Yes	Employed	Suburban	High School or Below	1,672,552,800
71	Yes	Yes	Low Speed	Phone_Support	Two year	100hrs+	Active	44ee0f40-859a-4858-afd9-2b83d048a04c	no_churn	0.00426	0	no_churn	-0.128764	-0.002256	0.007667	-0.050377	0.012737	-0.206143	0.049472	0.058637	Female	48	Yes	Yes	Employed	Urban	College	1,672,552,800
66	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	450d2ed0-6728-484c-a643-d02e40d4a889	no_churn	0.09536	0	no_churn	-0.073748	-0.000237	0.035422	0.033054	0.079895	0.093629	0.046376	0.061087	Female	29	No	No	Employed	Suburban	College	1,672,552,800
63	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	f5329e98-7523-4692-a071-a06b51b7b084	no_churn	0.013457	0	no_churn	-0.15504	-0.004757	0.001122	0.037104	0.101926	0.069182	0.041209	0.040729	Male	20	Yes	No	Employed	Suburban	College	1,672,552,800
71	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	578de860-1f55-44b8-97fd-b9bf69a106b8	no_churn	0.006746	0	no_churn	-0.201039	-0.001914	0.01314	-0.02295	0.052093	0.056364	-0.001737	0.067016	Male	50	Yes	Yes	Unemployed	Rural	High School or Below	1,672,552,800
13	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	9442ba09-08e1-4d74-8a4c-e37c7f95f0fe	churn	0.377116	1	churn	0.058012	0.056576	0.034026	-0.138695	-0.126735	0.082572	0.039667	0.05555	Male	75	Yes	No	Employed	Rural	College	1,672,552,800
25	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	a2cb690e-7803-4bca-9ff6-9f352acbc3ff	no_churn	0.109908	0	no_churn	-0.02881	-0.004297	-0.085679	-0.072584	0.067929	0.048307	0.126856	0.089966	Female	36	No	Yes	Unemployed	Suburban	College	1,672,552,800
70	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	357daa4e-67c7-4807-9c4f-492b02b388ed	churn	0.046205	0	no_churn	-0.141155	-0.010346	-0.012722	-0.017813	-0.086263	0.036705	0.010709	0.046858	Male	42	No	Yes	Disabled	Suburban	Master	1,672,552,800
61	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	cd8fb228-b74c-4d25-ae53-d188b0a1b97f	no_churn	0.059273	0	no_churn	-0.028813	0.000991	0.030846	0.157912	0.124821	0.091339	0.158526	0.105351	Female	80	No	No	Unemployed	Suburban	College	1,672,552,800
66	No	No phone service	Low Speed	Phone_Support	Two year	<80hrs	Active	277ac658-58db-4736-bf4b-90bde477d454	no_churn	0.032941	0	no_churn	-0.073325	-0.018687	-0.006764	0.006102	0.042336	-0.156493	0.045296	0.04251	Male	24	Yes	No	Disabled	Suburban	Master	1,672,552,800
61	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	7d27347b-3f72-4b3e-8091-b79f043a0e45	no_churn	0.070195	0	no_churn	-0.024413	-0.001329	-0.025777	-0.008101	0.067349	-0.098269	0.050099	0.061416	Male	46	Yes	No	Unemployed	Suburban	College	1,672,552,800
70	No	No phone service	Low Speed	In_Store_Support	Two year	<50hrs	Active	ee9103f6-573f-488b-a371-041ddbb61ff1	no_churn	0.014462	0	no_churn	-0.082781	-0.005789	-0.018945	-0.023074	-0.036474	-0.137541	0.012216	0.023362	Female	70	No	Yes	Employed	Rural	Doctor	1,672,552,800
30	Yes	No	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	4ec26ada-f5a7-44b1-9252-16c5d194c27e	no_churn	0.094836	0	no_churn	-0.041973	-0.002872	-0.02293	-0.013535	-0.020412	0.087732	0.071178	0.016786	Male	54	No	No	Unemployed	Suburban	College	1,672,552,800
72	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	518dc0d3-94d3-457a-8879-7dea2f5fc1e7	no_churn	0.016738	0	no_churn	-0.125563	-0.023901	-0.014027	0.037344	0.050918	0.108973	0.064314	0.072249	Female	73	No	No	Unemployed	Suburban	College	1,672,552,800
65	Yes	Yes	Low Speed	Phone_Support	Month-to-month	100hrs+	Active	9fbdca21-b847-4427-ba74-be5d9dca6e00	churn	0.017001	0	no_churn	-0.141475	0.000471	0.050387	0.075201	0.019723	0.086054	0.125435	0.109344	Female	21	Yes	No	Unemployed	Suburban	Bachelor	1,672,552,800
71	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	7f62881b-94aa-430a-a9a9-42f78411741c	no_churn	0.007334	0	no_churn	-0.073284	0.020586	0.002498	-0.011536	-0.087532	-0.179991	0.043515	0.026719	Male	20	No	Yes	Unemployed	Suburban	High School or Below	1,672,552,800
17	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	ac0945d2-e18e-417f-a0aa-87146d671a48	no_churn	0.112185	0	no_churn	0.137342	0.005912	0.04316	0.008921	0.025225	0.128123	0.157863	0.034428	Male	47	No	Yes	Unemployed	Urban	Bachelor	1,672,552,800
39	No	No phone service	High Speed	In_Store_Support	One year	<80hrs	Active	9dafdec2-8c33-4599-a9a6-8712d30d0021	no_churn	0.13177	0	no_churn	-0.057569	0.021529	0.011266	-0.039242	0.002109	-0.181752	0.002763	0.021871	Female	25	No	No	Employed	Suburban	High School or Below	1,672,552,800
45	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	e108dee4-9cae-4e09-a200-09bcdd5d6cb4	no_churn	0.075372	0	no_churn	-0.124671	0.003918	-0.038231	0.026243	0.069077	0.09287	0.05833	0.068439	Male	28	No	Yes	Retired	Suburban	College	1,672,552,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	444cf3f5-68d2-4598-8742-bd04818f156f	no_churn	0.005631	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Male	25	No	No	Medical Leave	Suburban	Bachelor	1,672,552,800
72	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	9f81b474-f8a1-478b-88ea-30f44aca2a79	no_churn	0.017207	0	no_churn	-0.087342	0.012202	-0.001287	-0.011712	-0.0486	-0.188458	0.031874	0.024298	Male	39	No	No	Unemployed	Rural	Doctor	1,672,552,800
41	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	c0ad0465-338c-488d-ab03-5d6905ed5573	no_churn	0.127699	0	no_churn	-0.068538	-0.006035	0.012025	-0.060655	-0.008946	0.089406	0.032468	0.068535	Female	54	Yes	No	Employed	Suburban	Bachelor	1,672,552,800
7	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0f7d42d4-186e-49be-83d8-6059a2c6740a	no_churn	0.15446	0	no_churn	-0.006795	-0.006926	-0.015596	-0.095324	-0.065887	0.042083	-0.056049	-0.061674	Male	37	Yes	Yes	Employed	Suburban	Bachelor	1,672,552,800
38	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7e3e7cd4-5460-4807-9a99-8624f87eb599	no_churn	0.085409	0	no_churn	-0.085636	-0.020123	-0.003524	-0.078881	-0.037695	0.038806	-0.025536	-0.046437	Male	28	Yes	Yes	Employed	Suburban	High School or Below	1,672,552,800
54	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	4c470410-895e-4a8e-a956-1ec2af87aa35	no_churn	0.030768	0	no_churn	-0.125454	-0.007596	-0.035995	-0.016425	-0.054046	0.024422	-0.029415	-0.024516	Male	52	No	No	Unemployed	Suburban	Bachelor	1,672,552,800
23	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	e560eccb-7136-4b5d-a6ba-f527ed0f072e	no_churn	0.017613	0	no_churn	-0.033808	-0.003824	0.017347	-0.031187	-0.057622	-0.132057	-0.014744	-0.013132	Female	48	Yes	Yes	Unemployed	Urban	College	1,672,552,800
51	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	94f2de9d-e3cd-4068-a523-40efdf7d8a5d	no_churn	0.0472	0	no_churn	-0.098079	-0.011056	0.018171	-0.063878	-0.055719	0.036299	-0.022296	-0.029135	Male	43	No	No	Retired	Suburban	High School or Below	1,672,552,800
44	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	757caa5a-f619-4844-b96f-1aa1ead0ca67	no_churn	0.081969	0	no_churn	-0.104632	-0.006344	-0.003881	-0.005622	0.033503	0.011488	-0.021572	-0.031967	Male	22	No	Yes	Unemployed	Suburban	Master	1,672,552,800
46	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	9d898eb7-4a42-4bb7-8850-7556ed5b0d02	no_churn	0.080579	0	no_churn	-0.156161	0.028086	0.00512	-0.044005	-0.04408	0.039214	-0.030426	-0.036774	Male	48	No	Yes	Disabled	Rural	College	1,672,552,800
69	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	7797af19-f0d1-4496-8d40-7aaff8ea0a85	no_churn	0.006559	0	no_churn	-0.089366	0.008464	-0.003883	-0.014955	0.003122	-0.135179	-0.016312	-0.020917	Female	51	No	No	Employed	Suburban	College	1,672,552,800
29	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	31ec1990-7b6a-47b5-90b9-18fa9669ecea	no_churn	0.046239	0	no_churn	-0.0678	-0.01516	-0.018134	-0.06022	-0.055897	0.037969	-0.033056	-0.036728	Female	34	No	Yes	Employed	Rural	College	1,672,552,800
15	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	9cb8ce71-3660-4070-930c-7cbe3a2a0aad	churn	0.567346	1	churn	-0.036718	-0.007275	-0.036108	-0.0814	-0.108552	0.055128	-0.05868	0.043626	Male	61	No	Yes	Employed	Suburban	High School or Below	1,672,552,800
64	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	51ff5f5f-286b-4511-83b2-c072986ad4a8	no_churn	0.115352	0	no_churn	-0.16908	-0.004886	0.013136	0.047499	0.098118	0.052578	0.037645	0.043963	Male	46	No	No	Retired	Suburban	High School or Below	1,672,552,800
44	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	3e6ea581-ed85-43dd-8a7d-d41c13bb6642	no_churn	0.452613	0	no_churn	-0.117524	-0.013926	0.00464	-0.056924	-0.04695	0.045941	-0.033295	0.028345	Male	57	No	Yes	Unemployed	Suburban	College	1,672,552,800
54	Yes	Yes	Low Speed	Phone_Support	Month-to-month	<50hrs	Active	2aad507b-aeb4-4335-8345-8b5bc486e2b5	churn	0.379379	1	churn	-0.222867	-0.002544	-0.017304	-0.031283	0.012841	0.025487	-0.013241	0.069884	Female	79	No	No	Unemployed	Rural	College	1,672,552,800
48	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Active	d2782451-8061-496a-927a-ee4922217c48	no_churn	0.269741	0	no_churn	-0.033399	-0.003469	0.012078	0.02217	0.118483	0.066921	0.097887	0.100304	Male	62	No	Yes	Employed	Suburban	Master	1,672,552,800
59	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Active	c828af74-202e-4908-b630-701fcc44631f	no_churn	0.102015	0	no_churn	-0.099699	-0.001901	0.008438	0.032004	0.071312	-0.20661	0.076194	0.067069	Female	57	No	No	Employed	Urban	Bachelor	1,672,552,800
65	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	246bed21-7094-48cd-891b-49ea5a81ca99	no_churn	0.088911	0	no_churn	-0.086019	-0.002771	-0.00818	-0.019992	-0.053019	-0.125477	0.000169	0.026263	Male	52	Yes	Yes	Medical Leave	Suburban	College	1,672,552,800
65	Yes	Yes	Medium Speed	Phone_Support	Month-to-month	<50hrs	Active	06233052-e1e7-4620-a9ea-1427ba82d3df	no_churn	0.100084	0	no_churn	-0.023482	0.001584	0.055185	0.092221	0.10484	0.118608	0.127027	0.104324	Male	32	No	Yes	Unemployed	Urban	College	1,672,552,800
4	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<50hrs	Active	1f74291b-64a9-45fa-9685-625c450c9497	no_churn	0.706525	0	no_churn	0.128517	-0.006961	-0.029922	0.08185	-0.079478	0.071536	0.01153	-0.016097	Male	71	Yes	No	Unemployed	Urban	College	1,672,552,800
67	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	904ac683-2e9e-4153-861c-a0528bd0f27e	churn	0.212335	1	churn	-0.237817	-0.002209	-0.012689	-0.072483	0.012037	0.04487	0.009216	0.016048	Male	23	Yes	Yes	Employed	Suburban	High School or Below	1,672,552,800
71	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	6f2f9ca3-dfc6-47fc-aa7f-f4899398b4ec	no_churn	0.026162	0	no_churn	-0.25679	-0.002244	-0.016678	-0.062982	0.021558	0.061392	-0.046144	0.06286	Male	55	No	No	Employed	Suburban	Master	1,672,552,800
61	Yes	No	Fiber optic	Phone_Support	One year	<50hrs	Active	79b29cb9-b16a-43ad-9cd6-9c4430ea9a0c	no_churn	0.102128	0	no_churn	-0.034408	-0.001552	0.011533	-0.021089	0.012818	-0.066974	0.049888	0.013092	Female	30	Yes	Yes	Unemployed	Urban	Bachelor	1,672,552,800
72	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	9091e4b0-28ce-4c89-907c-851b207e04c7	no_churn	0.036213	0	no_churn	-0.089585	-0.001925	0.099771	0.041187	0.057441	0.129126	0.13011	0.111111	Female	24	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,552,800
39	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	f21fab37-9632-4dc2-9080-19d08e2b9166	churn	0.428894	0	no_churn	0.001871	-0.005188	0.103088	0.111453	0.084251	0.117803	0.088446	0.059252	Female	49	No	No	Retired	Urban	Bachelor	1,672,552,800
51	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	07fd183f-7774-420b-8e38-37f0a78bf40b	no_churn	0.200192	0	no_churn	-0.041806	-0.001868	0.057937	0.103689	0.078165	0.107344	0.046628	0.010885	Male	35	Yes	No	Unemployed	Urban	High School or Below	1,672,552,800
62	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<50hrs	Active	a7b86f1f-b8d1-4692-ad01-14295d4b98da	no_churn	0.034137	0	no_churn	-0.303627	-0.003345	-0.040759	-0.032945	0.012391	0.033912	0.030163	0.035185	Male	32	No	No	Medical Leave	Rural	Bachelor	1,672,552,800
70	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	cd83272f-096c-4548-87ae-20c9e93153e3	no_churn	0.083003	0	no_churn	-0.137314	-0.001865	0.026734	0.022998	0.007375	-0.161334	-0.019187	0.042424	Male	77	No	No	Unemployed	Suburban	College	1,672,552,800
60	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	34cccabf-6094-4ca3-925b-598d6c25bfbc	churn	0.321913	1	churn	-0.27535	-0.005077	0.013043	-0.043383	0.002115	0.036341	0.00573	0.009936	Male	23	No	No	Employed	Urban	College	1,672,552,800
44	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	0742e233-e152-4c17-9a7b-1407e7958cf6	churn	0.400796	1	churn	-0.195704	-0.006199	-0.091709	-0.008241	-0.005789	0.040497	0.015979	0.04814	Male	37	No	Yes	Employed	Suburban	Master	1,672,552,800
20	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	7045e4d3-80c7-477b-9211-e9ffaec31a6b	no_churn	0.181978	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Female	80	Yes	No	Employed	Rural	Master	1,672,552,800
66	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	b7677170-81d6-4758-b8f2-f91c1da64761	no_churn	0.097224	0	no_churn	0.038862	-0.001702	0.142708	0.131208	0.099998	0.132958	0.022846	0.026532	Male	52	No	No	Unemployed	Suburban	Bachelor	1,672,552,800
66	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	61ee85be-699d-4e66-8c7e-b45f987bb930	no_churn	0.033025	0	no_churn	-0.049558	-0.002227	0.022369	-0.009054	-0.036309	-0.149227	-0.026929	-0.012092	Male	58	Yes	No	Unemployed	Suburban	College	1,672,552,800

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