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
49	No	No phone service	Low Speed	Phone_Support	One year	<50hrs	Active	bd5e08e4-7bdc-4e74-ab89-05f7cb71bc12	no_churn	0.151137	0	no_churn	-0.108494	0.015552	-0.010811	-0.036003	0.016823	-0.105171	-0.00852	0.017597	Female	52	No	No	Employed	Rural	Bachelor	1,672,380,000
20	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	05d62897-5cc3-4ef6-8c35-1ceef6777700	no_churn	0.050636	0	no_churn	-0.029891	-0.004746	-0.068704	-0.027656	-0.028456	-0.065545	-0.021661	-0.022366	Male	28	Yes	No	Employed	Urban	College	1,672,380,000
70	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	74d6b704-729a-4842-9e93-5c7847441c8f	no_churn	0.01143	0	no_churn	-0.043139	-0.003303	-0.033532	-0.028644	-0.00837	-0.127331	-0.01123	-0.013479	Female	28	Yes	No	Employed	Rural	College	1,672,380,000
22	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	a2aa700a-d952-4c28-81f4-2a2bcc148311	no_churn	0.07372	0	no_churn	-0.057494	-0.003265	-0.010443	-0.039355	-0.012748	-0.063132	-0.030132	-0.052456	Male	58	No	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
40	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	aba9e345-644d-4423-84ad-3bd3deb1afbf	no_churn	0.07669	0	no_churn	-0.102534	-0.010347	-0.011473	-0.015992	-0.022919	0.041279	-0.022077	-0.024963	Male	52	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
3	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	131be320-54d7-491e-a759-a307bc017aec	no_churn	0.355815	0	no_churn	0.100651	-0.007702	-0.005903	-0.103438	-0.027927	0.080176	-0.026896	-0.034595	Female	43	No	No	Employed	Suburban	College	1,672,380,000
71	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	74d54d00-22b0-42d4-a728-f106d0b3e83d	no_churn	0.015711	0	no_churn	-0.106356	0.010276	0.000347	-0.01231	0.003621	-0.128475	-0.014832	-0.021297	Female	36	Yes	Yes	Unemployed	Rural	Bachelor	1,672,380,000
38	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	c15f9088-5dbd-461a-8dbf-9ef40f08968b	churn	0.139719	1	churn	-0.010035	-0.007209	-0.010985	-0.089292	-0.039983	-0.071165	-0.011489	-0.028867	Male	80	No	No	Unemployed	Rural	High School or Below	1,672,380,000
11	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	70398efb-a31d-4566-8f9a-c57b2518e6a0	no_churn	0.056576	0	no_churn	0.041196	-0.005669	-0.027649	-0.011506	0.023527	-0.200769	-0.028562	-0.029594	Male	26	No	No	Employed	Suburban	Bachelor	1,672,380,000
32	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	12385ae7-60c4-464b-bff7-03daf53ab391	no_churn	0.089186	0	no_churn	-0.030741	-0.015844	-0.029412	-0.097492	0.012673	0.051929	-0.024552	-0.012925	Male	67	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
56	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	60b99bbd-2b45-430c-9485-a7cc329c3cf4	no_churn	0.020514	0	no_churn	0.004004	-0.003098	0.01324	0.006671	-0.002553	-0.222005	-0.034665	-0.030619	Female	57	Yes	No	Unemployed	Suburban	Bachelor	1,672,380,000
43	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	79c214e0-57f1-4ef3-a013-bd76178679c2	no_churn	0.063112	0	no_churn	-0.057854	-0.006284	-0.013121	-0.039116	-0.075996	0.045023	-0.052314	-0.032698	Male	39	No	No	Employed	Rural	College	1,672,380,000
4	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	80bc63af-4bd0-48b2-b622-ea6edbcb085f	no_churn	0.421202	0	no_churn	0.127048	0.134373	0.056039	0.004812	0.057893	0.137151	-0.02149	-0.005642	Male	52	No	No	Unemployed	Urban	Bachelor	1,672,380,000
57	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	336d7b64-ca84-48f1-a7f8-0a8e20b9b3ce	no_churn	0.025091	0	no_churn	-0.052607	-0.004607	-0.01836	-0.038852	-0.035014	-0.075601	-0.022994	-0.020991	Male	64	No	No	Employed	Suburban	High School or Below	1,672,380,000
22	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	059f65f4-e79a-4f99-98f5-04bb77b4b706	churn	0.143878	1	churn	-0.01549	-0.003724	-0.028496	-0.018141	-0.057264	-0.072754	-0.035724	-0.037433	Female	35	No	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
70	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	f57dae06-81d7-428b-9d06-7b1b109eb203	no_churn	0.065066	0	no_churn	-0.059437	-0.003287	-0.002595	-0.023241	-0.01559	-0.083214	-0.033054	-0.042819	Male	73	Yes	No	Unemployed	Suburban	College	1,672,380,000
64	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	7622fdfc-618b-48d5-b9bc-ba271b576eca	no_churn	0.171786	0	no_churn	-0.199942	0.00368	-0.003258	-0.000575	-0.045832	0.055686	-0.031872	-0.036912	Male	21	Yes	No	Employed	Urban	Bachelor	1,672,380,000
68	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	d9cd8e2e-c2e4-4a59-8708-937c6694daa1	no_churn	0.015357	0	no_churn	-0.043396	-0.002899	-0.013411	-0.014849	-0.012738	-0.144302	-0.01243	-0.025001	Male	45	No	No	Employed	Suburban	Bachelor	1,672,380,000
64	Yes	No	High Speed	Phone_Support	One year	100hrs+	Active	77c23f9e-3045-40e6-8cc7-700149c51215	no_churn	0.139558	0	no_churn	-0.111174	-0.002446	-0.089524	0.002937	0.028062	-0.151774	0.030722	0.049172	Male	80	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
5	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	5aa1231f-7ab1-4e83-8f90-ecfee6c10ce0	churn	0.754568	1	churn	0.227355	-0.003593	-0.014877	0.042396	0.103671	0.140663	0.104865	0.09716	Female	49	No	No	Employed	Suburban	Bachelor	1,672,380,000
72	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	001a0502-b996-4f76-a617-b8ed066d827b	no_churn	0.004988	0	no_churn	-0.084165	-0.003952	0.002304	-0.019774	-0.056281	-0.143697	0.012268	0.02427	Male	25	No	No	Medical Leave	Urban	Bachelor	1,672,380,000
46	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	eb49a802-e0bd-43ea-aea4-9f34eeb08ffa	no_churn	0.213169	0	no_churn	-0.074997	-0.002838	-0.005177	-0.017936	-0.046299	-0.183922	0.037724	0.024418	Male	59	No	Yes	Unemployed	Suburban	College	1,672,380,000
32	Yes	Yes	Medium Speed	Phone_Support	One year	<50hrs	Active	b881da03-c81b-4d08-82fb-c50287145551	no_churn	0.285854	0	no_churn	-0.034153	-0.001074	0.007273	-0.017729	0.062886	-0.161797	0.031352	0.055466	Male	69	No	Yes	Employed	Suburban	College	1,672,380,000
12	Yes	No	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	4e4970e1-8203-4504-ac38-feb47a68031b	churn	0.821664	1	churn	0.059153	-0.001455	-0.012086	0.074214	0.123925	0.102633	0.10507	0.131354	Female	20	Yes	No	Employed	Suburban	High School or Below	1,672,380,000
17	Yes	No	High Speed	In_Store_Support	One year	<50hrs	Active	f8966f1a-8f1f-4d04-96ac-094c9dd5168a	churn	0.543731	1	churn	0.027621	-0.005635	-0.052567	-0.061111	-0.066848	-0.121912	0.05131	0.030116	Male	22	No	No	Unemployed	Suburban	Bachelor	1,672,380,000
52	Yes	Yes	High Speed	Phone_Support	Month-to-month	<80hrs	Active	5f95bf46-6cde-48f5-beb9-eade6168b292	no_churn	0.364555	0	no_churn	0.026426	-0.002019	0.063279	0.01817	0.18173	0.124399	0.133782	0.059206	Male	33	No	Yes	Medical Leave	Urban	College	1,672,380,000
23	Yes	No	Low Speed	In_Store_Support	Month-to-month	<50hrs	Active	90af114c-661c-46c5-9fe3-3a2c4bcc056c	churn	0.569973	1	churn	-0.078406	-0.007688	-0.026329	-0.083576	-0.042483	0.046499	0.075583	0.057373	Female	20	No	No	Employed	Urban	Bachelor	1,672,380,000
69	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	a349865d-feaa-4cd5-8ef5-cbab20876c5e	no_churn	0.119632	0	no_churn	-0.106295	-0.001918	0.016794	-0.010462	0.033303	-0.201105	0.018027	0.045191	Male	22	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
22	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	6d59d791-3bb3-4ece-8f97-b4c13d28c4cb	no_churn	0.187548	0	no_churn	-0.085507	-0.004745	-0.068933	-0.013909	0.067189	0.05706	-0.001463	0.061283	Female	42	No	Yes	Employed	Urban	Bachelor	1,672,380,000
64	Yes	Yes	Low Speed	In_Store_Support	One year	<50hrs	Active	5dc4ac4e-290d-47aa-b1a0-06d5b77d9548	no_churn	0.169211	0	no_churn	-0.09616	-0.0019	0.008447	0.001614	-0.105284	-0.051553	0.062363	0.043448	Female	59	No	No	Employed	Suburban	High School or Below	1,672,380,000
55	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	3b589ebf-6342-4d10-9927-a4102a55fc93	no_churn	0.128955	0	no_churn	-0.057631	-0.002232	-0.012632	-0.021842	0.045886	-0.185784	0.026116	0.049094	Male	23	No	No	Unemployed	Urban	College	1,672,380,000
58	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	da49c8b9-0829-4a30-950d-1e93a439155a	no_churn	0.208757	0	no_churn	-0.012618	-0.00093	0.034214	0.004877	0.075451	-0.08335	0.012517	0.080813	Female	40	No	Yes	Retired	Rural	Bachelor	1,672,380,000
4	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	361b0c76-66d5-4a3b-a5ca-51ea14e61af1	churn	0.449235	1	churn	0.127392	-0.001043	-0.010516	0.071392	-0.065	-0.167396	0.051015	0.067987	Female	69	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
4	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	43f1b513-52c5-4e50-8c88-7e32b1928df7	churn	0.764831	1	churn	0.215139	-0.000397	0.026752	0.049706	0.12437	0.117223	0.043634	0.054548	Male	75	No	Yes	Employed	Urban	Bachelor	1,672,380,000
72	Yes	Yes	Fiber optic	Phone_Support	Two year	100hrs+	Active	a8f8e857-b535-42d6-a748-c90662435ea9	no_churn	0.013167	0	no_churn	-0.197311	-0.002515	0.027454	0.026644	0.016404	-0.216141	0.029201	0.047238	Female	38	No	No	Unemployed	Suburban	Doctor	1,672,380,000
57	Yes	Yes	Fiber optic	In_Store_Support	One year	<50hrs	Active	58456b2b-3836-4020-980b-61f5f02c9dc4	no_churn	0.260399	0	no_churn	-0.020981	-0.001046	0.019507	0.106772	0.068878	0.060643	0.154313	0.089555	Female	75	Yes	Yes	Employed	Suburban	College	1,672,380,000
67	Yes	Yes	Fiber optic	In_Store_Support	One year	<80hrs	Active	95a4664e-3966-42e5-930a-9becd0135062	no_churn	0.213677	0	no_churn	-0.155459	-0.002459	-0.019825	0.040896	-0.017324	-0.109396	0.031274	0.033266	Female	24	No	Yes	Medical Leave	Rural	High School or Below	1,672,380,000
69	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	2bea1955-8dee-4d27-b197-678c39de36c2	no_churn	0.077174	0	no_churn	0.084264	0.000684	0.099325	0.144016	0.050756	-0.006862	0.176277	0.082513	Male	42	No	Yes	Employed	Rural	College	1,672,380,000
70	Yes	Yes	Fiber optic	In_Store_Support	Two year	<50hrs	Active	48fedb65-1de3-4ffd-88ed-b35ba745628b	no_churn	0.122048	0	no_churn	0.017668	-0.000748	0.069557	0.107463	0.001402	-0.03855	0.080628	0.004387	Male	48	No	No	Unemployed	Suburban	Bachelor	1,672,380,000
6	Yes	No	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	c1c228f1-e823-4939-b77d-3f3c242cb65d	no_churn	0.695228	0	no_churn	0.155955	-0.001509	-0.009158	0.132294	-0.047696	0.082159	0.069808	0.089121	Male	60	Yes	No	Medical Leave	Urban	Bachelor	1,672,380,000
71	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	b2f8187b-f6bb-4232-882b-81142212dd05	no_churn	0.067221	0	no_churn	-0.148956	-0.002495	0.003095	0.022025	-0.009761	-0.129983	0.000969	0.046794	Female	26	No	Yes	Retired	Urban	High School or Below	1,672,380,000
38	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	dd327aa9-9928-46aa-a08d-f66c7ce2b6a0	churn	0.59937	1	churn	-0.125982	-0.007483	-0.007226	0.038351	-0.023673	0.080793	0.033761	0.027434	Male	38	No	Yes	Medical Leave	Suburban	Bachelor	1,672,380,000
59	Yes	No	Fiber optic	In_Store_Support	Two year	100hrs+	Active	523df0c1-d1c6-47e7-995e-35bafeaf6e9b	no_churn	0.042639	0	no_churn	-0.112011	-0.003611	-0.025436	0.02848	-0.049069	-0.116207	0.002594	0.016233	Male	71	No	No	Employed	Urban	Bachelor	1,672,380,000
65	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	01fbc19e-6327-43bd-a8a6-999e47f1cf32	no_churn	0.040681	0	no_churn	-0.09176	-0.002737	0.018329	0.035764	0.003913	-0.196767	-0.015309	-0.013794	Female	36	No	No	Unemployed	Urban	High School or Below	1,672,380,000
23	Yes	No	Fiber optic	Phone_Support	One year	0hrs	Disabled	509a2a95-12f9-45f2-8f8b-51da8815bb19	no_churn	0.073532	0	no_churn	-0.112126	-0.00488	-0.034743	0.023416	-0.007118	-0.089022	-0.020261	-0.024292	Male	65	No	Yes	Employed	Suburban	Master	1,672,380,000
39	Yes	Yes	Fiber optic	In_Store_Support	One year	0hrs	Disabled	c5aaea7d-8103-4cfc-aaf9-9a4a02063603	churn	0.117216	1	churn	0.145514	-0.000273	0.07553	0.18584	0.0977	0.046955	0.019103	0.020604	Male	77	Yes	Yes	Employed	Suburban	College	1,672,380,000
21	Yes	No	Fiber optic	In_Store_Support	One year	0hrs	Disabled	566b37b6-67cd-4d77-a52a-3d016b462fdd	no_churn	0.10352	0	no_churn	-0.050293	-0.003563	-0.042519	0.014045	-0.034794	-0.09278	-0.023973	-0.031816	Male	36	No	Yes	Employed	Urban	College	1,672,380,000
31	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	9009389d-c360-406e-ac08-ecceae89965b	churn	0.336213	1	churn	0.216375	-0.005591	0.030074	0.158873	0.143866	0.149098	0.008396	0.00474	Female	48	No	No	Employed	Suburban	College	1,672,380,000
52	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	91700b03-e9dd-425b-9905-0761e183f4e4	no_churn	0.103665	0	no_churn	-0.006753	-0.001164	0.032308	0.129388	0.101674	0.09736	-0.004772	0.002932	Female	37	No	No	Retired	Suburban	High School or Below	1,672,380,000
34	Yes	No	Fiber optic	Phone_Support	One year	0hrs	Disabled	43e6cd3f-ff2b-4fc8-9984-d64f88405ff6	no_churn	0.064233	0	no_churn	0.155263	0.000313	0.077526	0.171594	0.107467	-0.014941	-0.006482	-0.015098	Male	71	No	Yes	Employed	Rural	High School or Below	1,672,380,000
1	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	21eb8691-fe99-4ac3-a6fe-0d61b43ca628	no_churn	0.387437	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	78	Yes	Yes	Employed	Suburban	Bachelor	1,672,380,000
17	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	71cdf3db-fc48-4e45-a884-f322c97c75ec	no_churn	0.359482	0	no_churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Female	28	Yes	Yes	Employed	Urban	Bachelor	1,672,380,000
10	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	8a680d83-3514-487a-895a-6f386e226c35	churn	0.581123	1	churn	0.091899	-0.004987	-0.023741	0.164174	0.045899	0.119718	-0.038699	-0.005558	Female	27	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
48	Yes	No	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	607cfed7-456c-4c97-8ed4-bd401687aa25	churn	0.215857	1	churn	-0.009945	-0.002215	0.002007	0.093312	-0.06661	-0.058589	-0.003495	0.003175	Male	60	No	No	Unemployed	Urban	Bachelor	1,672,380,000
21	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	7511df3b-45b4-40b8-a277-646754856216	no_churn	0.365329	0	no_churn	-0.057976	-0.004944	-0.043609	-0.063975	-0.095185	0.048565	-0.017372	-0.024529	Male	23	No	No	Employed	Rural	College	1,672,380,000
23	Yes	No	High Speed	Phone_Support	One year	<80hrs	Active	94d059bf-37a7-41a7-85d6-c88e0e122198	no_churn	0.141079	0	no_churn	-0.080215	-0.006051	-0.038257	-0.00913	0.040705	-0.056141	0.003089	0.049473	Female	41	Yes	Yes	Employed	Urban	College	1,672,380,000
72	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	c6060c42-dad0-46ba-be46-ef8e462dc075	no_churn	0.013696	0	no_churn	-0.131928	-0.002706	-0.003185	-0.009854	0.030912	-0.232194	0.03476	0.045168	Male	80	No	No	Unemployed	Suburban	High School or Below	1,672,380,000
65	No	No phone service	High Speed	Phone_Support	Two year	<50hrs	Active	00e46979-aa6f-4fa8-b3e7-6f6c2157d2c2	no_churn	0.06093	0	no_churn	-0.095251	-0.010102	-0.013474	0.001012	0.030665	-0.17054	0.037733	0.038932	Female	31	Yes	No	Medical Leave	Suburban	Master	1,672,380,000
57	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	4168fa39-addf-4333-9ff9-6785fccae63c	churn	0.382587	1	churn	-0.024585	0.025181	0.017992	0.032014	0.004962	0.104528	0.077274	0.073609	Male	62	Yes	Yes	Employed	Suburban	High School or Below	1,672,380,000
48	No	No phone service	Medium Speed	Phone_Support	One year	100hrs+	Active	17a037b3-db66-425e-b5b8-01e7899a1168	no_churn	0.064507	0	no_churn	-0.037365	-0.023372	0.020312	0.022221	0.096066	-0.020301	0.056913	0.0765	Male	76	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
49	No	No phone service	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	60a2f1f5-4830-42e3-a500-f22c5fe521f3	no_churn	0.194025	0	no_churn	-0.168297	-0.019704	-0.022483	-0.032375	-0.128428	0.047128	0.034616	0.040517	Male	71	No	No	Employed	Suburban	Bachelor	1,672,380,000
31	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	2e116bb8-a400-4878-a7b1-a4f74c41e4fb	no_churn	0.167476	0	no_churn	0.059251	-0.003259	0.091337	0.029913	0.164485	0.088271	0.152111	0.111531	Male	71	Yes	Yes	Unemployed	Suburban	College	1,672,380,000
54	Yes	Yes	Low Speed	Phone_Support	One year	100hrs+	Active	f90a33ce-a853-4c4a-80bc-4206e0ce6df2	churn	0.203121	1	churn	-0.072477	-0.00186	0.018498	-0.115877	0.01224	-0.106264	0.014011	0.062702	Female	30	No	No	Unemployed	Suburban	Bachelor	1,672,380,000
50	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	c7dfe2da-a54c-4d8c-87ce-7e28c85f47ef	no_churn	0.044483	0	no_churn	-0.061331	-0.00252	0.02346	-0.004805	-0.065127	-0.187523	0.014548	0.034271	Male	60	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
29	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	a69e8ded-b86f-4457-a1a2-e076480fd099	no_churn	0.387271	0	no_churn	-0.115858	0.033879	0.011948	-0.037262	0.0646	0.073551	-0.045715	-0.011668	Female	24	No	No	Employed	Suburban	Bachelor	1,672,380,000
8	No	No phone service	Low Speed	Phone_Support	Month-to-month	<50hrs	Active	7a7c59db-baa5-4d28-8286-749910dbca89	no_churn	0.42174	0	no_churn	0.139081	-0.006459	-0.031017	-0.04656	0.09579	0.130505	0.096493	0.075808	Male	24	No	Yes	Employed	Rural	High School or Below	1,672,380,000
53	No	No phone service	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	31dde190-50be-4b7a-90f7-9cd95db24cb5	no_churn	0.183653	0	no_churn	-0.061677	0.098619	0.029652	0.017125	-0.006746	0.077754	0.162971	0.073275	Female	78	No	Yes	Employed	Urban	Bachelor	1,672,380,000
32	Yes	Yes	Low Speed	Phone_Support	One year	<80hrs	Active	cf5e5bea-1f38-491e-aec7-fde9909a5d1f	no_churn	0.092521	0	no_churn	-0.012069	-0.004446	-0.010405	-0.035809	0.050077	-0.199616	0.020016	0.051237	Female	66	No	No	Employed	Suburban	College	1,672,380,000
69	No	No phone service	High Speed	Phone_Support	Two year	<80hrs	Active	5bcbc79c-b3ed-4a79-b5ba-3788ea6f5961	no_churn	0.032037	0	no_churn	-0.107241	-0.00033	-0.01081	-0.011429	0.02186	-0.190593	0.013764	0.036181	Female	67	No	Yes	Medical Leave	Rural	High School or Below	1,672,380,000
5	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	74e5ebd0-516f-4f5e-ac37-1010ad7cab81	churn	0.596993	1	churn	0.149547	-0.025649	-0.012906	0.000608	0.132527	0.136241	0.032806	0.041216	Female	77	No	Yes	Employed	Suburban	Doctor	1,672,380,000
22	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	e1791741-db1b-4756-9016-5ef70be9cc1f	no_churn	0.021215	0	no_churn	0.004213	-0.006296	-0.022686	-0.01378	-0.015026	-0.16324	-0.025041	-0.02717	Female	20	No	Yes	Medical Leave	Suburban	Bachelor	1,672,380,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	59fdc9c9-4cdc-4c79-9893-72a5bfd17424	no_churn	0.570112	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	36	No	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
29	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5a9aa761-602a-4a01-806e-2cacd5cf7a90	no_churn	0.075167	0	no_churn	-0.082204	-0.008167	-0.001441	-0.063686	-0.034345	0.038715	-0.040747	-0.027151	Male	69	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
2	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	cc3b5690-044f-46a8-856c-7fc627c7c12e	churn	0.47504	1	churn	0.071702	-0.019281	-0.065203	-0.179436	-0.059781	0.054184	-0.04089	-0.030322	Female	21	No	No	Unemployed	Suburban	College	1,672,380,000
44	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	5fe51847-e520-496f-80be-eda931e76515	no_churn	0.007541	0	no_churn	-0.067563	-0.005057	-0.013961	-0.035566	-0.01638	-0.098572	-0.015096	-0.016831	Male	23	Yes	Yes	Medical Leave	Suburban	Bachelor	1,672,380,000
5	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	3dfbc98d-d4a7-492c-9573-76df620c632f	churn	0.515088	1	churn	0.074426	0.01502	-0.006653	-0.116094	0.022404	0.082721	-0.036242	-0.045359	Female	69	Yes	Yes	Employed	Urban	College	1,672,380,000
27	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	595df7cc-4259-499e-9d9e-9a3709e98d57	no_churn	0.119412	0	no_churn	-0.090206	-0.005141	-0.016777	-0.073459	0.024835	0.038814	-0.064072	-0.073019	Male	54	No	No	Employed	Suburban	Bachelor	1,672,380,000
39	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	ba2ea2a8-dd57-4ca1-93de-cd3455a43cb1	no_churn	0.100704	0	no_churn	0.017214	-0.004631	-0.005258	-0.045737	-0.006973	-0.03535	-0.016204	-0.047303	Male	27	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
36	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	861e7922-6c97-4dff-bbc4-f4a34c7977a5	no_churn	0.022063	0	no_churn	-0.040159	-0.006634	-0.015928	-0.114091	0.015486	-0.064179	-0.012427	-0.031094	Female	24	Yes	Yes	Employed	Suburban	Doctor	1,672,380,000
11	Yes	Yes	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0cce1a7b-05c6-4bb1-b58a-fa3e6c804ec5	no_churn	0.206477	0	no_churn	0.020673	-0.006283	0.005203	-0.03007	-0.135286	0.05764	-0.049148	-0.059754	Female	20	Yes	Yes	Employed	Urban	Bachelor	1,672,380,000
42	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	18134e22-e8fe-4dd9-9af3-12b018aa1c15	no_churn	0.010394	0	no_churn	0.012853	-0.003838	-0.003488	-0.022312	-0.009653	-0.210819	-0.014043	-0.017728	Male	41	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	2f52ef15-777b-49d7-8fe6-29f4d1730104	no_churn	0.002437	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Male	73	No	Yes	Unemployed	Urban	Master	1,672,380,000
8	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	743898b8-fae7-498e-b7b4-016317ec1064	no_churn	0.011188	0	no_churn	0.032914	-0.006524	-0.002051	-0.029004	0.021123	-0.204432	-0.030527	-0.040525	Female	55	No	No	Employed	Suburban	College	1,672,380,000
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	057d709c-8028-4819-9cc6-8608dd17dee0	no_churn	0.567232	0	no_churn	0.185379	-0.011123	-0.036618	-0.106532	-0.075056	0.091473	-0.050013	-0.038532	Male	77	No	Yes	Employed	Rural	Bachelor	1,672,380,000
53	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	dab366c9-09de-48f7-8931-db9ae44835ee	no_churn	0.025535	0	no_churn	0.033168	-0.001362	0.008264	0.019929	0.062222	-0.105034	-0.013515	-0.042436	Male	54	No	No	Unemployed	Rural	College	1,672,380,000
72	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	d7af802c-1f01-4a25-9fb5-3602ad5322fc	no_churn	0.001585	0	no_churn	-0.059993	-0.003276	-0.008105	-0.017223	-0.011626	-0.143358	-0.011162	-0.014282	Male	74	No	No	Employed	Suburban	Bachelor	1,672,380,000
24	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a5114cc5-2d87-4d8d-88bd-ab21e5b70864	churn	0.237731	1	churn	-0.07669	-0.007556	0.015964	-0.030632	-0.111636	0.030326	-0.039022	-0.029779	Female	21	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
15	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	85ee4dfc-cbdd-4794-9459-d3520401be9b	no_churn	0.048293	0	no_churn	-0.020335	-0.004684	-0.01635	-0.042939	0.014929	-0.126646	-0.028123	-0.044879	Male	44	Yes	Yes	Employed	Suburban	College	1,672,380,000
45	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	214907e1-7353-4eb5-a452-8e210b87e14c	no_churn	0.007465	0	no_churn	-0.054827	-0.004631	-0.006493	-0.038031	-0.040645	-0.095726	-0.014461	-0.014212	Female	61	Yes	Yes	Employed	Suburban	High School or Below	1,672,380,000
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	9f9f833e-e1f0-4301-a84b-0b38e3afe4a5	no_churn	0.345946	0	no_churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Female	53	Yes	No	Unemployed	Suburban	Bachelor	1,672,380,000
71	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	17bff1cf-90bf-4502-8587-49ea18758e5c	no_churn	0.00287	0	no_churn	-0.080753	-0.003509	0.006071	-0.010925	0.007978	-0.146652	-0.017508	-0.023728	Female	22	No	No	Employed	Suburban	Master	1,672,380,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8ccf13de-3e46-4f03-b62a-6f0a579726fc	churn	0.413514	1	churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	72	Yes	Yes	Employed	Suburban	High School or Below	1,672,380,000
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	68442f84-4f5e-44d0-acf5-11a9733b9835	churn	0.311951	1	churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Male	39	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
8	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	38770f3d-53a2-4411-a89e-1c0822dd9fd5	no_churn	0.110912	0	no_churn	0.092419	-0.013118	0.010424	-0.037118	0.069426	0.091397	-0.041665	-0.057559	Female	73	Yes	Yes	Employed	Suburban	High School or Below	1,672,380,000
15	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5763bb1c-6fb9-4d09-b350-21554c727fbb	no_churn	0.217916	0	no_churn	0.005461	-0.014441	-0.091413	-0.02923	-0.116748	0.056074	-0.017182	-0.04238	Male	21	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
1	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b54f6a67-393c-47b4-a811-5542d578aafa	no_churn	0.320274	0	no_churn	0.230857	-0.009169	-0.00129	-0.050086	-0.041234	0.114011	-0.036127	-0.006668	Female	74	No	No	Employed	Suburban	Bachelor	1,672,380,000
11	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	f0bbb3aa-d6af-45a3-a5a4-e18fffaf2801	no_churn	0.029459	0	no_churn	-0.009558	-0.011768	-0.018901	-0.026231	-0.043607	-0.078424	-0.027839	-0.032698	Male	42	No	No	Employed	Suburban	College	1,672,380,000
26	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	2894c177-8a06-423e-9c52-8ab454e2d48a	no_churn	0.008355	0	no_churn	-0.054444	-0.003869	-0.019818	-0.041127	-0.032101	-0.0872	-0.01412	-0.016347	Female	45	No	Yes	Employed	Urban	High School or Below	1,672,380,000
28	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e10e29c6-c7f8-4fe3-a88c-a9a9c150abc3	no_churn	0.027353	0	no_churn	-0.116287	-0.015059	-0.015402	-0.071608	-0.032407	0.034605	-0.026714	-0.026154	Male	22	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
4	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	459f17f1-50e3-4200-8b5d-6ca73e7f66bd	churn	0.341305	1	churn	0.027794	-0.011964	-0.016636	-0.148777	-0.094111	0.058259	-0.044004	-0.039589	Male	62	No	Yes	Unemployed	Urban	High School or Below	1,672,380,000

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