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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
1	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	300b8f15-a70b-4bd4-b495-3a8d78c526a4	no_churn	0.714761	1	churn	0.284981	-0.006176	0.098003	0.032313	0.042957	0.160941	0.030417	-0.017462	Female	23	No	Yes	Disabled	Suburban	Master	1,670,824,800
24	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	039b0ce5-4abc-4925-9f2b-343f84ab8338	no_churn	0.01502	0	no_churn	-0.113271	-0.008186	-0.043637	-0.075571	-0.002964	0.03071	-0.024204	-0.021902	Male	68	No	Yes	Retired	Suburban	College	1,670,824,800
15	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	f930218d-8a4f-4bce-9873-2667384addda	no_churn	0.017551	0	no_churn	0.027434	-0.00408	0.024733	-0.03719	-0.036372	-0.188245	-0.000556	-0.013749	Female	46	No	No	Unemployed	Suburban	College	1,670,824,800
58	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	a0c8408e-d73e-4eba-9533-eef293054348	no_churn	0.059027	0	no_churn	-0.111979	-0.012881	-0.02854	-0.029375	-0.051298	0.027443	0.018146	-0.020543	Female	35	No	No	Employed	Urban	Bachelor	1,670,824,800
56	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	d76e0869-559c-40ec-8ed8-42b09b97d0d7	no_churn	0.010555	0	no_churn	-0.068954	-0.010752	0.001944	0.00031	-0.12824	0.029764	0.048308	-0.031407	Male	73	No	No	Employed	Suburban	College	1,670,824,800
64	Yes	No	Low Speed	In_Store_Support	One year	100hrs+	Disabled	b3223032-7c03-4453-bbd2-9e11a3657675	no_churn	0.01776	0	no_churn	-0.083351	-0.00479	-0.017628	-0.01713	-0.022065	-0.100532	0.014171	-0.017701	Female	23	No	No	Unemployed	Suburban	Bachelor	1,670,824,800
11	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	b25630d6-5433-4e56-8b76-39038693a1e8	no_churn	0.147692	0	no_churn	0.029286	-0.012667	-0.025482	-0.095286	-0.06354	0.050861	-0.013959	-0.007182	Female	78	No	Yes	Employed	Rural	Bachelor	1,670,824,800
6	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	9125b582-eec1-43d4-848b-c7549394e965	no_churn	0.103797	0	no_churn	0.107391	-0.001759	-0.01152	-0.057093	0.011798	0.068729	0.034464	-0.012835	Male	25	Yes	Yes	Employed	Suburban	High School or Below	1,670,824,800
17	Yes	No	Medium Speed	Phone_Support	One year	100hrs+	Disabled	4d351b0a-c68b-4e6d-9c49-a9dc06435dd2	no_churn	0.038392	0	no_churn	-0.009277	-0.003748	-0.016682	-0.012419	0.032516	-0.114622	0.068932	-0.043727	Male	56	No	Yes	Employed	Suburban	College	1,670,824,800
18	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	6503fae5-cd92-4062-a2a6-146a4336b109	no_churn	0.01312	0	no_churn	0.035146	-0.008366	-0.008274	0.017647	-0.028759	0.068695	0.101559	-0.056674	Female	41	Yes	No	Employed	Suburban	College	1,670,824,800
62	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	f9486d6a-a08e-4740-abf3-9b2c6bd1c4a4	no_churn	0.007525	0	no_churn	-0.072479	-0.007255	0.006067	-0.012399	-0.009924	0.062309	0.008458	-0.013804	Male	79	Yes	Yes	Employed	Rural	Bachelor	1,670,824,800
10	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	9e005e74-d20a-4c96-a3e7-4ebbefc206e5	no_churn	0.125389	0	no_churn	0.02409	-0.014305	-0.052216	-0.063033	-0.031968	0.044817	0.044701	-0.033624	Female	34	Yes	No	Disabled	Suburban	College	1,670,824,800
24	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	51a401f2-0dd7-4bc6-8572-338c8acc40b5	no_churn	0.061159	0	no_churn	-0.060771	-0.010771	-0.08792	-0.032547	0.011907	0.053505	-0.004034	-0.015228	Male	65	No	No	Unemployed	Suburban	Master	1,670,824,800
37	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e0a4ddb1-ded6-444d-b669-19633dbf2a26	no_churn	0.032067	0	no_churn	0.028048	-0.010579	0.009371	-0.020355	0.085952	0.083206	-0.024587	0.019917	Female	22	Yes	Yes	Employed	Suburban	High School or Below	1,670,824,800
9	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	1840de38-32e9-4406-ae85-72af45694c61	no_churn	0.073467	0	no_churn	0.022606	-0.017071	-0.065755	-0.164609	-0.019969	0.053483	0.038652	-0.036364	Male	60	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
29	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	4dbf03c4-17e3-427b-a9e8-9a815b1b9fa6	no_churn	0.01663	0	no_churn	-0.096499	-0.004331	-0.020671	-0.050441	-0.021034	-0.06614	0.009259	-0.01917	Male	37	No	Yes	Employed	Rural	Bachelor	1,670,824,800
24	Yes	No	Low Speed	In_Store_Support	One year	<80hrs	Disabled	a5cf2ea0-c4b9-4daf-8397-d8e340846b24	no_churn	0.015156	0	no_churn	-0.078157	-0.008945	-0.019543	-0.019879	-0.032818	-0.072648	0.02756	-0.024596	Female	69	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
24	Yes	Yes	Low Speed	Expired	Month-to-month	100hrs+	Disabled	2b16a7ea-f274-428f-b87b-38ca171918a3	no_churn	0.008172	0	no_churn	-0.084718	-0.006402	-0.004058	-0.033114	-0.033146	0.064363	0.050644	-0.042596	Female	20	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
25	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	8f524f97-b8ba-4e5f-81a2-00bcd73502e1	no_churn	0.026205	0	no_churn	-0.082474	-0.012752	-0.071368	-0.06787	-0.03006	0.005937	0.009231	-0.01967	Female	64	No	No	Retired	Suburban	High School or Below	1,670,824,800
11	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	391bde6a-b9ea-4001-8ed6-45a35217b9ae	no_churn	0.207364	1	churn	0.029286	-0.012667	-0.025482	-0.095286	-0.06354	0.050861	-0.013959	-0.007182	Male	50	No	No	Employed	Rural	High School or Below	1,670,824,800
72	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	f661102c-2034-41d4-b649-dacc5c01fa3d	no_churn	0.001763	0	no_churn	-0.097103	-0.007192	0.002973	-0.023799	-0.024479	-0.11748	0.012262	-0.014208	Female	30	No	No	Retired	Suburban	Bachelor	1,670,824,800
4	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	98fe6dca-2756-4832-8025-4729e8ca951b	no_churn	0.168585	0	no_churn	0.112921	-0.008028	-0.059569	-0.087406	-0.028945	0.064951	-0.03045	-0.017897	Female	28	Yes	No	Unemployed	Suburban	Bachelor	1,670,824,800
30	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Disabled	98257fc7-93a9-4af4-8220-a82f9e1568b4	no_churn	0.00939	0	no_churn	-0.016496	-0.003702	0.016227	-0.024534	0.051137	-0.104294	0.044789	-0.032041	Female	21	No	Yes	Employed	Suburban	Master	1,670,824,800
72	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	dc8be239-3b64-4140-bbe5-2d72b2c27d46	no_churn	0.001981	0	no_churn	-0.134819	-0.017149	0.00083	-0.03344	-0.031508	0.03947	-0.014805	-0.035938	Male	71	No	No	Employed	Urban	College	1,670,824,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	90d95d35-8649-41fe-871b-760d052ca70e	churn	0.577903	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	73	No	No	Medical Leave	Suburban	Master	1,670,824,800
3	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	c736c486-ba8e-4ce4-b3db-75052b6228dd	no_churn	0.507173	0	no_churn	0.122123	-0.009795	0.024158	-0.094825	-0.044316	0.090956	0.096968	-0.050962	Female	49	Yes	Yes	Unemployed	Rural	High School or Below	1,670,824,800
2	Yes	No	Low Speed	Phone_Support	Month-to-month	<80hrs	Disabled	d2ea2c33-cb39-40e7-b743-fe4bd7e897f2	no_churn	0.115046	1	churn	0.142337	-0.00693	-0.031788	-0.076019	0.018235	0.096927	0.072761	-0.059144	Male	37	Yes	No	Employed	Rural	High School or Below	1,670,824,800
8	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	1caa545f-802a-49f9-be10-32c8ddea33eb	no_churn	0.345487	0	no_churn	0.024812	-0.017217	-0.021723	-0.110033	-0.024079	0.0517	-0.015855	-0.018274	Female	57	No	Yes	Unemployed	Suburban	College	1,670,824,800
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	42aec991-6331-460b-8177-27e426a0bfad	no_churn	0.002164	0	no_churn	-0.096888	-0.004858	0.004773	-0.027838	-0.014716	-0.134363	0.02163	-0.016767	Male	53	No	Yes	Unemployed	Rural	College	1,670,824,800
20	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	f5e2c320-8f76-4a97-a3e9-369c24eb96cf	no_churn	0.421441	1	churn	-0.161462	0.00682	-0.010699	-0.065589	-0.064331	0.052279	0.001139	-0.027183	Male	58	No	No	Medical Leave	Suburban	College	1,670,824,800
59	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	29392164-fba6-4702-808b-282e2d6b9d1f	no_churn	0.007659	0	no_churn	-0.05639	-0.015023	0.039405	0.010987	-0.010999	0.070834	0.069506	-0.042347	Male	55	No	Yes	Employed	Rural	High School or Below	1,670,824,800
57	Yes	No	Low Speed	Phone_Support	One year	<80hrs	Disabled	c5c24541-7bd5-47d7-8280-5bdf5f7278b4	no_churn	0.03911	0	no_churn	-0.010794	-0.004657	-0.017705	-0.00057	0.052837	-0.091487	0.078116	-0.049767	Male	70	Yes	No	Unemployed	Suburban	College	1,670,824,800
3	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	bf9efaa7-cf51-4771-9c28-c3dc62b1a30e	no_churn	0.222642	1	churn	0.124996	-0.007543	-0.046483	-0.029701	-0.033623	0.082641	0.045263	-0.043736	Female	30	No	No	Medical Leave	Rural	High School or Below	1,670,824,800
28	Yes	No	Low Speed	In_Store_Support	Month-to-month	100hrs+	Disabled	63a23556-b45f-42b9-bfd5-d17aeac30396	no_churn	0.014671	0	no_churn	-0.100879	-0.015262	-0.027875	-0.04963	-0.07566	0.035155	0.021279	-0.026154	Female	61	No	No	Disabled	Rural	High School or Below	1,670,824,800
45	Yes	Yes	High Speed	Expired	Month-to-month	0hrs	Disabled	0ffa6c1a-3467-4a9e-aba8-8a76890b140f	no_churn	0.009062	0	no_churn	-0.144471	-0.007559	0.016254	-0.04576	-0.069194	0.03474	-0.034021	-0.019016	Female	66	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
69	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	8ea639a5-fe3c-4d64-acab-9205d34b4fe7	no_churn	0.012042	0	no_churn	-0.095213	-0.007709	-0.069167	-0.023517	-0.049778	0.034847	0.037211	-0.035701	Male	71	No	No	Employed	Suburban	High School or Below	1,670,824,800
6	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	b09b8cb2-9804-4255-b84b-9a29a7e295a2	no_churn	0.386986	0	no_churn	0.028228	-0.003586	-0.048166	-0.089941	-0.060948	0.071634	0.049125	-0.039371	Male	71	Yes	No	Disabled	Rural	College	1,670,824,800
3	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Disabled	f0d61b02-6a8e-48ef-9606-36a4bf4ec068	no_churn	0.545418	0	no_churn	0.08657	-0.01326	-0.069369	-0.089676	-0.068191	0.05521	-0.027576	-0.017556	Male	26	No	No	Employed	Suburban	High School or Below	1,670,824,800
1	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	80a11ae4-ba3a-46d3-9d96-d5e2af6f6a31	no_churn	0.288461	0	no_churn	0.244116	-0.00648	-0.043291	-0.066378	-0.007533	0.110156	0.071517	-0.015839	Female	60	No	No	Employed	Urban	Bachelor	1,670,824,800
6	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	abb83e10-5086-4491-89f6-c0ee8a14cd9e	no_churn	0.160563	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Male	20	Yes	No	Disabled	Suburban	High School or Below	1,670,824,800
62	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	a8a92ff0-da82-4d25-943b-b7b3db505c3a	no_churn	0.003615	0	no_churn	-0.159522	-0.016691	0.005304	-0.043863	-0.047789	0.035971	0.023552	-0.020989	Male	23	No	Yes	Disabled	Suburban	Bachelor	1,670,824,800
59	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	883a8e2f-4d0e-4051-829b-2eb9596a42aa	no_churn	0.046512	0	no_churn	-0.054608	-0.003362	0.012275	-0.005589	0.013928	-0.176321	-0.031703	-0.023646	Female	45	No	Yes	Retired	Suburban	Master	1,670,824,800
37	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	60ca8b85-b94c-4ad7-8253-6f1d9dc4d54f	no_churn	0.023226	0	no_churn	-0.08079	-0.01252	-0.024821	-0.150454	-0.016951	0.042148	0.008362	-0.0165	Male	42	No	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
18	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	e653dd3c-b3f5-4283-be72-7262027af77e	no_churn	0.178131	0	no_churn	-0.089575	-0.014471	-0.060528	-0.057335	-0.052412	0.021089	0.009283	-0.025078	Male	39	Yes	Yes	Unemployed	Suburban	High School or Below	1,670,824,800
33	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Disabled	bddf6be7-d2fe-4fe0-b5bc-85d990689cb2	no_churn	0.036569	0	no_churn	-0.019525	-0.004666	-0.004545	-0.045229	0.028063	-0.165447	0.043418	-0.032345	Female	68	No	No	Employed	Suburban	Master	1,670,824,800
8	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	2b158d97-f702-4c12-95ba-d03f1b64413b	no_churn	0.540825	1	churn	0.093819	0.114248	0.055532	-0.006489	0.01456	0.135166	0.014666	-0.015528	Female	79	Yes	Yes	Employed	Suburban	High School or Below	1,670,824,800
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ce3e63f2-e163-4cf0-9bba-12fa1dc5a3f1	no_churn	0.186111	0	no_churn	0.187911	-0.01074	-0.030322	-0.035998	0.040212	0.116948	0.128007	-0.068178	Male	43	Yes	Yes	Unemployed	Suburban	Bachelor	1,670,824,800
1	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	fc66c492-9211-4900-87f5-4c825bd6defc	no_churn	0.852202	1	churn	0.217904	0.025527	0.002254	-0.127959	0.016514	0.12551	0.074527	-0.047144	Male	33	No	No	Retired	Suburban	Bachelor	1,670,824,800
69	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	da41be00-f4f9-48eb-b55c-a0582665017c	no_churn	0.008628	0	no_churn	-0.064166	-0.005001	-0.02189	-0.033694	-0.007725	-0.105484	-0.011613	-0.019453	Male	70	Yes	No	Unemployed	Suburban	Master	1,670,824,800
18	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	e74dbe98-9dde-4997-944d-f4044ba37a1d	no_churn	0.073332	0	no_churn	-0.091779	-0.009211	-0.060073	-0.070752	-0.005798	0.032177	-0.032716	-0.030872	Female	62	Yes	No	Employed	Suburban	High School or Below	1,670,824,800
34	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	7f38296a-83e9-426e-b558-be85fc7b5aa8	no_churn	0.037298	0	no_churn	-0.102314	-0.005923	-0.041145	-0.102844	0.020749	0.032249	-0.026364	-0.043434	Male	69	Yes	Yes	Employed	Suburban	Bachelor	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	d114355f-20b6-4f4e-bfd1-3d5d856f06d1	no_churn	0.190623	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Female	49	No	No	Unemployed	Urban	High School or Below	1,670,824,800
31	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	910f6995-1132-48e7-aaad-4f592f2e9a8a	no_churn	0.007073	0	no_churn	0.104184	-0.005417	0.028544	0.028913	0.084915	0.10903	-0.057856	0.01866	Female	45	No	No	Disabled	Rural	High School or Below	1,670,824,800
63	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	24b9280e-1748-4743-a057-b406c36f97b0	no_churn	0.009349	0	no_churn	-0.115004	-0.016385	-0.030249	-0.042349	-0.071912	0.034269	0.017206	-0.014603	Male	20	No	No	Unemployed	Suburban	High School or Below	1,670,824,800
11	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	97d3b33e-ff94-4018-be70-1b23ac81a602	no_churn	0.088052	0	no_churn	0.055938	-0.007045	-0.013646	-0.086239	-0.068833	0.06182	-0.012143	-0.007973	Male	75	No	Yes	Employed	Rural	Master	1,670,824,800
71	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	492f3b7a-41e5-44cd-86f2-d398090fec6f	churn	0.002329	0	no_churn	-0.086823	-0.005433	-0.021258	-0.026286	-0.019309	-0.111641	0.016536	-0.014812	Female	33	Yes	Yes	Employed	Suburban	Doctor	1,670,824,800
2	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	3101b5ef-7dec-4f91-8f01-f5cf19b4a524	churn	0.179194	0	no_churn	0.171817	-0.005565	-0.02651	-0.046702	0.02718	0.116413	0.14224	-0.072328	Female	48	Yes	No	Employed	Suburban	College	1,670,824,800
66	Yes	No	Medium Speed	Expired	Month-to-month	0hrs	Disabled	8756130e-49d4-4e4a-9f82-d6ce0ee1ea62	no_churn	0.005024	0	no_churn	-0.03754	-0.010619	-0.024284	-0.014055	-0.070616	0.050846	-0.013176	-0.019582	Male	31	No	No	Unemployed	Suburban	College	1,670,824,800
60	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	064bba92-63e5-4dfc-9035-9d336edd70b5	no_churn	0.005597	0	no_churn	-0.126532	-0.019949	-0.035567	-0.040937	-0.042332	0.029227	-0.017199	-0.015737	Female	20	No	Yes	Unemployed	Urban	College	1,670,824,800
2	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	782cb785-be12-4f91-a41a-64bd4ddf5acb	no_churn	0.084234	0	no_churn	0.20585	-0.012621	-0.086967	-0.047225	-0.029897	0.08273	0.045627	-0.030551	Male	71	No	No	Employed	Suburban	Master	1,670,824,800
4	No	No phone service	High Speed	Expired	Month-to-month	0hrs	Disabled	a9d6d14b-f717-4ba3-b194-ea3b45d2ce93	no_churn	0.733105	1	churn	-0.00701	0.044259	-0.013092	-0.048741	-0.073048	0.100154	-0.037946	-0.012987	Female	80	No	No	Employed	Rural	High School or Below	1,670,824,800
19	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	02139ae8-44a6-45fb-92a9-ec7ba0c7285f	no_churn	0.009306	0	no_churn	-0.012147	-0.003812	-0.043018	-0.047151	-0.033277	-0.109812	0.021488	-0.021297	Male	53	No	No	Unemployed	Rural	High School or Below	1,670,824,800
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	c694f556-17c8-4289-b331-b9596eac72d1	churn	0.141948	0	no_churn	0.09905	-0.009954	-0.059737	-0.063707	-0.006298	0.065798	0.023489	-0.022234	Female	77	No	No	Employed	Rural	College	1,670,824,800
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	988ccd2a-40a2-4758-9c97-4c05932466d2	no_churn	0.305014	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	29	No	No	Employed	Suburban	College	1,670,824,800
1	No	No phone service	Low Speed	Expired	Month-to-month	100hrs+	Disabled	eec67017-78e1-4171-a603-aa581e72267c	no_churn	0.754858	1	churn	0.247845	0.080078	0.003951	-0.004507	0.020637	0.140728	-0.011106	-0.008775	Female	52	Yes	No	Unemployed	Urban	College	1,670,824,800
36	Yes	No	Medium Speed	Web_Chat_Support	Two year	100hrs+	Disabled	d07c67ac-66ad-4f00-8eec-e1ac41ad1504	no_churn	0.0245	0	no_churn	-0.010709	-0.001859	0.007591	-0.003032	0.069569	-0.181482	0.064014	-0.043117	Female	54	Yes	Yes	Employed	Suburban	College	1,670,824,800
27	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	015c87ed-fd43-467d-a52b-304c541db161	no_churn	0.06641	0	no_churn	-0.11744	-0.013142	-0.051309	-0.053969	-0.034332	0.017113	0.006069	-0.022016	Female	52	No	No	Medical Leave	Rural	High School or Below	1,670,824,800
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	d63b630f-a8ab-4724-81d5-729d8faab0a8	no_churn	0.034975	0	no_churn	0.060051	-0.014336	-0.059893	-0.107427	-0.070662	0.060407	0.04957	-0.026735	Female	28	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
31	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	471d115c-7ba6-4ceb-9262-16c00d3bdedb	no_churn	0.151798	0	no_churn	0.080994	0.093683	0.048007	0.056798	0.085574	0.15679	-0.004171	0.013299	Female	33	Yes	No	Employed	Rural	Bachelor	1,670,824,800
9	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	1806aad0-99bf-479f-b8c7-a5e67d9507a0	no_churn	0.24116	1	churn	0.022606	-0.017071	-0.065755	-0.164609	-0.019969	0.053483	0.038652	-0.036364	Male	69	No	No	Unemployed	Suburban	Bachelor	1,670,824,800
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	d4404583-d17b-4a36-bd0a-5f59f8328b2a	no_churn	0.59587	1	churn	0.096467	-0.009537	-0.02997	-0.091192	-0.074797	0.067923	0.048848	0.053231	Male	79	Yes	No	Employed	Suburban	High School or Below	1,670,824,800
22	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	4bb827a7-4171-4000-a7c3-0be76af78f0f	no_churn	0.378324	1	churn	-0.078852	-0.01311	-0.065807	-0.057375	-0.074519	0.023391	-0.018392	0.015639	Male	52	Yes	No	Employed	Suburban	College	1,670,824,800
66	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	e84dadf7-beb5-4c6a-abba-7c8c05f7da07	no_churn	0.241453	0	no_churn	-0.046516	-0.000679	0.024075	-0.005289	0.056328	0.070047	0.02952	0.081153	Male	43	No	No	Medical Leave	Rural	Bachelor	1,670,824,800
65	Yes	Yes	Medium Speed	Expired	Month-to-month	<80hrs	Active	41dc3a23-af8a-4948-908c-bfec545f7707	no_churn	0.441397	1	churn	-0.102586	-0.006027	0.017435	-0.0106	-0.071923	0.043042	-0.030665	0.042298	Male	26	No	No	Employed	Suburban	Bachelor	1,670,824,800
15	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	e2c04432-8200-4236-909f-2d071256f2e8	no_churn	0.473349	1	churn	0.096467	-0.009537	-0.02997	-0.091192	-0.074797	0.067923	0.048848	0.053231	Female	58	No	No	Employed	Urban	High School or Below	1,670,824,800
59	Yes	Yes	Low Speed	Expired	Month-to-month	<80hrs	Active	c5c9ea36-f0e9-4e0e-9147-9d6c55405420	no_churn	0.218294	1	churn	-0.104567	-0.010223	0.041331	-0.045329	-0.094116	0.062306	-0.008016	0.059588	Female	40	No	Yes	Employed	Suburban	Bachelor	1,670,824,800
8	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	b97d262f-6fcb-435e-8f8a-69da585073d2	no_churn	0.641078	1	churn	0.002822	-0.014793	-0.065676	-0.111856	-0.070519	0.037969	-0.009568	0.03112	Female	38	Yes	Yes	Employed	Suburban	College	1,670,824,800
40	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	d259d016-6825-40b0-ad29-c9a4f4cc4ee6	no_churn	0.462155	1	churn	-0.16337	-0.010566	0.034331	-0.094405	0.046811	0.034495	-0.019262	0.029607	Female	80	No	No	Employed	Rural	High School or Below	1,670,824,800
11	Yes	No	Low Speed	Expired	Month-to-month	<80hrs	Active	7c02ae02-f94f-4905-ac8d-aab44b26b084	no_churn	0.563298	1	churn	0.000568	-0.017303	-0.067173	-0.095608	-0.060782	0.047362	-0.026267	0.030177	Male	80	No	No	Unemployed	Suburban	College	1,670,824,800
38	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	ab9054b8-7d88-42cb-baaa-d6cc5fbeb0ac	churn	0.412009	0	no_churn	-0.114795	-0.001987	-0.025404	-0.047391	-0.077462	-0.064777	0.034458	0.038332	Male	31	No	No	Employed	Suburban	Bachelor	1,670,824,800
14	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	0e6ed64c-90d9-4f35-9a8f-edbb1cf2e29b	no_churn	0.646028	1	churn	0.066585	-0.002361	0.087075	0.045199	0.146169	0.129762	0.059281	0.111264	Male	25	No	No	Employed	Suburban	Bachelor	1,670,824,800
66	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	aefa3a15-4e18-46fb-ae28-a9623bef5742	no_churn	0.217638	0	no_churn	-0.054591	-0.002744	-0.024345	0.03579	0.084484	0.083014	0.014621	0.079745	Female	75	No	No	Disabled	Suburban	College	1,670,824,800
42	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	59068a32-b98d-4b33-9391-2ce682046d20	churn	0.384044	0	no_churn	-0.094483	-0.002239	0.003272	-0.100278	-0.048054	-0.054134	0.044303	0.052586	Female	75	Yes	Yes	Employed	Suburban	High School or Below	1,670,824,800
13	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	95ee352e-4598-462c-8b62-c106cf31bf8c	no_churn	0.706847	1	churn	0.08889	-0.011935	0.077732	0.005735	-0.028663	0.078553	0.094451	0.08621	Female	68	Yes	Yes	Employed	Urban	Bachelor	1,670,824,800
66	Yes	Yes	High Speed	Web_Chat_Support	Two year	100hrs+	Active	5998eb0c-6f51-4341-b39d-e350003c892c	no_churn	0.125883	0	no_churn	-0.074484	-0.001629	-0.010421	-0.008613	0.0196	-0.244545	0.018141	0.032924	Male	59	No	No	Medical Leave	Suburban	High School or Below	1,670,824,800
69	Yes	No	Fiber optic	Expired	Month-to-month	<50hrs	Active	826986cb-6d9b-4fc6-b050-00b69595fd58	no_churn	0.129599	0	no_churn	-0.135775	-0.005736	-0.04871	0.03636	-0.062844	0.034856	0.008843	0.03198	Male	52	No	No	Employed	Suburban	Master	1,670,824,800
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cefbe20e-766d-42b1-8501-a64fe7ff0a73	no_churn	0.376466	0	no_churn	-0.088412	-0.002241	0.052542	-0.009964	0.011684	0.092021	-0.01236	0.050072	Female	77	No	No	Employed	Suburban	High School or Below	1,670,824,800
11	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	0c6d2417-b28c-4a9a-8690-d8598764dbf4	no_churn	0.583552	0	no_churn	0.093268	-0.009432	-0.023738	0.131092	0.024533	0.045047	-0.046149	-0.053646	Male	64	No	Yes	Employed	Urban	Bachelor	1,670,824,800
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	9094cc30-c9da-4c02-b0c8-8160a5d6c04b	churn	0.639896	1	churn	-0.063067	-0.003794	0.095198	0.079637	0.079323	0.093877	-0.006878	0.018361	Female	57	No	Yes	Employed	Suburban	College	1,670,824,800
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8a15ce6b-ab3e-43c6-b65c-caf593bec8e7	no_churn	0.79777	1	churn	0.131184	-0.001309	0.006039	0.146076	0.118367	0.110936	0.0696	0.075535	Female	53	Yes	No	Employed	Rural	Bachelor	1,670,824,800
72	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	931bd4a5-7be6-4c34-b873-99960a04cc7e	no_churn	0.034373	0	no_churn	-0.200347	-0.007308	-0.016639	0.062998	0.027885	0.03696	-0.056337	0.043762	Male	67	Yes	Yes	Retired	Suburban	Bachelor	1,670,824,800
63	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	5e119f1c-3e65-4098-96c0-b31b146f3c40	no_churn	0.19384	1	churn	-0.22664	-0.002795	0.016511	0.033996	0.026659	-0.092171	-0.022413	0.032827	Male	42	Yes	Yes	Unemployed	Rural	Bachelor	1,670,824,800
23	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	8651b9de-11e7-480d-8fa4-2fbf5b39add5	no_churn	0.503454	0	no_churn	-0.034334	-0.002516	0.111929	0.113801	0.080366	0.074826	0.019247	0.057655	Male	50	No	No	Employed	Urban	Master	1,670,824,800
28	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	187ab45c-7f15-484f-b402-9e61d84052b1	no_churn	0.487776	0	no_churn	-0.131363	-0.011396	-0.134035	0.051585	-0.027006	0.017562	0.000447	0.008513	Female	72	No	Yes	Employed	Suburban	College	1,670,824,800
1	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	86180c8f-0c12-4151-bd74-4774a1e2bdcd	no_churn	0.920574	1	churn	0.23957	-0.005839	0.000127	0.040839	-0.075262	0.112616	0.064433	0.011989	Female	27	No	Yes	Employed	Suburban	High School or Below	1,670,824,800
46	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f3e7429b-a4df-4895-b1b6-bd6f1a0492ff	no_churn	0.46419	0	no_churn	-0.199005	-0.00493	-0.016876	-0.051515	0.026185	0.040079	-0.024161	0.041197	Male	41	No	Yes	Employed	Suburban	College	1,670,824,800
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	7cd8cfeb-f356-44a0-b5fa-318eacfd1f07	no_churn	0.70797	1	churn	0.143447	-0.002267	0.131871	0.080633	0.122465	0.119629	0.060961	0.069235	Female	51	No	Yes	Medical Leave	Suburban	Bachelor	1,670,824,800
41	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	c584aaf4-77bc-4cc3-9c99-43ba41c84084	no_churn	0.173187	0	no_churn	-0.034991	0.000202	-0.044375	0.141806	0.079824	-0.040319	-0.045864	0.074691	Male	74	No	Yes	Unemployed	Urban	Bachelor	1,670,824,800
62	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	f6dfa735-36e5-428d-bdad-c55851b82c1f	no_churn	0.181505	0	no_churn	-0.299396	-0.00377	0.018267	-0.078698	0.001564	0.034031	0.02665	0.032326	Female	76	No	Yes	Employed	Urban	College	1,670,824,800
39	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	6fa1dd4a-46e0-4595-82b5-be9de5140258	no_churn	0.608417	1	churn	-0.028833	-0.002383	-0.038209	0.107541	0.07175	0.08316	-0.040544	-0.03151	Female	77	No	No	Employed	Suburban	High School or Below	1,670,824,800

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