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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
72	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	663cf3d4-bbff-4b95-9b43-58b1dfe04ccd	no_churn	0.002588	0	no_churn	-0.075034	-0.003769	-0.006018	-0.019083	-0.027044	-0.111405	-0.012998	-0.013676	Male	71	No	No	Unemployed	Urban	Doctor	1,671,948,000
32	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	80eb6489-b972-4894-b043-772671567fc6	no_churn	0.011274	0	no_churn	-0.009258	-0.003544	-0.072242	-0.052333	0.02392	-0.091137	-0.020544	-0.033889	Male	32	No	Yes	Employed	Suburban	High School or Below	1,671,948,000
72	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	9af1bbc0-2889-448b-873b-76a3447d73bf	no_churn	0.001473	0	no_churn	-0.091569	-0.003876	-0.001083	-0.025286	0.002409	-0.110491	-0.016341	-0.022789	Female	59	No	Yes	Employed	Suburban	High School or Below	1,671,948,000
15	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	355660bd-40d1-40c6-8af3-308b38e498d2	no_churn	0.16163	0	no_churn	0.202516	0.003267	0.061181	0.047866	0.073023	0.151073	-0.025377	-0.015549	Male	64	No	Yes	Unemployed	Suburban	College	1,671,948,000
3	No	No phone service	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7e4e03ac-95e9-43ef-a792-7f507604d6ae	no_churn	0.522408	0	no_churn	0.261438	0.081735	0.046566	0.082775	0.069246	0.130024	-0.018544	-0.004933	Female	33	Yes	No	Employed	Suburban	Master	1,671,948,000
23	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	d16b559c-2f47-4b56-9d5f-fd63b1f9780c	churn	0.12624	1	churn	-0.017979	-0.004794	0.036911	-0.008967	-0.042808	-0.142012	-0.031168	-0.058208	Female	40	No	Yes	Employed	Rural	High School or Below	1,671,948,000
46	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	22941035-d5f5-43b6-9b47-9b1ed5c9efc7	churn	0.256474	1	churn	-0.156161	0.028086	0.00512	-0.044005	-0.04408	0.039214	-0.030426	-0.036774	Male	38	No	No	Employed	Suburban	College	1,671,948,000
6	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ac696d62-a97d-48ba-ad0c-cc1bd4575b4c	no_churn	0.074185	0	no_churn	0.026644	-0.015828	-0.027155	-0.041663	-0.012496	0.060492	-0.036129	-0.020594	Male	62	Yes	No	Disabled	Suburban	High School or Below	1,671,948,000
51	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	c6715bd9-b666-4f36-ae9c-51ecd3eaf639	no_churn	0.005595	0	no_churn	-0.054506	-0.003815	0.00757	-0.034636	-0.042098	-0.105157	-0.017876	-0.018508	Female	66	Yes	Yes	Employed	Rural	High School or Below	1,671,948,000
68	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	66c1919b-34ef-4b26-8aa4-17fdcedf6b04	no_churn	0.009548	0	no_churn	-0.069781	-0.003549	-0.000196	-0.022955	-0.000584	-0.114779	-0.022081	-0.035102	Male	27	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
17	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	c5f62867-b159-4882-9c21-bb0461e6e633	no_churn	0.039071	0	no_churn	0.042999	-0.005021	-0.043885	-0.022749	-0.001184	-0.175128	-0.035565	-0.028494	Female	39	No	Yes	Employed	Rural	High School or Below	1,671,948,000
41	No	No phone service	Low Speed	In_Store_Support	One year	0hrs	Disabled	14134eb3-b809-495c-a683-528848b14337	no_churn	0.047029	0	no_churn	0.013749	0.098939	0.035504	0.066565	0.035531	-0.00525	0.001414	-0.005476	Male	76	No	No	Employed	Suburban	College	1,671,948,000
64	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	db04d462-5cbe-44e8-8562-38d4480476d1	no_churn	0.005851	0	no_churn	-0.055655	-0.00276	-0.045234	-0.016044	-0.022404	-0.102954	-0.011994	-0.011982	Female	31	No	Yes	Unemployed	Suburban	College	1,671,948,000
2	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	077f1eb4-734e-4348-b4b0-0a01f41f3f56	no_churn	0.082267	0	no_churn	0.081817	-0.006487	-0.020009	-0.055236	-0.030155	-0.161326	-0.028802	-0.035494	Female	37	No	No	Employed	Suburban	High School or Below	1,671,948,000
19	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0498e0a9-0ae0-4e02-a72b-fcdac11c4710	no_churn	0.186584	0	no_churn	-0.068635	-0.007536	-0.022794	-0.076431	-0.054451	0.030302	-0.039664	-0.029817	Female	69	No	Yes	Medical Leave	Suburban	College	1,671,948,000
53	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	db2a3510-d19b-43c9-aeb3-3b76f21a854e	no_churn	0.009781	0	no_churn	-0.010211	-0.002527	-0.008136	-0.002382	0.034146	-0.215576	-0.012976	-0.023585	Female	40	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,948,000
72	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	2acae154-47bf-4ee2-919c-2592ccaa3ba7	no_churn	0.004497	0	no_churn	-0.08341	-0.003985	-0.005843	-0.02752	-0.021773	-0.076448	-0.025982	-0.024065	Male	27	No	Yes	Unemployed	Suburban	High School or Below	1,671,948,000
39	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	e14722ea-68b0-423b-907b-3a79f48451aa	no_churn	0.00809	0	no_churn	-0.025776	-0.006111	0.005512	-0.021944	0.013887	-0.173339	-0.020661	-0.030596	Female	55	No	Yes	Medical Leave	Rural	College	1,671,948,000
49	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	9699a06d-5031-45ff-afba-db7f838b9b7e	no_churn	0.087741	0	no_churn	-0.057228	-0.004001	-0.014086	-0.047833	-0.024859	-0.088953	-0.015417	-0.016649	Male	25	Yes	Yes	Employed	Suburban	College	1,671,948,000
11	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	de759f40-b48d-453a-b2c9-d26193e53906	no_churn	0.014139	0	no_churn	0.015701	-0.008861	-0.031321	-0.037587	0.019967	-0.13115	-0.030648	-0.035126	Male	79	No	No	Employed	Rural	High School or Below	1,671,948,000
4	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	34a165b3-9e6b-41b2-9a8f-bd344a42775f	no_churn	0.163759	0	no_churn	0.0925	-0.01456	-0.001608	-0.104887	-0.116356	0.073357	-0.032269	-0.02286	Female	66	Yes	Yes	Medical Leave	Rural	High School or Below	1,671,948,000
16	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	f96337db-6fbf-40b1-a50b-e316f8bd86cd	no_churn	0.48466	0	no_churn	0.18257	0.132669	0.037019	0.112274	0.104573	0.119956	-0.007838	-0.018999	Male	54	Yes	Yes	Employed	Urban	High School or Below	1,671,948,000
50	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	57f33520-af85-49ef-bce1-ff00d95e7090	no_churn	0.017224	0	no_churn	-0.03566	-0.00283	-0.007499	-0.045868	0.016095	-0.117743	-0.03018	-0.045342	Female	47	No	Yes	Employed	Suburban	College	1,671,948,000
1	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	f581fbb7-5dc6-48f2-90c0-82f9e42a4227	no_churn	0.422347	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	58	Yes	No	Employed	Suburban	Bachelor	1,671,948,000
63	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	c0e77434-cde8-4438-aca5-7e1db1097641	no_churn	0.008206	0	no_churn	-0.045753	-0.002835	-0.008615	-0.02022	-0.012133	-0.146069	-0.012974	-0.020426	Male	51	Yes	Yes	Employed	Suburban	High School or Below	1,671,948,000
56	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	93624681-4825-4cb9-8356-4d717b1ce125	churn	0.016238	1	churn	-0.034895	-0.003784	-0.000755	-0.041099	0.010771	-0.130532	-0.036625	-0.032108	Female	57	Yes	No	Unemployed	Urban	Bachelor	1,671,948,000
1	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	5ae47392-d32f-47c7-b0db-3ba00582f19a	churn	0.590015	1	churn	0.308048	0.118279	0.067553	0.029049	0.067418	0.180741	-0.015453	-0.024661	Male	34	No	No	Employed	Suburban	Bachelor	1,671,948,000
3	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	64a6c18a-afd6-4f4e-bb0f-d729ef82f56a	no_churn	0.232996	0	no_churn	0.024645	-0.012123	-0.072248	-0.130915	-0.040601	0.063067	-0.040894	-0.054958	Female	80	No	No	Employed	Suburban	Bachelor	1,671,948,000
64	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	2292ec74-cdfb-415d-9504-c16abff4ba53	no_churn	0.03106	0	no_churn	-0.072735	-0.006891	-0.012813	-0.022518	-0.022343	-0.068014	-0.019272	-0.024441	Female	71	Yes	No	Employed	Urban	High School or Below	1,671,948,000
19	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	45415386-cc7f-43d2-ae7c-f2bfcb3b87f3	no_churn	0.007334	0	no_churn	-0.021835	-0.004298	-0.019055	-0.037312	-0.03824	-0.105256	-0.01975	-0.02328	Male	30	No	No	Employed	Suburban	High School or Below	1,671,948,000
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	79c4871b-4195-4892-b886-8e4db2b33a38	churn	0.283128	1	churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Female	25	No	No	Employed	Suburban	Master	1,671,948,000
42	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	855dabc9-58e4-4a50-8bcd-e2feb3ae36a5	no_churn	0.051628	0	no_churn	-0.023565	-0.005156	-0.013952	-0.046456	-0.022286	-0.089453	-0.022212	-0.045946	Male	35	No	Yes	Employed	Suburban	High School or Below	1,671,948,000
13	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e13843ab-4cf2-4dc1-ba60-02b8a8120d3f	no_churn	0.100285	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Female	48	No	No	Medical Leave	Urban	Master	1,671,948,000
64	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	d9b77e7a-6523-49ea-aac8-fea56802ad75	no_churn	0.012685	0	no_churn	-0.064919	-0.003793	-0.010654	-0.021095	-0.006029	-0.108659	-0.026346	-0.027532	Male	53	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
20	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	5476a9b7-33ad-47a0-a5f2-3dc05da657ba	no_churn	0.0073	0	no_churn	-0.026	-0.003964	-0.021802	-0.029426	0.006218	-0.111355	-0.039216	-0.04348	Female	31	Yes	Yes	Employed	Suburban	College	1,671,948,000
13	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	f67898c0-a7de-4651-aa86-e3adb5143ab6	no_churn	0.12168	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Female	49	No	Yes	Employed	Urban	Bachelor	1,671,948,000
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	56f4b904-c53b-471b-8393-81e8e3c4fdc2	no_churn	0.413514	0	no_churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	38	No	No	Unemployed	Suburban	Bachelor	1,671,948,000
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	472a71d5-a426-474a-be3b-4cde6ff430de	churn	0.524546	1	churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	72	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,948,000
71	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	e2dc271a-8291-48eb-90e9-67bf3df162dd	no_churn	0.002468	0	no_churn	-0.077137	-0.003992	-0.011924	-0.021057	0.000876	-0.111252	-0.019695	-0.024845	Female	38	No	Yes	Employed	Rural	College	1,671,948,000
7	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	6b6e54d5-7903-48e3-8fde-bc1f85b830bc	churn	0.128036	1	churn	0.203779	-0.003254	0.046293	0.11418	0.103819	-0.093662	-0.006829	-0.014805	Male	43	No	No	Employed	Rural	Master	1,671,948,000
20	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	41830485-74ef-4a8d-a43a-74750dcbef56	no_churn	0.023989	0	no_churn	-0.043937	-0.008496	-0.024801	-0.038225	0.001274	-0.081731	-0.034203	-0.038908	Female	77	No	Yes	Employed	Rural	College	1,671,948,000
9	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	b0d91ff1-522e-4c8e-b78e-fdd4fc22fae5	no_churn	0.009009	0	no_churn	-0.00436	-0.008843	-0.021675	-0.037592	0.005303	-0.131606	-0.031797	-0.038457	Male	63	No	No	Medical Leave	Suburban	Bachelor	1,671,948,000
26	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	7abe2342-d5eb-4b25-ad1b-11699f75c0b7	no_churn	0.195785	0	no_churn	-0.097592	-0.009498	-0.033806	-0.046007	0.005298	0.039987	-0.057719	-0.06969	Female	47	Yes	Yes	Employed	Rural	High School or Below	1,671,948,000
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	991805a7-6d0c-47e8-ac0b-e228cce99590	no_churn	0.442206	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	20	Yes	No	Employed	Suburban	Master	1,671,948,000
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	751b4164-9cda-40b4-af1c-7463b4ac3801	no_churn	0.415259	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	59	No	No	Employed	Suburban	High School or Below	1,671,948,000
41	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	1072bbf1-027b-46da-8327-56e39b4cff66	no_churn	0.067293	0	no_churn	-0.069487	-0.017533	-0.064943	-0.13142	0.023349	0.044739	-0.026379	-0.027352	Female	59	No	No	Employed	Suburban	Bachelor	1,671,948,000
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	4789734d-e20b-4c40-9076-3ed769ce5bd4	churn	0.186991	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	67	Yes	No	Medical Leave	Rural	Master	1,671,948,000
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	63872995-33db-4c35-9ed5-b3bda4a7150d	churn	0.667018	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	21	No	No	Disabled	Suburban	College	1,671,948,000
47	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	d4dac7f9-0d17-41ba-90c1-406daa438ef7	no_churn	0.008676	0	no_churn	-0.024692	-0.00499	-0.012256	-0.035189	0.012074	-0.130155	-0.025877	-0.047941	Male	63	Yes	No	Employed	Suburban	College	1,671,948,000
67	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	bde1ff05-0c71-4195-9dd2-6e2f1008db66	no_churn	0.007627	0	no_churn	-0.047596	-0.002845	-0.009841	-0.02084	0.001964	-0.132109	-0.027436	-0.030324	Male	80	No	Yes	Employed	Rural	Master	1,671,948,000
12	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	06110cb1-f7f5-4a93-9d04-22d372f73a20	no_churn	0.102219	0	no_churn	-0.018661	-0.007474	-0.11331	-0.06385	-0.014262	0.054742	-0.04073	-0.057148	Male	60	Yes	No	Employed	Suburban	College	1,671,948,000
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	69a233c3-8f73-4b95-8f39-3948cdef822b	no_churn	0.42865	0	no_churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Male	30	No	Yes	Employed	Suburban	High School or Below	1,671,948,000
58	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	c48192c9-c63c-409d-83fc-861afd7076c5	no_churn	0.01622	0	no_churn	-0.049071	-0.003753	0.011006	-0.006445	0.020707	-0.167949	-0.034846	-0.038675	Female	22	No	No	Retired	Suburban	Master	1,671,948,000
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	4d4b211e-745f-4e0f-8361-8a3508217952	no_churn	0.356437	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Male	71	No	Yes	Unemployed	Urban	College	1,671,948,000
24	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	bc909cec-f729-438e-8189-b9d11d60be2e	no_churn	0.008512	0	no_churn	-0.052036	-0.00537	-0.030194	-0.017659	0.012853	-0.102288	-0.033495	-0.040837	Male	54	No	Yes	Employed	Suburban	High School or Below	1,671,948,000
25	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	09584d38-bea0-49d9-b6e9-1cf8e9daf6bf	no_churn	0.187013	0	no_churn	-0.0278	-0.010006	0.02844	-0.157461	0.029262	0.054278	-0.057026	-0.078713	Female	49	Yes	No	Unemployed	Rural	Bachelor	1,671,948,000
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d846cd96-a58a-40d2-a00a-8211924e7d92	no_churn	0.165108	0	no_churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	66	No	No	Employed	Suburban	Bachelor	1,671,948,000
46	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	f3f1f29d-e907-4100-9fee-a83bbe5be042	no_churn	0.009847	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Male	57	Yes	Yes	Unemployed	Suburban	College	1,671,948,000
48	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	c94b009e-75bd-4acd-a447-55f7947cfeb0	no_churn	0.007734	0	no_churn	-0.041577	-0.00511	-0.016853	-0.031066	0.01396	-0.116932	-0.022618	-0.04883	Female	29	Yes	Yes	Unemployed	Suburban	Master	1,671,948,000
25	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	68c5a05c-a056-4bad-908b-04b506c399a2	no_churn	0.029864	0	no_churn	-0.067593	-0.006543	-0.033364	-0.104445	0.020335	0.035294	-0.053048	-0.049661	Female	20	No	Yes	Unemployed	Rural	High School or Below	1,671,948,000
65	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	516f269a-b049-43cf-bdec-94b7e073eff7	no_churn	0.25503	0	no_churn	-0.091964	-0.000984	0.019298	0.014509	0.044917	0.070287	0.043013	0.085232	Female	74	Yes	No	Employed	Suburban	College	1,671,948,000
7	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	10f9a05e-cf26-4ab8-828b-0f5aaf1294b7	no_churn	0.651008	1	churn	0.105707	0.000057	0.006032	0.024622	0.102135	0.153404	0.12686	0.142157	Female	39	No	Yes	Disabled	Suburban	College	1,671,948,000
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	87fede64-0dce-44e3-b49a-8cc57cb33347	churn	0.571792	1	churn	0.04604	-0.005529	-0.075776	-0.060371	0.103825	0.098578	0.016504	0.087857	Male	73	No	No	Employed	Suburban	High School or Below	1,671,948,000
48	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	100hrs+	Active	55b56ff7-a5b6-458e-a842-03d5a0808c94	no_churn	0.242774	0	no_churn	-0.073303	-0.002087	-0.049157	-0.103448	0.048468	-0.125827	0.032679	0.053648	Female	56	Yes	Yes	Employed	Suburban	High School or Below	1,671,948,000
24	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	2d643290-f557-47f9-afaa-758a1e6d4b0e	no_churn	0.697448	0	no_churn	0.023498	-0.002043	0.10837	-0.006601	0.117349	0.135906	0.130489	0.132576	Female	53	No	No	Employed	Urban	Bachelor	1,671,948,000
4	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	ec0080ac-4810-4ce3-bd7a-fa1c77078350	churn	0.785636	1	churn	0.199603	-0.001471	0.106908	-0.026938	0.086269	0.147701	0.081426	0.124975	Female	49	No	Yes	Employed	Suburban	College	1,671,948,000
69	Yes	No	High Speed	Web_Chat_Support	One year	100hrs+	Active	4c1a137a-16f4-4502-90dc-03db2051de4b	no_churn	0.188147	0	no_churn	-0.104079	-0.002474	-0.085084	-0.008612	0.01936	-0.167601	0.04277	0.051692	Female	68	No	Yes	Employed	Suburban	High School or Below	1,671,948,000
32	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	4d73e138-f5f3-4161-8949-df32710d52e2	no_churn	0.386688	0	no_churn	0.029698	0.000612	0.068809	0.055982	0.134657	0.126312	0.094878	0.130513	Male	48	No	No	Employed	Suburban	College	1,671,948,000
2	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	863d22af-69bc-41a6-b7d7-2e5b96c7c072	churn	0.853412	1	churn	0.155679	-0.005681	0.021724	0.02941	0.033836	0.142106	0.045445	0.09736	Female	35	Yes	Yes	Employed	Suburban	Master	1,671,948,000
60	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	2909fe16-beca-453e-90af-19474e079b9e	no_churn	0.519876	0	no_churn	-0.237565	-0.006146	-0.03972	-0.035896	0.033364	0.041969	-0.001627	0.006594	Female	69	Yes	No	Employed	Rural	High School or Below	1,671,948,000
8	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	dbe8424d-889a-4c99-81a2-1c49bff10b6b	churn	0.58534	1	churn	-0.049861	-0.005126	0.007634	-0.118629	0.085124	0.081347	-0.045246	0.07754	Male	78	No	No	Employed	Urban	College	1,671,948,000
32	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	942d2475-1265-4490-aecb-0f053f5202dc	churn	0.603483	1	churn	-0.08864	-0.002134	0.069597	-0.022316	0.06713	0.0919	0.048907	0.094591	Male	53	No	No	Disabled	Rural	High School or Below	1,671,948,000
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	3c23ec4e-513c-4cda-a7f7-d4578872ba54	churn	0.734812	1	churn	0.17226	-0.007192	-0.050385	0.047243	0.048837	0.126232	0.053153	0.099158	Female	63	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
21	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	3d4beece-5d12-4f86-83f9-d7a5d04f8452	no_churn	0.607546	0	no_churn	0.026191	-0.002824	0.090934	0.027389	0.103528	0.127824	0.137102	0.137496	Male	51	No	Yes	Employed	Urban	College	1,671,948,000
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	93717bd5-bbfc-4046-b599-c94d5ff1c460	churn	0.846201	1	churn	0.209152	-0.006388	0.105582	-0.042643	0.053126	0.152358	0.056369	0.083419	Female	58	No	Yes	Retired	Suburban	High School or Below	1,671,948,000
4	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	ae169e98-6daa-4eda-aca2-c75f3d2c7807	churn	0.890137	1	churn	0.166809	-0.003435	0.068415	-0.028384	0.123252	0.147384	0.088879	0.098054	Female	79	Yes	No	Employed	Rural	College	1,671,948,000
67	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	59b549d6-ea64-4807-9f85-cd0bc3b2360f	no_churn	0.405322	0	no_churn	-0.06947	0.000123	0.044379	0.063551	0.104236	0.11198	0.134294	0.074131	Male	64	No	No	Employed	Rural	College	1,671,948,000
22	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	2679ab29-23ee-4fc1-ba24-acbcc1c4e2dc	churn	0.718043	1	churn	-0.093013	-0.005891	0.004991	-0.064422	0.074264	0.034799	-0.009259	0.039504	Female	68	No	No	Employed	Suburban	College	1,671,948,000
35	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	f5ebfd0a-a4cd-4916-b9a5-e0c938454a09	churn	0.587997	1	churn	-0.212378	-0.003474	0.043703	-0.003954	0.005787	0.0565	-0.090956	-0.015922	Female	54	No	Yes	Unemployed	Rural	Bachelor	1,671,948,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f3c48026-67a3-4cb6-9dee-e1a781090d79	churn	0.880348	1	churn	0.363996	-0.003773	-0.023682	0.050704	0.044275	0.157237	0.098271	0.043945	Male	23	No	No	Employed	Suburban	College	1,671,948,000
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1dbbd427-f650-42c7-94e9-13ab9a86bbed	churn	0.727722	1	churn	0.195451	-0.002399	0.049388	0.046396	0.076286	0.164607	0.12071	0.080535	Female	75	No	No	Unemployed	Suburban	Bachelor	1,671,948,000
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cb69d748-f746-45d2-8606-58d0fdec389d	churn	0.715943	1	churn	-0.088412	-0.002241	0.052542	-0.009964	0.011684	0.092021	-0.01236	0.050072	Female	70	No	Yes	Unemployed	Suburban	High School or Below	1,671,948,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	ae7f7e81-2448-4d16-8080-fd8114270d8e	no_churn	0.06571	0	no_churn	-0.168918	-0.002493	-0.004575	0.008225	-0.058956	-0.101205	0.013007	0.045888	Male	77	No	No	Employed	Suburban	College	1,671,948,000
68	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	4bf81a4a-6d67-4811-991e-e951d04e29e0	no_churn	0.122295	0	no_churn	-0.086785	-0.001923	0.035018	0.039262	0.022712	-0.177755	0.052612	0.057834	Male	33	Yes	No	Employed	Urban	Doctor	1,671,948,000
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	57aee502-10ec-4990-a1ce-e8d9c5682346	churn	0.636544	1	churn	0.04701	-0.002928	0.13093	0.120321	0.04833	0.134388	0.170545	0.062377	Female	80	Yes	Yes	Employed	Suburban	College	1,671,948,000
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	1b86f4e1-46df-41d8-bf30-02b67de2fded	no_churn	0.190507	0	no_churn	-0.265204	-0.004885	0.02357	-0.042762	0.026723	0.014867	-0.006864	-0.014469	Male	79	No	No	Employed	Suburban	College	1,671,948,000
27	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	bb255e4c-76c7-40dc-b111-560d7f3a41d9	churn	0.399553	1	churn	0.057217	-0.001518	0.035491	0.04371	0.039156	0.14208	0.112565	0.055843	Male	43	Yes	Yes	Unemployed	Suburban	College	1,671,948,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	bce75876-06f1-4557-9a53-231262695ef7	no_churn	0.880348	0	no_churn	0.272089	-0.005932	-0.065563	-0.0016	0.089923	0.127658	0.002106	0.016654	Female	40	No	No	Unemployed	Rural	Master	1,671,948,000
32	Yes	No	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	a9af0935-d96b-4527-ab4e-ededdff9a325	no_churn	0.126788	0	no_churn	-0.032759	-0.001714	-0.022422	0.018078	-0.056745	-0.050252	-0.080497	-0.032715	Male	62	Yes	Yes	Medical Leave	Suburban	College	1,671,948,000
46	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	0f090aeb-1ec6-4c1b-803b-5481e0a4a4f7	churn	0.380978	1	churn	-0.153139	-0.003475	-0.012557	-0.050918	0.009251	0.055496	0.025964	0.050351	Male	58	Yes	No	Unemployed	Suburban	College	1,671,948,000
71	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	fde6528d-105e-4468-9405-ef287e757e8f	churn	0.040008	1	churn	-0.023867	-0.001683	0.078264	0.092355	0.086899	-0.018963	0.07666	0.083998	Male	62	No	No	Retired	Urban	College	1,671,948,000
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	01ebeee0-972a-40c3-aab7-caac01657d60	churn	0.757427	1	churn	0.042043	-0.00701	-0.115558	-0.041222	-0.030965	0.095016	-0.120777	0.010368	Male	56	No	No	Employed	Suburban	Bachelor	1,671,948,000
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	3fb7646c-7418-46d8-9804-8367a5b86d21	no_churn	0.569831	0	no_churn	0.156586	-0.002524	0.11328	0.015258	0.064215	0.138337	0.094062	0.018379	Female	21	No	No	Employed	Rural	College	1,671,948,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	dda0bad2-2abd-4f68-a938-eb970e90820d	churn	0.508319	1	churn	-0.105215	-0.003144	0.023267	0.060642	0.028563	0.072282	0.0224	0.064234	Female	51	Yes	Yes	Employed	Suburban	College	1,671,948,000
58	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	3fb10b8d-32ab-4f78-81b0-f0020aab8ab7	churn	0.206576	0	no_churn	-0.129696	-0.002738	-0.032554	-0.033562	-0.000799	-0.103919	0.012784	0.044208	Female	27	No	Yes	Medical Leave	Suburban	College	1,671,948,000
13	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	625e8f8e-0b4b-4908-96cd-54c5cff47a7e	churn	0.713435	1	churn	0.174437	-0.004066	0.063083	0.059942	0.065388	0.151696	0.148992	0.043502	Male	59	No	No	Employed	Suburban	College	1,671,948,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6caaef4b-7a57-452b-b15f-c2bd9f3892e1	churn	0.493839	1	churn	-0.152118	-0.003715	0.05945	0.024264	0.057761	0.071524	-0.030128	-0.045579	Female	33	No	No	Employed	Suburban	Bachelor	1,671,948,000
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	29d168ba-5ead-42cc-b904-beb74733424d	churn	0.788966	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	45	No	No	Unemployed	Rural	Master	1,671,948,000
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	811bb31c-c7fd-4d7e-a538-e64132058ed1	churn	0.512821	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	20	No	No	Employed	Suburban	Bachelor	1,671,948,000
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	08ca3773-2147-4e01-82d0-ad50fa597568	churn	0.567714	1	churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	40	No	Yes	Employed	Suburban	High School or Below	1,671,948,000

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