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
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e32833d5-8016-4daa-8301-677897359241	churn	0.837767	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	62	No	Yes	Employed	Suburban	Master	1,672,898,400
38	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	9def202b-eddb-4f00-bb00-dc57dd16f535	no_churn	0.073009	0	no_churn	-0.046821	-0.014198	-0.014061	-0.038849	-0.087002	0.01844	-0.034453	-0.018082	Male	70	No	Yes	Unemployed	Suburban	Bachelor	1,672,898,400
45	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	92f9a282-8170-49a1-b610-80025d85af52	no_churn	0.029116	0	no_churn	-0.071387	-0.003584	-0.012869	-0.034988	-0.021023	-0.08911	-0.015492	-0.016574	Male	57	No	No	Employed	Rural	Bachelor	1,672,898,400
70	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	c3dcf23a-82c0-4cce-86fe-329a162faf31	no_churn	0.149835	0	no_churn	-0.166968	-0.001478	0.019462	-0.056108	0.05089	0.064289	0.006342	0.074545	Male	66	Yes	No	Employed	Suburban	Bachelor	1,672,898,400
11	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	72f8dc64-926f-485c-a1ed-7027f966af9b	no_churn	0.215264	0	no_churn	0.071522	-0.001349	0.006939	0.027841	-0.083876	0.077337	-0.010265	-0.001919	Male	73	No	No	Employed	Urban	Master	1,672,898,400
62	Yes	No	High Speed	Phone_Support	One year	<50hrs	Active	e5b20346-dac0-4d1f-aeff-4a2a5fa2c1ff	no_churn	0.049307	0	no_churn	0.006026	-0.000692	0.027538	0.029331	0.10179	-0.052054	0.124718	0.086818	Male	45	No	No	Retired	Suburban	College	1,672,898,400
23	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	298caed5-dc80-4d71-9eca-7b1daa009fa9	no_churn	0.108326	0	no_churn	-0.066017	-0.009521	0.041846	-0.127502	0.023414	0.05888	-0.041846	-0.068281	Female	27	No	Yes	Employed	Suburban	College	1,672,898,400
72	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	88c7df67-4a20-494d-a006-80e250fa3121	no_churn	0.078961	0	no_churn	-0.272601	-0.003816	0.024865	-0.011984	0.015511	0.03676	-0.063771	0.052677	Male	28	No	No	Employed	Rural	High School or Below	1,672,898,400
59	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	<50hrs	Active	72ce1eb2-4191-453a-8d22-97948857a68f	no_churn	0.055308	0	no_churn	-0.141855	-0.007601	-0.007545	-0.079908	-0.092947	0.038809	0.015161	0.00686	Male	25	Yes	No	Employed	Suburban	Master	1,672,898,400
6	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	bddbfbf2-941e-48da-a1d7-fb1e421a9b8d	no_churn	0.00743	0	no_churn	-0.017894	-0.003966	-0.00751	-0.032938	0.007959	-0.146769	-0.037512	-0.030396	Male	61	Yes	Yes	Employed	Urban	High School or Below	1,672,898,400
23	Yes	Yes	Medium Speed	In_Store_Support	Month-to-month	<50hrs	Active	08fc0eaf-0565-46ce-80e5-179425749bd3	no_churn	0.014675	0	no_churn	-0.106325	-0.002538	0.041099	-0.10354	-0.071324	0.076861	0.066973	0.049769	Female	22	No	Yes	Employed	Suburban	Master	1,672,898,400
50	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	736d8f69-a3b7-440c-acb3-726a32ba6147	no_churn	0.274983	0	no_churn	-0.009001	-0.001647	0.114027	0.027692	0.041914	0.117734	0.058483	0.002083	Female	61	Yes	No	Unemployed	Suburban	College	1,672,898,400
19	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	fc6ec633-64bd-4629-9332-d8fdab6b348f	churn	0.391801	1	churn	0.095326	-0.002454	-0.012112	0.167078	0.10288	0.117252	-0.006277	-0.026477	Male	56	Yes	Yes	Employed	Suburban	High School or Below	1,672,898,400
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3c2d4aad-64c5-4129-811b-47f9fcef6392	no_churn	0.672023	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Male	70	No	No	Employed	Rural	Bachelor	1,672,898,400
29	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	83e74405-09a2-43b6-bb68-8bd74990a4da	churn	0.582138	1	churn	0.06139	-0.000995	0.021737	0.057396	0.163766	0.132888	0.113694	0.132766	Male	78	Yes	No	Employed	Urban	College	1,672,898,400
48	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	3bc54676-1377-4624-8da3-3eb2447a9776	no_churn	0.174132	0	no_churn	-0.16229	0.003829	-0.005694	-0.029065	0.03653	0.017139	-0.027612	-0.041863	Female	51	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
68	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1d4b7d4f-91eb-42bc-96af-851efd3ec861	no_churn	0.366945	0	no_churn	-0.165663	-0.001987	0.005811	-0.055364	0.044234	0.032797	0.01763	0.078564	Female	70	Yes	No	Unemployed	Rural	High School or Below	1,672,898,400
53	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	4c6baecb-ba5c-428d-8d37-589fe7850152	no_churn	0.015002	0	no_churn	-0.062856	-0.003076	-0.092129	0.007149	0.05764	0.004452	-0.034931	-0.055276	Female	80	No	No	Employed	Suburban	College	1,672,898,400
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9c85cf7d-e32c-48da-8222-c119d6ae94e2	churn	0.540524	1	churn	0.025901	-0.003413	-0.043977	0.06131	-0.000967	0.101233	-0.027175	-0.009027	Male	49	No	Yes	Disabled	Suburban	Master	1,672,898,400
7	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	9b741ce5-8ab5-481a-86d3-1b54ee645f89	churn	0.405712	1	churn	-0.012513	-0.003998	-0.02205	-0.141657	-0.001598	0.054324	-0.053039	-0.0703	Female	23	No	No	Retired	Urban	College	1,672,898,400
49	Yes	No	Fiber optic	Phone_Support	Month-to-month	<80hrs	Active	9b7a2052-beb6-46d0-b366-8371f5188c03	no_churn	0.037012	0	no_churn	-0.144147	-0.003483	-0.135595	-0.052465	0.001977	0.061232	-0.037602	0.051056	Female	65	No	No	Unemployed	Rural	College	1,672,898,400
54	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	bac682b5-43f6-4f93-a8c7-54a390856d8e	no_churn	0.229026	0	no_churn	-0.184846	-0.003546	0.049019	-0.065416	0.027896	-0.013954	-0.079854	0.031676	Female	80	Yes	No	Employed	Urban	High School or Below	1,672,898,400
71	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	e60bef07-782f-4595-9c3f-3b0dcde7cec5	no_churn	0.004495	0	no_churn	-0.061977	-0.003512	-0.012638	-0.020423	-0.015405	-0.130857	-0.010778	-0.013436	Male	39	No	No	Employed	Suburban	Bachelor	1,672,898,400
72	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	a02d3b20-8184-4d27-8333-703da08bf0c2	no_churn	0.01922	0	no_churn	-0.121893	-0.002429	0.017145	-0.011939	0.040212	-0.153548	0.045151	0.047033	Female	46	No	Yes	Unemployed	Suburban	High School or Below	1,672,898,400
69	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	1f9812e5-b109-4c36-968a-cb847e231a34	no_churn	0.005652	0	no_churn	-0.096823	-0.003945	0.004586	-0.093799	0.016257	0.04991	-0.029595	-0.068672	Male	24	No	Yes	Unemployed	Urban	Bachelor	1,672,898,400
33	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e25afc71-0bdb-4b52-8062-5df0fb96dc8a	no_churn	0.116864	0	no_churn	-0.091	-0.007845	-0.023771	-0.100623	-0.016991	0.032477	-0.031875	-0.023398	Female	25	No	Yes	Employed	Rural	High School or Below	1,672,898,400
56	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	1874dd22-89a3-4fea-906a-a93da4aba50d	no_churn	0.031138	0	no_churn	0.004266	-0.003664	-0.013477	-0.022542	0.023032	-0.169745	-0.031991	-0.054905	Male	58	No	No	Employed	Suburban	Bachelor	1,672,898,400
6	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	cab9b599-ce4f-43bd-afaa-b70c40752bca	no_churn	0.27042	0	no_churn	-0.027918	0.020665	0.016448	-0.055528	0.037248	0.093532	-0.036806	-0.022047	Female	24	No	Yes	Employed	Suburban	College	1,672,898,400
53	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	d8df9af4-2db1-4453-8f1f-e78b79c1340c	no_churn	0.015002	0	no_churn	-0.062856	-0.003076	-0.092129	0.007149	0.05764	0.004452	-0.034931	-0.055276	Female	66	No	Yes	Medical Leave	Urban	Bachelor	1,672,898,400
56	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	1c01ec46-0611-4721-90c1-ead06a7a1f25	no_churn	0.031138	0	no_churn	0.005458	-0.003294	-0.048278	-0.0624	0.06239	0.036957	-0.03511	-0.044749	Female	21	No	Yes	Employed	Rural	College	1,672,898,400
18	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	e315c82f-13d6-48b9-b7e4-411858160b74	no_churn	0.179058	0	no_churn	-0.048157	-0.019167	-0.033077	-0.048723	-0.078405	0.027902	-0.025671	0.006271	Female	67	No	Yes	Employed	Rural	College	1,672,898,400
35	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3dead518-7ada-4a69-ac4c-fe189ca5883f	churn	0.179364	1	churn	-0.051774	-0.004808	-0.056568	0.110153	0.010347	0.02496	0.003664	0.003375	Female	78	No	No	Unemployed	Suburban	Bachelor	1,672,898,400
11	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	16e0c079-32d7-46be-af63-8cdfbbb6543f	no_churn	0.569029	0	no_churn	-0.053204	-0.004025	-0.11868	-0.004668	-0.052659	0.058622	-0.067735	-0.006677	Male	45	No	Yes	Employed	Suburban	College	1,672,898,400
10	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	c72663f1-8aab-4061-9bfa-c5c96f18c944	churn	0.596614	1	churn	-0.007841	-0.002811	-0.074556	-0.110707	0.007396	0.083751	-0.024117	0.089858	Female	72	Yes	No	Unemployed	Rural	College	1,672,898,400
13	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	46687d84-5f18-4376-be37-6e5d90db4157	churn	0.518246	1	churn	-0.096441	0.033426	-0.001371	-0.091781	-0.055572	0.062798	-0.055032	-0.065052	Female	64	No	No	Employed	Suburban	Bachelor	1,672,898,400
40	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d6a75136-0454-411c-b8be-9dc7fea40165	no_churn	0.012736	0	no_churn	-0.104104	-0.021087	-0.072949	-0.057878	0.005082	0.04759	-0.02628	-0.027401	Female	43	No	No	Unemployed	Suburban	College	1,672,898,400
10	Yes	No	Medium Speed	Phone_Support	Month-to-month	<80hrs	Active	f032032d-f24b-4949-982d-dd021a3c8755	churn	0.596614	1	churn	-0.007841	-0.002811	-0.074556	-0.110707	0.007396	0.083751	-0.024117	0.089858	Female	70	No	No	Retired	Suburban	College	1,672,898,400
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6b9e4d7a-e30a-4af3-aa35-41f7a7907523	churn	0.697126	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Female	66	No	No	Unemployed	Suburban	College	1,672,898,400
72	Yes	Yes	High Speed	Phone_Support	Month-to-month	100hrs+	Active	b3c7c3d8-188a-45de-8056-b700f7ac2ab4	no_churn	0.015488	0	no_churn	-0.068448	-0.001485	0.016409	0.000685	0.109919	0.109069	0.080199	0.090363	Male	35	No	Yes	Employed	Suburban	Doctor	1,672,898,400
11	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	da91891c-09a4-4063-a4f0-8b7b09e92253	no_churn	0.041816	0	no_churn	-0.032361	-0.00702	-0.03234	-0.06134	-0.042743	0.052851	-0.031715	-0.025024	Male	33	No	No	Employed	Suburban	College	1,672,898,400
40	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d5be2cda-3696-4f6c-ba23-3c746279feb3	no_churn	0.012736	0	no_churn	-0.104104	-0.021087	-0.072949	-0.057878	0.005082	0.04759	-0.02628	-0.027401	Male	56	No	Yes	Employed	Urban	High School or Below	1,672,898,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	c14aea22-7793-4ee9-bad0-9f65aedecc71	no_churn	0.074217	0	no_churn	-0.05307	-0.00297	0.033864	0.026061	0.002218	-0.234365	-0.014964	-0.019134	Female	63	Yes	No	Unemployed	Rural	Bachelor	1,672,898,400
56	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	6e7205bb-7344-44e8-943b-2edaa7e53f5e	no_churn	0.031138	0	no_churn	0.005458	-0.003294	-0.048278	-0.0624	0.06239	0.036957	-0.03511	-0.044749	Female	23	No	No	Employed	Suburban	Bachelor	1,672,898,400
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	3bdf978e-8071-42da-ad55-c7f9c491fd51	churn	0.736734	1	churn	0.189493	-0.002501	0.038339	0.07601	0.101403	0.161817	0.091316	0.075097	Female	42	Yes	No	Disabled	Suburban	Bachelor	1,672,898,400
71	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	af75f599-74f7-43a1-b884-d13f06850adf	no_churn	0.004495	0	no_churn	-0.061977	-0.003512	-0.012638	-0.020423	-0.015405	-0.130857	-0.010778	-0.013436	Male	67	No	No	Disabled	Suburban	College	1,672,898,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	01d301d8-1301-477d-bcd8-ab205a0150e5	no_churn	0.468198	0	no_churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	63	No	No	Employed	Urban	Bachelor	1,672,898,400
33	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0c4757a8-84cb-4442-8f24-9148ac5af426	no_churn	0.116864	0	no_churn	-0.091	-0.007845	-0.023771	-0.100623	-0.016991	0.032477	-0.031875	-0.023398	Female	77	No	Yes	Employed	Suburban	College	1,672,898,400
53	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	e054567f-e5f7-4e23-873d-e70f10256a96	no_churn	0.117792	0	no_churn	-0.100045	-0.007292	0.014684	-0.100693	-0.103864	0.036252	0.018934	0.033	Female	22	No	No	Employed	Suburban	High School or Below	1,672,898,400
38	Yes	Yes	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	be163082-ea34-4f2f-9f86-41cd4b28f309	no_churn	0.135803	0	no_churn	-0.072847	-0.010394	0.014339	-0.107917	0.013846	0.056659	-0.036433	-0.067567	Male	44	No	Yes	Employed	Suburban	College	1,672,898,400
29	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	a68b0b84-a826-4379-89fa-de0de7b25913	no_churn	0.025792	0	no_churn	-0.059707	-0.004494	-0.017796	-0.041809	-0.023762	-0.078383	-0.019874	-0.023202	Male	36	No	No	Unemployed	Rural	College	1,672,898,400
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	37716329-8102-429a-a3b4-72f0a84efb65	churn	0.456244	1	churn	0.062688	-0.001059	0.104769	0.189686	0.129826	0.12189	0.013166	0.024568	Female	54	Yes	Yes	Employed	Suburban	High School or Below	1,672,898,400
5	No	No phone service	High Speed	Phone_Support	Month-to-month	<50hrs	Active	9084371c-605a-4db8-a9b1-4e43c7008758	churn	0.527287	1	churn	0.217899	0.015269	0.00687	0.040811	0.060686	0.161492	0.104044	0.059486	Female	64	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
50	Yes	Yes	Fiber optic	In_Store_Support	One year	<80hrs	Active	4733c889-e5e0-429d-b947-f408f7c07ccd	no_churn	0.221443	0	no_churn	0.034293	-0.005483	0.092563	0.138776	0.083315	-0.028418	0.150322	0.085606	Male	22	No	Yes	Unemployed	Suburban	College	1,672,898,400
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	7945386b-96e0-4171-a304-f5ff171082c7	no_churn	0.057223	0	no_churn	-0.270389	-0.003691	0.033851	-0.071571	0.013133	0.043695	-0.001183	-0.012872	Male	35	No	Yes	Employed	Suburban	College	1,672,898,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b5203d6e-1754-4fdb-84c1-8ce43557b8a6	churn	0.687914	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	22	Yes	Yes	Employed	Rural	High School or Below	1,672,898,400
45	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	eeb31798-c165-44e2-bd02-d46a17ea22b5	no_churn	0.374714	0	no_churn	-0.190763	-0.004446	0.049193	0.031427	0.034646	0.076211	0.044037	0.015549	Female	55	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,898,400
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	c00402b1-604a-42c1-8013-fd9c784341dd	no_churn	0.584084	0	no_churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Male	50	No	Yes	Employed	Urban	High School or Below	1,672,898,400
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	84a16dad-eea6-4654-bb06-4f1cb155b9f6	no_churn	0.468198	0	no_churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Female	66	No	No	Unemployed	Rural	Bachelor	1,672,898,400
47	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	03140f7c-cb62-455d-b0ca-d869482a809e	no_churn	0.210408	0	no_churn	-0.071302	-0.004321	0.047515	0.101255	-0.158132	0.060534	-0.02033	-0.010759	Male	31	No	Yes	Disabled	Suburban	High School or Below	1,672,898,400
40	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f156c880-f3be-4495-92e4-ff0f99d70680	no_churn	0.009189	0	no_churn	-0.089668	-0.017468	-0.004463	-0.029158	-0.088195	0.038021	-0.04665	-0.028945	Male	41	No	No	Unemployed	Urban	Bachelor	1,672,898,400
3	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	058e4bc1-4b01-43ae-b571-8589e74ee589	churn	0.525979	1	churn	0.100651	-0.007702	-0.005903	-0.103438	-0.027927	0.080176	-0.026896	-0.034595	Male	38	Yes	No	Unemployed	Rural	Bachelor	1,672,898,400
46	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8c819eb4-cc28-4f75-8743-3cd9ea31c14b	no_churn	0.145867	0	no_churn	-0.214908	-0.003644	0.043656	0.019836	0.005681	0.061382	-0.03211	-0.013606	Female	62	Yes	Yes	Unemployed	Suburban	College	1,672,898,400
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	4c8e9ef5-3a85-491b-bf90-82373347ac85	no_churn	0.594083	0	no_churn	0.071063	-0.002448	0.075384	0.044057	0.049789	0.142974	0.118072	0.082992	Female	77	Yes	Yes	Employed	Urban	College	1,672,898,400
25	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	33134bdc-5605-4c2f-8fcf-7f8f4924a809	no_churn	0.069159	0	no_churn	0.01314	0.091043	0.027891	-0.121326	0.020919	0.074975	-0.035639	-0.043696	Male	37	No	Yes	Employed	Suburban	College	1,672,898,400
8	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	743803aa-2e56-425e-86a4-81f0d254009a	no_churn	0.732914	0	no_churn	0.145752	-0.002237	0.0179	-0.022266	0.109668	0.149395	0.166963	0.132464	Male	48	No	No	Unemployed	Suburban	Bachelor	1,672,898,400
24	No	No phone service	Low Speed	Phone_Support	Month-to-month	<50hrs	Active	558ac5a2-0079-470a-9c24-06e1d179db36	churn	0.344212	1	churn	-0.039573	0.01923	-0.048197	-0.036757	0.038734	0.084796	0.027027	0.055381	Male	65	No	Yes	Unemployed	Suburban	College	1,672,898,400
70	Yes	Yes	Fiber optic	Phone_Support	One year	100hrs+	Active	24826933-0147-4e48-9ed6-1606313f766e	no_churn	0.251398	0	no_churn	-0.159136	-0.001618	0.041724	-0.026942	-0.061364	-0.17442	0.057427	0.065304	Male	27	No	Yes	Unemployed	Urban	High School or Below	1,672,898,400
2	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	6e652e22-22f3-4a26-a446-022ab65772c2	churn	0.667348	1	churn	0.266097	-0.00606	-0.03215	0.106095	-0.029405	0.116026	-0.017565	-0.0257	Female	75	No	No	Employed	Suburban	High School or Below	1,672,898,400
26	Yes	No	High Speed	In_Store_Support	One year	<80hrs	Active	4d2b545c-c705-4e22-9ab3-d41cbe0c3fe2	no_churn	0.095227	0	no_churn	-0.104537	-0.004339	-0.038849	-0.031059	-0.063461	-0.073696	0.013959	0.032958	Female	49	No	No	Employed	Rural	High School or Below	1,672,898,400
14	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	29c34302-3e67-49a9-bb3f-da95b4c6d517	no_churn	0.043987	0	no_churn	-0.033399	-0.006334	-0.031002	-0.033667	-0.026433	-0.073254	-0.02654	-0.038397	Female	54	Yes	No	Employed	Suburban	High School or Below	1,672,898,400
22	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	9140dc6b-2da7-4d30-b26b-0539b1ead7b0	churn	0.465704	1	churn	0.055491	-0.001891	0.110857	0.135425	-0.009467	0.104919	-0.012192	0.003285	Female	32	Yes	No	Unemployed	Suburban	Bachelor	1,672,898,400
12	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	bf759676-6dba-4e02-ba97-4ebeb61b1f4f	no_churn	0.123122	0	no_churn	0.022361	-0.004476	-0.061592	-0.014264	-0.035641	0.037441	-0.011759	-0.009565	Male	20	No	Yes	Employed	Rural	College	1,672,898,400
70	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	ca48c227-d311-4e2d-9647-68144db3e47f	no_churn	0.040674	0	no_churn	-0.095873	-0.001997	0.00482	-0.026696	0.016247	-0.24385	0.042536	0.051785	Male	28	Yes	No	Disabled	Suburban	College	1,672,898,400
50	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	43f23d1f-bc58-4e99-a2e9-5f61a456e519	churn	0.340662	1	churn	0.072835	0.000405	0.088634	0.110778	0.116363	0.142153	0.000232	0.015236	Male	74	No	No	Unemployed	Suburban	College	1,672,898,400
9	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	04c3e845-8df8-455c-ac0d-8735f26fecc3	no_churn	0.235822	0	no_churn	-0.010479	-0.01463	-0.036983	-0.080064	-0.139622	0.042872	-0.001963	0.011843	Male	47	No	No	Employed	Suburban	High School or Below	1,672,898,400
20	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	c13af3f9-34da-45e8-8909-c42cfa2b7bc0	no_churn	0.015288	0	no_churn	-0.144515	0.0402	0.002202	-0.049899	0.021722	0.056805	-0.054961	-0.06058	Female	50	Yes	Yes	Employed	Rural	High School or Below	1,672,898,400
22	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	35b5497e-98f6-42fb-a8d5-7854b6752fa3	churn	0.425215	1	churn	-0.07877	-0.00397	-0.030487	0.081884	0.020576	0.073363	-0.021556	-0.028461	Male	34	No	No	Unemployed	Urban	High School or Below	1,672,898,400
71	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	afbd065f-c988-4207-99a3-4d110585baeb	no_churn	0.006851	0	no_churn	-0.080087	-0.003033	-0.015305	-0.01142	-0.034613	-0.175198	0.027007	0.023623	Male	42	No	No	Employed	Suburban	Bachelor	1,672,898,400
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ef69a984-9327-4236-94da-685488e34155	churn	0.609438	1	churn	0.24186	0.054012	0.027869	-0.04414	-0.112285	0.132537	-0.044866	-0.039967	Male	40	No	Yes	Retired	Suburban	Bachelor	1,672,898,400
29	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	228a40da-4735-4df5-b3d5-f50dff66d993	no_churn	0.025792	0	no_churn	-0.092154	-0.008883	-0.02154	-0.093824	-0.0288	0.034923	-0.034892	-0.023855	Female	62	Yes	Yes	Employed	Rural	College	1,672,898,400
4	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	9db63f38-8151-4b8f-837e-788b33b48347	churn	0.162102	1	churn	0.011936	-0.01301	-0.086743	-0.125288	-0.022233	0.064519	-0.049692	-0.048516	Female	65	No	No	Employed	Suburban	Bachelor	1,672,898,400
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a4dbceaf-6fab-4865-956d-cc83ee62ddda	no_churn	0.540717	0	no_churn	-0.062592	-0.007967	-0.01199	0.12992	0.055456	0.096735	-0.036731	-0.020901	Female	49	No	Yes	Retired	Suburban	College	1,672,898,400
43	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	c081825a-4258-4deb-b5f4-7bf4af4956c4	churn	0.636542	1	churn	0.041956	-0.00195	0.114813	0.136427	0.051657	0.133383	0.06654	0.081147	Female	48	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
2	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	2a5bfb53-3796-42fe-9023-05e0cc6fda6c	churn	0.667348	1	churn	0.266097	-0.00606	-0.03215	0.106095	-0.029405	0.116026	-0.017565	-0.0257	Female	57	No	No	Medical Leave	Urban	Bachelor	1,672,898,400
21	Yes	No	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	df63e9c3-99fd-4b11-96f7-dadcff734b8a	no_churn	0.129326	0	no_churn	0.073571	-0.007087	0.012227	0.066394	-0.037283	0.121677	0.134865	0.00661	Male	75	No	No	Employed	Suburban	Master	1,672,898,400
26	Yes	No	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	a2048d4b-ac06-4d33-9a3e-4752c7818c66	no_churn	0.459123	0	no_churn	-0.186852	-0.007606	-0.064108	0.045505	-0.064809	0.034388	0.006569	0.027886	Male	70	No	No	Employed	Suburban	Bachelor	1,672,898,400
28	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	1d6402db-8a3d-47af-bc28-8451a295dad2	no_churn	0.069434	0	no_churn	-0.117354	-0.01075	-0.032236	-0.061672	0.018307	0.036688	-0.050786	-0.04789	Male	27	Yes	No	Employed	Suburban	Bachelor	1,672,898,400
13	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	8c2dd260-fb6b-4515-9764-ed95ff220c45	no_churn	0.186797	0	no_churn	0.11764	-0.0077	-0.028502	0.018864	0.156313	0.124353	0.1295	0.130506	Male	35	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
13	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	68456b5d-0ab9-4c5c-ba87-1113e26dc3f5	no_churn	0.186797	0	no_churn	0.11764	-0.0077	-0.028502	0.018864	0.156313	0.124353	0.1295	0.130506	Female	58	No	Yes	Employed	Urban	Bachelor	1,672,898,400
6	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2486f42c-8f78-4c1b-aebe-4284cc4a0f2b	churn	0.376232	1	churn	-0.049581	-0.009321	-0.017576	-0.097073	-0.037958	0.046631	-0.052693	-0.039585	Male	77	No	No	Employed	Suburban	Bachelor	1,672,898,400
1	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	30878962-8c1c-4ead-99ff-e31a185d4bb4	churn	0.514037	1	churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Male	27	Yes	No	Employed	Suburban	Bachelor	1,672,898,400
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	25911e84-a79d-432c-b006-5ad07268fc33	churn	0.551295	1	churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Female	57	No	No	Employed	Rural	Bachelor	1,672,898,400
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f29f93dc-4755-481a-88bf-1e456d459b16	churn	0.687914	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	59	No	Yes	Unemployed	Suburban	College	1,672,898,400
70	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	8be02037-7cac-47e1-af22-38cf19e0c173	churn	0.138057	0	no_churn	-0.198117	-0.0067	0.012065	0.042414	-0.065217	0.005189	0.011969	0.03937	Male	74	No	No	Employed	Suburban	College	1,672,898,400
6	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	88685b59-e772-426a-9020-1e18738bb596	no_churn	0.27042	0	no_churn	-0.027918	0.020665	0.016448	-0.055528	0.037248	0.093532	-0.036806	-0.022047	Male	25	No	Yes	Employed	Suburban	Bachelor	1,672,898,400
2	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	1a5d587d-467c-4927-b828-bb9d87cc25ad	no_churn	0.422781	0	no_churn	0.218512	-0.007112	-0.015082	-0.014567	0.093425	0.135641	0.061242	0.105581	Female	26	No	Yes	Disabled	Urban	College	1,672,898,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d25c06b6-ea5f-4bd8-89cd-1c8f1106eb12	churn	0.744726	1	churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	71	Yes	Yes	Unemployed	Suburban	College	1,672,898,400
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3f1242d5-5ee9-415c-8494-c68d0ae01d0e	no_churn	0.672023	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	56	No	No	Medical Leave	Urban	Master	1,672,898,400
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	66bbeb58-f02f-42eb-b708-72b4669d40da	no_churn	0.472048	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	35	No	Yes	Employed	Rural	Bachelor	1,672,898,400
71	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6e802e09-a773-42d2-8caa-59393525d417	no_churn	0.004495	0	no_churn	-0.057106	-0.003686	0.001673	-0.029094	0.00212	0.056373	-0.016513	-0.012795	Male	61	No	No	Employed	Suburban	Bachelor	1,672,898,400

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