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
40	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	50b0141e-4058-4fac-b4b3-d3cf3c1f1a95	no_churn	0.304065	0	no_churn	-0.142049	-0.002756	0.030962	-0.029574	-0.056577	-0.160006	0.058979	0.059329	Female	54	No	No	Employed	Suburban	Bachelor	1,672,034,400
52	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	57318621-3088-41e5-9ebd-d33f60faa3d4	no_churn	0.021787	0	no_churn	-0.062744	-0.00331	-0.011598	-0.020987	-0.027382	-0.065958	-0.027294	-0.049753	Female	58	No	No	Disabled	Rural	Bachelor	1,672,034,400
9	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	22aeedb8-7d4a-441e-83ba-92b4090cad6f	no_churn	0.244136	0	no_churn	-0.035714	-0.009773	-0.020175	-0.074904	-0.048364	0.050057	-0.032053	-0.025325	Female	57	No	Yes	Employed	Rural	High School or Below	1,672,034,400
32	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	cf01c9a0-d92a-455b-885f-aba9fa057ef6	no_churn	0.574226	0	no_churn	-0.02484	-0.001374	0.061216	0.070497	0.033173	0.098593	0.022827	0.036739	Male	58	Yes	No	Employed	Suburban	College	1,672,034,400
35	No	No phone service	High Speed	Phone_Support	Two year	0hrs	Disabled	c84745c0-59a4-4556-9220-4616fd201ced	no_churn	0.017597	0	no_churn	-0.063303	0.027462	0.008511	-0.042142	0.025386	-0.160088	-0.016833	-0.028019	Male	71	No	Yes	Disabled	Urban	College	1,672,034,400
67	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	e6f8732e-d3bd-4d49-af5f-fc2b2c0dfbae	no_churn	0.029407	0	no_churn	-0.055887	-0.003847	-0.020632	-0.024445	-0.018167	-0.104664	-0.020858	-0.020528	Female	46	No	Yes	Employed	Urban	Master	1,672,034,400
32	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	8f9ffb91-d262-4a20-8ef2-0f5718f31bb6	no_churn	0.11483	0	no_churn	-0.048708	-0.003761	-0.004153	-0.080429	0.041076	0.044871	-0.039738	-0.058182	Male	36	No	No	Employed	Urban	Bachelor	1,672,034,400
25	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	fe83e9cb-fb56-4017-a37d-eecdf355b225	no_churn	0.096761	0	no_churn	0.088704	-0.001522	0.109907	-0.027252	0.091071	0.134226	0.120792	0.091715	Female	75	No	Yes	Employed	Rural	College	1,672,034,400
52	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	2c00e8a7-1872-4c91-9d3d-64768a984b56	no_churn	0.021787	0	no_churn	-0.062744	-0.00331	-0.011598	-0.020987	-0.027382	-0.065958	-0.027294	-0.049753	Male	47	No	No	Employed	Suburban	College	1,672,034,400
35	Yes	No	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	c07e8014-3c65-4605-89e5-b776a990c154	churn	0.264436	1	churn	-0.006897	-0.00147	0.025503	0.077559	-0.016673	-0.001009	-0.107839	-0.018201	Female	64	Yes	Yes	Employed	Suburban	Bachelor	1,672,034,400
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	fb00bd93-3124-4ed6-bc6e-bdf75ab1a4e1	churn	0.553844	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	22	Yes	No	Employed	Suburban	High School or Below	1,672,034,400
60	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	9b0b057c-f6ec-4ea6-8103-e76f42a19a34	no_churn	0.128345	0	no_churn	-0.124172	-0.003034	-0.005519	-0.043775	-0.051516	-0.075298	0.00724	0.027047	Male	74	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
62	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	71e80529-e9c0-4ce4-bdb1-30fc5ea45327	no_churn	0.099641	0	no_churn	-0.134105	-0.005051	-0.007224	-0.02257	-0.07731	-0.064489	0.025156	0.030851	Female	43	Yes	Yes	Medical Leave	Suburban	High School or Below	1,672,034,400
58	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	548dcb22-c4d9-433b-aae8-663aac521d04	no_churn	0.01048	0	no_churn	-0.046768	-0.003818	-0.01367	-0.015958	0.018005	-0.105423	-0.034892	-0.066501	Male	37	Yes	No	Employed	Suburban	High School or Below	1,672,034,400
12	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	179265ae-77f6-470d-a692-5ee9658813de	no_churn	0.009454	0	no_churn	-0.006445	-0.00438	-0.026256	-0.019731	0.001609	-0.148277	-0.030676	-0.03487	Female	32	Yes	Yes	Employed	Suburban	Bachelor	1,672,034,400
66	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8c84f3a0-1258-4477-b9e1-c32eea8ce06a	no_churn	0.489647	0	no_churn	-0.188533	-0.002565	0.055552	-0.067166	-0.008758	0.062453	-0.02379	-0.037718	Female	48	No	Yes	Employed	Suburban	College	1,672,034,400
24	Yes	Yes	High Speed	Phone_Support	One year	0hrs	Disabled	5fd930fb-97aa-4389-969a-845732ba878f	no_churn	0.10663	0	no_churn	-0.030832	-0.005165	0.026783	-0.01014	0.005698	-0.158572	-0.034103	-0.062695	Male	78	Yes	Yes	Employed	Rural	College	1,672,034,400
52	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	1e4bd0e4-e24d-4faa-b8ed-b3ab2d534833	no_churn	0.021787	0	no_churn	-0.062744	-0.00331	-0.011598	-0.020987	-0.027382	-0.065958	-0.027294	-0.049753	Male	20	No	No	Employed	Suburban	High School or Below	1,672,034,400
55	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	5145d377-462c-4258-8340-98e785d2b7d4	no_churn	0.007362	0	no_churn	-0.04789	-0.003391	-0.007727	-0.072123	-0.019716	-0.088042	-0.015014	-0.015123	Female	37	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
13	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	494eb228-a352-46b4-8414-d5805c3c1985	no_churn	0.137821	0	no_churn	-0.075208	-0.012263	-0.021152	-0.077038	-0.046161	0.040434	-0.040451	-0.037187	Female	80	Yes	Yes	Employed	Suburban	High School or Below	1,672,034,400
60	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	d2da4180-4bad-4739-b735-fbe338bea6cb	no_churn	0.010188	0	no_churn	-0.045345	-0.003073	-0.003267	-0.024823	0.002897	-0.132579	-0.031737	-0.031099	Male	68	No	Yes	Employed	Suburban	College	1,672,034,400
1	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	e5c65010-a176-4421-acbc-eb147db272c5	no_churn	0.377566	0	no_churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	33	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	bb9b701c-d8d8-4f38-ac30-3dc80332fa1e	no_churn	0.377361	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	27	No	Yes	Employed	Rural	Bachelor	1,672,034,400
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	55dfe13a-1c16-4fef-a4aa-b03e231d629a	no_churn	0.132606	0	no_churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	52	Yes	No	Employed	Suburban	Master	1,672,034,400
60	Yes	Yes	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	7d7702f1-2ea4-4121-b77a-fae7936368df	no_churn	0.320296	0	no_churn	0.080234	0.00184	0.036103	0.086863	0.131966	-0.039377	0.164826	0.098519	Male	74	No	No	Employed	Suburban	Bachelor	1,672,034,400
25	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	d97ce102-13b9-41b3-8550-b77c4ad7c247	churn	0.041503	1	churn	0.118242	0.002553	0.085851	0.034333	0.019762	-0.011334	0.005517	0.00199	Female	20	No	Yes	Unemployed	Urban	High School or Below	1,672,034,400
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6231e48e-a64a-48f5-94f6-a2f7223f4fc7	churn	0.311067	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	57	No	No	Unemployed	Suburban	High School or Below	1,672,034,400
60	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	9d1c992c-e01f-4c4c-85b5-5db407cf08ab	no_churn	0.010188	0	no_churn	-0.045345	-0.003073	-0.003267	-0.024823	0.002897	-0.132579	-0.031737	-0.031099	Female	26	No	No	Employed	Urban	High School or Below	1,672,034,400
27	Yes	Yes	Low Speed	In_Store_Support	One year	<50hrs	Active	d6a18353-316d-4f05-90b8-c00135a598bb	no_churn	0.115751	0	no_churn	-0.087518	-0.003048	-0.022023	-0.039196	-0.08316	-0.083388	0.059564	0.049743	Male	52	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
47	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	f24eda1f-d934-4800-b755-770ff7d418da	no_churn	0.009373	0	no_churn	-0.024692	-0.00499	-0.012256	-0.035189	0.012074	-0.130155	-0.025877	-0.047941	Female	78	Yes	Yes	Medical Leave	Suburban	Bachelor	1,672,034,400
50	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ce57c551-5520-4134-af70-a9fef354aba0	no_churn	0.101025	0	no_churn	-0.136491	0.008784	-0.011784	-0.043254	-0.068508	0.041915	-0.028229	-0.021459	Female	24	No	No	Employed	Suburban	High School or Below	1,672,034,400
28	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	750a9614-ce46-4c5f-9ba2-1a4486e73bd7	no_churn	0.156802	0	no_churn	-0.049212	-0.001617	0.030579	-0.007946	-0.034788	-0.210146	-0.025078	0.069182	Male	60	No	No	Employed	Suburban	Bachelor	1,672,034,400
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	200bf1b3-a0ae-44a0-abb0-ffc78264edaf	churn	0.41406	1	churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Female	42	No	No	Employed	Suburban	Bachelor	1,672,034,400
65	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	b35c520d-1914-40e6-a0f9-adf411eb5559	churn	0.196242	0	no_churn	-0.104438	-0.002512	0.013105	0.012072	-0.14043	-0.120208	0.038338	0.045047	Female	66	No	No	Employed	Suburban	Bachelor	1,672,034,400
60	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	ef10b440-3bcf-44c4-bbc2-71ab03100bc4	no_churn	0.128345	0	no_churn	-0.124172	-0.003034	-0.005519	-0.043775	-0.051516	-0.075298	0.00724	0.027047	Male	23	Yes	No	Employed	Suburban	Bachelor	1,672,034,400
69	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	cf69b4eb-a07d-4feb-b4fd-ad2fd83a3a5e	no_churn	0.007228	0	no_churn	-0.041932	-0.002801	-0.00592	-0.027215	-0.024334	-0.106225	-0.016722	-0.043876	Female	73	No	Yes	Medical Leave	Suburban	College	1,672,034,400
58	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	0e59af72-a279-45ef-86c0-61191138f719	no_churn	0.01048	0	no_churn	-0.064214	-0.003993	-0.01275	-0.023992	-0.032814	-0.095844	-0.014251	-0.021167	Male	23	No	No	Unemployed	Rural	College	1,672,034,400
15	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	6d59c07a-57d9-4041-8bf5-07753fcd4e79	no_churn	0.012881	0	no_churn	-0.00049	-0.005044	-0.026512	-0.025387	-0.046627	-0.132235	-0.013508	-0.019223	Male	43	No	No	Unemployed	Suburban	Master	1,672,034,400
13	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	a281dd09-6a4b-4774-adaa-eebfdfaeb9d8	churn	0.842274	1	churn	0.151816	-0.00264	0.019828	0.059131	0.083168	0.153631	0.107761	0.036851	Male	75	Yes	No	Unemployed	Suburban	High School or Below	1,672,034,400
60	No	No phone service	High Speed	In_Store_Support	Two year	100hrs+	Active	c88afaf8-6a63-4b34-aa7d-03285c50c696	no_churn	0.070225	0	no_churn	-0.08821	-0.003252	-0.002423	-0.015611	-0.060399	-0.123426	0.007892	0.016403	Male	59	No	Yes	Unemployed	Suburban	High School or Below	1,672,034,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b5b772af-0b95-4aa8-86e4-8212e9219b8d	churn	0.876743	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	24	No	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
7	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	926c48db-bd65-4bc6-9159-6d2a4ae41906	churn	0.34524	1	churn	-0.016098	-0.007543	-0.009408	-0.056014	-0.135667	0.042421	-0.035017	-0.025284	Male	80	Yes	No	Employed	Rural	College	1,672,034,400
52	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	e254e067-86ac-4cd9-975d-c99ecec8f268	no_churn	0.021787	0	no_churn	-0.062744	-0.00331	-0.011598	-0.020987	-0.027382	-0.065958	-0.027294	-0.049753	Male	47	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
15	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	829238ec-55dd-425f-ad61-5f1855c49988	no_churn	0.012881	0	no_churn	-0.00049	-0.005044	-0.026512	-0.025387	-0.046627	-0.132235	-0.013508	-0.019223	Male	20	No	Yes	Employed	Rural	Bachelor	1,672,034,400
46	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	7b69ce27-2e4d-4246-a3ba-8f10f9bf9acd	no_churn	0.019092	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Female	63	No	Yes	Employed	Suburban	Bachelor	1,672,034,400
52	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	c2140b66-4e07-4ba0-8c04-2f7de5d9b0f3	no_churn	0.021787	0	no_churn	-0.062744	-0.00331	-0.011598	-0.020987	-0.027382	-0.065958	-0.027294	-0.049753	Female	42	Yes	No	Unemployed	Suburban	Bachelor	1,672,034,400
15	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	1f3b44bf-d351-4a46-b441-2ec2bc5f485a	no_churn	0.012881	0	no_churn	-0.00049	-0.005044	-0.026512	-0.025387	-0.046627	-0.132235	-0.013508	-0.019223	Male	48	No	No	Employed	Suburban	College	1,672,034,400
13	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	717ba56b-e314-4826-ba84-009a4fe03304	churn	0.594221	1	churn	0.212419	-0.002908	-0.014876	0.135277	0.049925	0.14197	0.123748	0.075418	Male	23	No	No	Employed	Suburban	High School or Below	1,672,034,400
72	No	No phone service	Low Speed	Phone_Support	Two year	100hrs+	Active	09ad390a-fb31-4d76-982b-ef601ab3aa51	churn	0.023502	0	no_churn	-0.150377	-0.000611	-0.007778	-0.008617	0.026583	-0.166533	0.027438	0.04087	Male	56	Yes	No	Employed	Suburban	College	1,672,034,400
55	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	4746758b-ecfa-45e1-b10f-aef546ee8d3b	no_churn	0.290858	0	no_churn	-0.055636	-0.002364	0.027386	-0.042626	-0.044811	-0.137085	0.03628	0.056496	Female	77	Yes	No	Employed	Suburban	Bachelor	1,672,034,400
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	8879bedd-af05-48c3-96ff-69b64a368fda	no_churn	0.297216	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Male	32	No	No	Employed	Urban	College	1,672,034,400
25	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	d10f9d17-8330-4a2f-96c3-b239732d07e8	churn	0.041503	1	churn	0.118242	0.002553	0.085851	0.034333	0.019762	-0.011334	0.005517	0.00199	Male	20	Yes	No	Employed	Rural	College	1,672,034,400
52	No	No phone service	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	6f208963-1023-401c-a8ec-2813586b478a	no_churn	0.00947	0	no_churn	-0.071638	0.023809	0.008599	-0.022282	-0.019704	-0.161279	-0.013917	-0.012614	Female	54	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
50	Yes	No	Fiber optic	Phone_Support	One year	100hrs+	Active	571a8d74-2f45-4c0f-8608-e86689b84186	no_churn	0.178365	0	no_churn	-0.117794	-0.002639	-0.023735	-0.030542	-0.001567	-0.131568	0.017587	0.031232	Female	65	No	Yes	Employed	Urban	College	1,672,034,400
15	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	6336d64c-5291-4627-9e9f-09af318dff43	no_churn	0.012881	0	no_churn	-0.00049	-0.005044	-0.026512	-0.025387	-0.046627	-0.132235	-0.013508	-0.019223	Male	52	Yes	Yes	Employed	Urban	Master	1,672,034,400
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	72bf97a2-0804-4088-9021-f52b2166439e	no_churn	0.297216	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Female	22	Yes	No	Unemployed	Suburban	College	1,672,034,400
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	720eae8e-7fea-4dba-94a5-4c51820d2256	no_churn	0.499784	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	70	Yes	No	Employed	Rural	College	1,672,034,400
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	2171ba53-fff1-4bd5-b2c2-a99a5b532d64	churn	0.457277	0	no_churn	-0.050546	-0.002928	0.105219	0.02108	0.09468	0.083835	0.058458	0.069973	Male	49	Yes	No	Employed	Suburban	High School or Below	1,672,034,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	463fe33e-0b97-4d77-a762-c9577842e977	churn	0.821625	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	74	Yes	Yes	Employed	Suburban	College	1,672,034,400
60	Yes	Yes	Medium Speed	Web_Chat_Support	One year	<50hrs	Active	afb8b1e6-c546-46e0-85d8-ecb9d91c1bce	no_churn	0.320296	0	no_churn	0.080234	0.00184	0.036103	0.086863	0.131966	-0.039377	0.164826	0.098519	Female	28	No	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
41	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	beea3ec4-6e6d-4bc7-95ec-7e33a72d3b88	no_churn	0.007286	0	no_churn	-0.028505	-0.005768	-0.015328	-0.051172	0.012783	-0.119789	-0.022702	-0.038545	Female	27	Yes	Yes	Employed	Rural	Master	1,672,034,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	dc6f7353-49e5-4a71-8a4f-4f26d667248b	no_churn	0.572417	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Male	57	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,034,400
35	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	94863011-66ad-4232-bb77-c5c8a803440f	churn	0.506252	1	churn	-0.015708	-0.003731	0.060514	0.157794	0.066031	0.116547	0.007508	-0.013096	Male	43	No	Yes	Employed	Suburban	Master	1,672,034,400
41	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	eec8d677-0184-4254-a327-26435a839e21	no_churn	0.027038	0	no_churn	-0.043776	-0.004813	-0.00051	-0.07115	-0.019787	-0.065496	-0.019596	-0.043897	Female	80	No	No	Unemployed	Suburban	High School or Below	1,672,034,400
19	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	3242a8a6-58ea-4c80-8edd-0312456dbc47	no_churn	0.188147	0	no_churn	-0.103643	-0.006583	0.013201	-0.087573	0.028832	0.048243	-0.069541	-0.071963	Male	29	No	No	Employed	Suburban	Bachelor	1,672,034,400
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	30120ef7-be1e-418e-8f9d-50650887c898	churn	0.553952	1	churn	0.006605	-0.003307	0.146481	0.119195	0.075384	0.144175	0.113117	0.057887	Female	53	No	No	Disabled	Rural	High School or Below	1,672,034,400
10	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	c81fb105-ca6d-4990-b909-0fba37317c31	no_churn	0.461072	0	no_churn	0.04604	-0.005529	-0.075776	-0.060371	0.103825	0.098578	0.016504	0.087857	Male	35	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
61	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	85d33039-a951-4ad0-ae34-d86d66bfc53a	no_churn	0.012124	0	no_churn	-0.073609	-0.003527	0.003766	-0.019467	0.004953	-0.141726	-0.021021	-0.018395	Female	58	No	No	Employed	Suburban	High School or Below	1,672,034,400
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	53d52fc3-d2db-4b41-acf0-e62f944e2ff4	churn	0.457277	0	no_churn	-0.050546	-0.002928	0.105219	0.02108	0.09468	0.083835	0.058458	0.069973	Female	72	No	Yes	Retired	Suburban	Master	1,672,034,400
8	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	050c5399-49ce-4518-8e2e-f85c3f934682	no_churn	0.28761	0	no_churn	0.00862	-0.00796	-0.064171	-0.074699	-0.183214	0.04361	-0.013037	0.031825	Male	26	No	Yes	Employed	Suburban	College	1,672,034,400
13	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	c30f4bc0-e3f4-418a-8527-8599eabe276f	no_churn	0.135629	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Male	48	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
42	Yes	Yes	Low Speed	Web_Chat_Support	One year	100hrs+	Active	0eb52665-dc3f-445a-84f5-fb7aa5f43a61	no_churn	0.193209	0	no_churn	-0.086838	-0.003277	0.011172	-0.057087	-0.00972	-0.177676	0.064431	0.059969	Female	65	No	Yes	Employed	Urban	High School or Below	1,672,034,400
22	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	7dc45e0b-9d06-4d9a-9381-9244158b6291	churn	0.426897	1	churn	-0.085507	-0.004745	-0.068933	-0.013909	0.067189	0.05706	-0.001463	0.061283	Male	54	Yes	No	Unemployed	Suburban	High School or Below	1,672,034,400
4	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0e678121-bfe2-4e20-8502-7a5847d6f42d	no_churn	0.058197	0	no_churn	0.127494	-0.008182	0.000709	-0.063779	0.036799	0.088141	-0.031509	-0.005999	Female	26	No	No	Employed	Rural	Bachelor	1,672,034,400
4	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	f419c50c-f8f4-4913-bc26-d7ba75d0224b	churn	0.213685	1	churn	0.027794	-0.011964	-0.016636	-0.148777	-0.094111	0.058259	-0.044004	-0.039589	Female	22	Yes	No	Unemployed	Suburban	Bachelor	1,672,034,400
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	360a84f6-ae31-4d3d-86af-2d58225d4b7b	churn	0.443562	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	76	No	Yes	Unemployed	Suburban	College	1,672,034,400
72	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	39ad80cb-67cd-4153-9042-87d4099c41b7	no_churn	0.004618	0	no_churn	-0.075034	-0.003769	-0.006018	-0.019083	-0.027044	-0.111405	-0.012998	-0.013676	Male	22	No	Yes	Employed	Suburban	High School or Below	1,672,034,400
51	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	bdc34a3c-2381-45b4-b348-87364472400d	churn	0.368338	1	churn	0.05785	-0.000419	0.171692	0.117668	0.143942	0.114674	-0.001814	0.015785	Female	79	Yes	Yes	Retired	Suburban	Bachelor	1,672,034,400
68	Yes	Yes	Medium Speed	Phone_Support	Two year	0hrs	Disabled	3444d5f1-0e71-4a5f-86e0-7f67721d8f4c	no_churn	0.005187	0	no_churn	-0.060524	-0.00303	-0.001877	-0.031809	0.002319	-0.123664	-0.02373	-0.026712	Male	61	No	No	Employed	Suburban	College	1,672,034,400
27	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	0ad782cc-4716-4309-b1c9-a9d26726aca6	no_churn	0.125025	0	no_churn	-0.081234	-0.009735	-0.032378	-0.06355	0.007915	0.041732	-0.06171	-0.070065	Male	24	No	No	Employed	Suburban	Bachelor	1,672,034,400
4	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	22c9d71b-e9fd-4778-b911-783b4045f746	no_churn	0.058197	0	no_churn	0.127494	-0.008182	0.000709	-0.063779	0.036799	0.088141	-0.031509	-0.005999	Male	42	No	No	Medical Leave	Urban	Bachelor	1,672,034,400
11	No	No phone service	Low Speed	Phone_Support	One year	0hrs	Disabled	b976758a-3442-4939-98df-7d147ac1c05c	no_churn	0.041813	0	no_churn	0.168761	0.145666	0.064746	0.115528	0.088947	0.04409	0.007624	0.005611	Male	80	No	Yes	Employed	Rural	College	1,672,034,400
49	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	a7d93ec2-e08f-441c-940f-9692b3133952	no_churn	0.026642	0	no_churn	-0.077347	-0.003698	-0.008754	-0.012073	0.011237	-0.048576	-0.04166	-0.058156	Male	65	Yes	Yes	Retired	Urban	Bachelor	1,672,034,400
25	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	90b36247-999e-4098-9650-43c8e7d3d286	no_churn	0.096761	0	no_churn	0.088704	-0.001522	0.109907	-0.027252	0.091071	0.134226	0.120792	0.091715	Male	55	No	No	Employed	Urban	High School or Below	1,672,034,400
24	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	51a2de0b-f0bc-40a1-8666-1bf057849e51	no_churn	0.019369	0	no_churn	-0.023202	-0.004801	0.025619	-0.013629	0.004918	-0.18871	-0.030812	-0.03841	Male	28	No	No	Employed	Suburban	Bachelor	1,672,034,400
58	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	a069457f-00af-490b-a246-3a5888b40f57	no_churn	0.01048	0	no_churn	-0.046768	-0.003818	-0.01367	-0.015958	0.018005	-0.105423	-0.034892	-0.066501	Female	38	No	Yes	Employed	Suburban	College	1,672,034,400
46	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	a1a279e8-50b0-4614-87d4-a8e8c8ceaaa8	no_churn	0.019092	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Female	76	No	Yes	Retired	Rural	High School or Below	1,672,034,400
50	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	dee22284-0fa4-45be-9a3c-c5a86049efe0	no_churn	0.02994	0	no_churn	-0.070503	-0.008161	-0.019469	-0.029734	-0.02841	-0.071868	-0.021601	-0.019279	Male	63	No	No	Employed	Suburban	Doctor	1,672,034,400
7	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Active	742044f1-a902-4780-b31d-fcd9d595e37e	no_churn	0.328027	0	no_churn	-0.044725	-0.007484	-0.068637	-0.110122	-0.058889	0.042847	0.006194	0.011789	Female	59	No	Yes	Disabled	Suburban	Bachelor	1,672,034,400
25	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	46e45f0d-85dd-4ade-b865-90be8f955b73	no_churn	0.096761	0	no_churn	0.088704	-0.001522	0.109907	-0.027252	0.091071	0.134226	0.120792	0.091715	Male	51	Yes	No	Unemployed	Suburban	High School or Below	1,672,034,400
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	c19f236c-0c91-4a8d-99e1-77a3d5653354	churn	0.41406	1	churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Female	51	No	Yes	Unemployed	Urban	Master	1,672,034,400
55	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	bba36666-522e-47a1-96ca-d00e9a1f2bcc	no_churn	0.071687	0	no_churn	-0.006763	-0.003014	0.05448	-0.051736	0.005379	-0.135198	0.062672	0.065155	Female	72	No	No	Employed	Urban	Bachelor	1,672,034,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	51e38654-2a5e-4a82-922e-aa801869c1d3	no_churn	0.377361	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	75	No	Yes	Employed	Suburban	College	1,672,034,400
41	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	72d6076a-83d3-4ed7-aec7-128a643cf82b	no_churn	0.027038	0	no_churn	-0.043776	-0.004813	-0.00051	-0.07115	-0.019787	-0.065496	-0.019596	-0.043897	Male	75	No	Yes	Unemployed	Urban	Bachelor	1,672,034,400
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<80hrs	Active	7706f0c5-ba6b-4ed3-8769-efe5fb781796	no_churn	0.242561	0	no_churn	-0.111906	-0.002109	0.042073	0.049363	0.04703	-0.079431	0.064395	0.054154	Male	29	Yes	No	Disabled	Suburban	Bachelor	1,672,034,400
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	3617eb7c-f6e8-4b3e-85e7-79b1a0cfd678	no_churn	0.19924	0	no_churn	-0.138035	-0.002348	-0.000952	-0.00718	-0.056769	-0.136265	0.020717	0.051805	Female	77	No	No	Unemployed	Suburban	Bachelor	1,672,034,400
1	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	e4d85de1-322a-4dcc-9af6-1ee099a0243d	churn	0.532673	1	churn	0.308048	0.118279	0.067553	0.029049	0.067418	0.180741	-0.015453	-0.024661	Male	31	No	Yes	Employed	Suburban	College	1,672,034,400
4	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a5f371b7-6b00-4a5d-bb83-7f76fa338aab	churn	0.485735	1	churn	0.085727	-0.008205	0.081313	-0.049327	0.016739	0.11838	-0.047178	-0.055787	Male	27	Yes	Yes	Unemployed	Suburban	College	1,672,034,400
21	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8277d422-5312-4eb0-bcfc-e9fa468037fb	no_churn	0.044056	0	no_churn	-0.058537	-0.005389	-0.018694	-0.061305	-0.047326	0.047343	-0.050514	-0.054605	Female	77	No	No	Unemployed	Suburban	High School or Below	1,672,034,400
28	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	9d2deaee-c372-4ad2-9b6e-6f2785cd8625	no_churn	0.156802	0	no_churn	-0.049212	-0.001617	0.030579	-0.007946	-0.034788	-0.210146	-0.025078	0.069182	Female	56	Yes	Yes	Employed	Suburban	Bachelor	1,672,034,400

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