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
72	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	b41f9aad-c8e0-4ac7-9852-ac998ffa819c	no_churn	0.002747	0	no_churn	-0.077724	-0.00368	-0.015199	-0.014857	0.00305	-0.120785	-0.016394	-0.023437	Female	67	No	Yes	Employed	Suburban	College	1,672,293,600
38	Yes	Yes	Fiber optic	Phone_Support	One year	<80hrs	Active	b15210b1-7538-469c-8b2c-b5c6d2a964c6	no_churn	0.275668	0	no_churn	-0.105743	-0.002749	-0.052669	0.024918	-0.015922	-0.11721	-0.012326	0.012674	Female	69	No	Yes	Employed	Rural	Bachelor	1,672,293,600
35	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8a865e68-16dd-478b-84fc-c4c86b6b6307	no_churn	0.1302	0	no_churn	-0.04268	-0.006986	0.035586	-0.059851	-0.016701	0.05225	-0.034311	-0.009071	Male	23	Yes	No	Employed	Rural	High School or Below	1,672,293,600
72	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	9cbbbbc1-1f6a-4d41-9630-af95fb510bd6	no_churn	0.005304	0	no_churn	-0.135546	-0.002342	-0.011389	-0.005753	0.028137	-0.191539	0.024352	0.045054	Female	54	No	Yes	Employed	Suburban	College	1,672,293,600
5	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	805b1588-407a-4a63-9cae-c2f04449aea6	churn	0.169013	1	churn	0.13856	-0.004215	-0.015113	-0.046239	0.057747	0.101414	-0.029596	-0.059099	Male	60	No	Yes	Employed	Suburban	College	1,672,293,600
20	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	24f8d7e5-5008-42b4-b025-a16e63b531e1	churn	0.502563	1	churn	0.063733	-0.002446	0.045969	0.057914	0.150772	0.114818	0.161719	0.118495	Male	41	No	No	Unemployed	Rural	Bachelor	1,672,293,600
9	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	58bab615-b950-4739-832b-cf3f920f6616	no_churn	0.156192	0	no_churn	-0.080693	-0.007831	-0.13009	-0.048347	-0.009747	0.063826	0.006328	0.037528	Male	39	Yes	No	Employed	Urban	High School or Below	1,672,293,600
50	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	7caf1fdf-4b5d-4536-b97d-c6234118bee9	no_churn	0.02395	0	no_churn	-0.070503	-0.008161	-0.019469	-0.029734	-0.02841	-0.071868	-0.021601	-0.019279	Female	28	No	No	Employed	Suburban	Master	1,672,293,600
13	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	25285180-0e00-481e-8af0-772b9c1594f2	no_churn	0.352764	0	no_churn	0.164532	0.153728	0.035778	0.101908	0.081734	0.100404	-0.007251	-0.02986	Female	40	Yes	Yes	Employed	Urban	Bachelor	1,672,293,600
32	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	e503fc97-1886-4013-8f57-31f442c36e6d	no_churn	0.009057	0	no_churn	-0.013574	-0.004664	-0.012271	-0.034446	-0.031036	-0.144625	-0.012497	-0.015914	Female	51	No	Yes	Employed	Urban	College	1,672,293,600
13	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	b83be843-06dc-4edd-817e-8932b0b03c58	no_churn	0.194924	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Male	35	No	Yes	Unemployed	Rural	High School or Below	1,672,293,600
56	Yes	Yes	Low Speed	In_Store_Support	One year	<80hrs	Active	0bc2863b-df02-4e44-a2a9-46fbdbf128eb	no_churn	0.092881	0	no_churn	-0.063942	-0.012457	0.00004	-0.047875	-0.090113	-0.088405	0.007956	0.03577	Male	70	Yes	Yes	Employed	Rural	High School or Below	1,672,293,600
41	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	6e53c033-143b-4b47-bc6f-d2c8b16bc9aa	no_churn	0.0358	0	no_churn	0.027739	-0.000727	0.024738	0.037537	0.049974	-0.137586	-0.024462	-0.036239	Female	46	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
43	Yes	Yes	High Speed	Phone_Support	One year	100hrs+	Active	0c14dcf7-b1ac-40e0-b4da-e9dac8df910f	no_churn	0.116234	0	no_churn	-0.048848	-0.000147	0.067227	0.024276	0.109482	0.027852	0.141307	0.095825	Female	40	No	Yes	Employed	Urban	College	1,672,293,600
50	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	67f7d251-4473-42f6-b86f-4ec44b5f0f5a	no_churn	0.105411	0	no_churn	0.002054	-0.001283	-0.037629	0.03734	0.1192	0.098109	0.059929	0.080754	Male	69	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
59	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	199b17fe-4c27-4c59-a30a-8612578b40df	no_churn	0.316419	0	no_churn	0.079394	-0.000089	0.02375	0.033732	0.12371	-0.094257	0.108973	0.098844	Female	66	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
59	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Active	8a048818-c841-4be3-9a93-28d7b1691f85	no_churn	0.078526	0	no_churn	0.003794	-0.00235	0.036564	0.035729	0.10347	-0.01779	0.019763	0.075818	Female	33	No	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
57	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	16f6525d-5b41-43a9-a903-bf66338cec5d	no_churn	0.025746	0	no_churn	-0.031579	-0.007376	-0.026391	-0.02781	0.015439	-0.116636	-0.028755	-0.035918	Female	80	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d0140a32-4940-479e-a612-6062ff62d801	no_churn	0.78617	0	no_churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	45	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
5	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	eab21eb1-51bf-4ea2-b8b5-cce59d6ff459	no_churn	0.485482	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Female	23	No	No	Unemployed	Rural	Master	1,672,293,600
72	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	dac76789-a326-4653-adbf-b8beb6fb13d9	no_churn	0.006389	0	no_churn	-0.099812	-0.003089	-0.002321	-0.030191	-0.037028	-0.135272	0.016468	0.022218	Female	58	No	No	Employed	Suburban	Doctor	1,672,293,600
15	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	4fb3442e-eb2b-4bc0-b1c4-0f1790edaec5	churn	0.496047	1	churn	0.073981	-0.006546	-0.036997	-0.051891	0.071679	0.104231	0.031802	0.035716	Female	75	No	Yes	Medical Leave	Suburban	Bachelor	1,672,293,600
58	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	8dc47a51-05f7-4ede-ba15-af96dab5d089	no_churn	0.050487	0	no_churn	-0.069979	-0.006847	-0.007665	-0.020118	-0.019256	-0.048652	-0.021229	-0.025279	Male	42	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
54	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	84b16ae5-81e6-46a6-af77-be5b3a43e96e	no_churn	0.143236	0	no_churn	-0.058933	-0.004711	0.006416	0.01295	0.015197	-0.126054	-0.048419	-0.065472	Female	23	Yes	Yes	Employed	Suburban	High School or Below	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8cead444-5d5a-42ac-8fb6-905ae5c08c03	no_churn	0.427485	0	no_churn	-0.012974	-0.005695	-0.049938	0.115868	-0.007404	0.089365	-0.02844	-0.024107	Female	58	No	Yes	Unemployed	Suburban	College	1,672,293,600
70	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	d8797818-0317-4981-87d4-0365d86faae7	no_churn	0.014864	0	no_churn	-0.095873	-0.001997	0.00482	-0.026696	0.016247	-0.24385	0.042536	0.051785	Male	67	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
67	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	86b7953a-b1bf-451c-857d-410089c6afb2	no_churn	0.011131	0	no_churn	-0.057327	-0.002738	0.003216	-0.091339	-0.040909	-0.117235	0.020672	0.026633	Male	49	No	No	Employed	Urban	College	1,672,293,600
70	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	b56ebcc9-2874-4976-baf8-d2f33412b181	no_churn	0.070952	0	no_churn	-0.005542	-0.00086	0.075334	0.09784	0.046201	-0.034255	0.118652	0.078604	Male	44	No	No	Disabled	Rural	Doctor	1,672,293,600
13	No	No phone service	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a9f59c72-1e8d-481a-a553-cbb4008dd1f9	no_churn	0.501184	0	no_churn	0.164532	0.153728	0.035778	0.101908	0.081734	0.100404	-0.007251	-0.02986	Male	26	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
39	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	20a0e821-af63-4f6e-b0ed-eefd056ad5d4	no_churn	0.157928	0	no_churn	-0.031546	-0.007765	0.008505	-0.124745	0.023997	0.041133	-0.019043	-0.029563	Female	76	No	No	Unemployed	Suburban	High School or Below	1,672,293,600
16	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	c849ac73-c0db-4029-bacb-fc71cbd88667	no_churn	0.533956	0	no_churn	0.104749	-0.004762	-0.06266	0.024489	0.098581	0.116443	0.126573	0.097457	Male	68	No	No	Employed	Suburban	Master	1,672,293,600
29	Yes	No	Low Speed	In_Store_Support	Month-to-month	<50hrs	Active	1adb081e-0497-4955-8bf8-08a655dd513a	churn	0.122503	1	churn	-0.063201	-0.005564	-0.027509	-0.046078	-0.087083	0.036182	0.05134	0.038387	Female	37	No	No	Employed	Urban	College	1,672,293,600
72	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	19d45b85-9bbd-40e4-ae6d-1f83fc6e54b3	no_churn	0.004856	0	no_churn	-0.121893	-0.002429	0.017145	-0.011939	0.040212	-0.153548	0.045151	0.047033	Female	53	No	Yes	Unemployed	Suburban	College	1,672,293,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9904ea4f-a261-4aae-99b5-139d14a51493	churn	0.835604	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	49	No	No	Medical Leave	Suburban	College	1,672,293,600
14	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	65acfb44-941f-4616-ace8-62f8e58b3a4f	no_churn	0.562725	0	no_churn	-0.045161	-0.003934	-0.047116	-0.008467	-0.045895	0.064421	-0.039582	0.026708	Male	68	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
68	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	28f73113-db91-4680-9eb0-cd2553d983eb	no_churn	0.006482	0	no_churn	-0.06834	-0.003432	0.006137	-0.012645	0.006637	-0.154301	-0.019309	-0.023774	Male	41	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
69	Yes	No	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	bb42013c-308c-44b9-b145-97777164e58a	no_churn	0.016358	0	no_churn	-0.094793	-0.003061	-0.024162	0.023072	-0.025037	-0.116467	-0.015235	-0.013343	Female	67	Yes	Yes	Unemployed	Suburban	Master	1,672,293,600
56	No	No phone service	High Speed	Phone_Support	Month-to-month	<50hrs	Active	c3af5f14-0d9c-4bb1-a389-568ddb55a2e8	no_churn	0.237626	0	no_churn	-0.081426	-0.02501	-0.021704	0.004676	0.023219	0.068833	0.024502	0.057884	Male	65	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
13	Yes	No	Low Speed	Phone_Support	Month-to-month	<50hrs	Active	75b97dab-3e7a-4879-a5f9-ccd33e9013ad	churn	0.294966	1	churn	0.050091	-0.005785	-0.086564	-0.071851	0.052225	0.101698	0.080214	0.106104	Male	44	No	No	Employed	Suburban	College	1,672,293,600
10	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	baf1f599-3079-4040-9288-9a05f6e1804f	no_churn	0.298479	0	no_churn	0.120924	0.141728	0.071228	0.006517	0.00918	0.099357	-0.026831	-0.028033	Male	66	No	No	Employed	Rural	College	1,672,293,600
51	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	ae63f5da-63fd-4a51-b984-26ceb3f4a6f9	no_churn	0.145296	0	no_churn	-0.149498	-0.002214	0.041404	0.009208	0.012193	-0.156312	-0.010979	-0.002827	Male	57	Yes	Yes	Employed	Rural	High School or Below	1,672,293,600
53	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	bec42744-b0c2-46fb-8097-49874995ec9e	no_churn	0.128519	0	no_churn	-0.198965	-0.004016	-0.013242	0.000594	0.043085	0.072443	-0.062761	-0.006163	Female	34	No	No	Unemployed	Suburban	High School or Below	1,672,293,600
13	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	2cdf84ef-645b-4662-ab31-a5e8434d9093	no_churn	0.352764	0	no_churn	0.164532	0.153728	0.035778	0.101908	0.081734	0.100404	-0.007251	-0.02986	Female	69	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
19	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	a446d09c-11f4-4b0f-8519-1a52daae0f26	no_churn	0.127802	0	no_churn	-0.064582	-0.007992	-0.008591	-0.056808	-0.072747	0.018102	-0.043009	-0.033399	Male	55	Yes	No	Employed	Rural	College	1,672,293,600
70	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	c93b44b2-e195-4366-8ff0-556128c89ec6	no_churn	0.070952	0	no_churn	-0.005542	-0.00086	0.075334	0.09784	0.046201	-0.034255	0.118652	0.078604	Male	66	No	Yes	Unemployed	Urban	College	1,672,293,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	ca0ca4f5-7a03-4973-83da-1c7901c3eeb4	churn	0.431905	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	24	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
72	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	55a665a5-19c2-47cd-acd8-255ae5c5c500	no_churn	0.00275	0	no_churn	-0.075034	-0.003769	-0.006018	-0.019083	-0.027044	-0.111405	-0.012998	-0.013676	Female	25	Yes	No	Disabled	Suburban	High School or Below	1,672,293,600
50	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	9562be22-1cc3-4821-91ec-8eb149fe4bbe	no_churn	0.009335	0	no_churn	-0.050355	-0.003298	-0.018026	-0.030362	-0.037993	-0.1009	-0.013846	-0.014245	Female	25	Yes	Yes	Retired	Rural	Bachelor	1,672,293,600
31	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	9f25c312-5c64-4642-8210-95a8c4fc4270	no_churn	0.441549	0	no_churn	-0.156113	-0.003476	-0.040973	-0.038776	-0.034748	0.047165	0.006033	0.051123	Female	79	No	Yes	Disabled	Suburban	College	1,672,293,600
66	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	d9796af9-becd-4925-b87f-3d81454a8e45	no_churn	0.01067	0	no_churn	0.00018	-0.00194	0.028758	-0.014511	-0.017909	-0.167712	-0.021701	-0.015526	Male	44	No	No	Employed	Suburban	High School or Below	1,672,293,600
41	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Active	573142b4-e190-4bc5-83d9-d9eee5cefbd0	no_churn	0.125816	0	no_churn	-0.097485	-0.002434	0.027242	-0.004603	0.038625	-0.231859	-0.025777	0.057266	Male	71	No	No	Employed	Suburban	Bachelor	1,672,293,600
26	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	36136b4e-e6dc-4c8b-a9d0-4b75b0fa83da	churn	0.51078	1	churn	-0.00032	-0.002425	0.026892	-0.014786	0.115267	0.106008	0.103186	0.070556	Male	80	No	No	Unemployed	Suburban	Bachelor	1,672,293,600
27	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	482a5862-5864-4916-ad06-19112d6ee4a7	churn	0.326667	1	churn	-0.066675	0.063976	0.011169	-0.014892	-0.00526	0.060779	-0.046716	-0.055074	Male	74	No	No	Employed	Suburban	High School or Below	1,672,293,600
50	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	39d5d5df-d1ee-4102-a377-bb3805d4ea40	no_churn	0.007092	0	no_churn	-0.038827	-0.003729	-0.015952	-0.040493	0.01067	-0.11401	-0.027978	-0.038707	Female	69	Yes	Yes	Employed	Urban	College	1,672,293,600
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	ba81e38c-5dee-402a-9b41-3e2ccc1d547d	churn	0.442437	1	churn	-0.044227	-0.002001	-0.053478	0.049999	0.038015	0.044725	0.041093	0.014658	Male	41	Yes	No	Unemployed	Suburban	College	1,672,293,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e6ac1aa2-bbee-48cb-a528-64a949256ecb	churn	0.431905	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Female	21	No	No	Employed	Suburban	Bachelor	1,672,293,600
53	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	4b2334eb-717d-44ff-9b57-5fb103c12ceb	no_churn	0.018321	0	no_churn	-0.117243	-0.001947	-0.017971	-0.026884	0.015615	-0.150987	-0.000513	0.050903	Female	42	No	No	Employed	Rural	College	1,672,293,600
70	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	0888bdc6-d245-4430-8680-1f0259ba605b	churn	0.005029	0	no_churn	-0.058003	-0.002902	-0.007528	-0.019992	0.000663	-0.12874	-0.02321	-0.029315	Male	30	No	Yes	Employed	Suburban	College	1,672,293,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	95fcbcef-8c51-4fed-ac61-261fbbf96d4b	churn	0.231901	1	churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Female	70	No	No	Unemployed	Suburban	Bachelor	1,672,293,600
7	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8edd3de8-5a8c-4807-b693-0000e32b425f	no_churn	0.288241	0	no_churn	0.029112	-0.001989	-0.000107	-0.025506	-0.016499	0.064898	-0.016796	-0.010832	Female	62	No	Yes	Medical Leave	Rural	Bachelor	1,672,293,600
7	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8a30145c-ed56-44d5-8671-86532387b1ff	no_churn	0.288241	0	no_churn	0.029112	-0.001989	-0.000107	-0.025506	-0.016499	0.064898	-0.016796	-0.010832	Male	43	No	Yes	Retired	Urban	Bachelor	1,672,293,600
31	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	c6c670ab-d89e-4207-a584-c787639aacb0	no_churn	0.441549	0	no_churn	-0.156113	-0.003476	-0.040973	-0.038776	-0.034748	0.047165	0.006033	0.051123	Female	62	No	No	Employed	Suburban	High School or Below	1,672,293,600
27	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	27990fa2-6688-4f1e-960a-386d2518a5d1	churn	0.326667	1	churn	-0.066675	0.063976	0.011169	-0.014892	-0.00526	0.060779	-0.046716	-0.055074	Female	32	No	No	Employed	Suburban	Bachelor	1,672,293,600
9	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	912aafc5-64e4-4a74-82a1-a7dfcd55b9e9	no_churn	0.152741	0	no_churn	0.008197	-0.012486	-0.020049	-0.068917	-0.032546	0.071056	-0.045498	-0.032196	Female	33	Yes	Yes	Employed	Suburban	Doctor	1,672,293,600
66	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	d702b823-f94f-48c3-8cc0-d3a0c055f44a	no_churn	0.010557	0	no_churn	0.10138	0.001987	0.063131	0.039539	0.040424	-0.038255	-0.012935	0.010385	Male	52	Yes	No	Employed	Suburban	College	1,672,293,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	9e488087-b207-4ac9-bdd5-ad1543d76a1e	churn	0.662377	1	churn	0.084055	-0.018009	-0.093511	-0.050612	-0.137988	0.088638	-0.049451	0.021183	Male	79	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,293,600
4	Yes	Yes	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	4340f792-d809-43e6-b5be-9c12805381ce	no_churn	0.067193	0	no_churn	0.050989	-0.003559	0.002578	-0.042034	-0.002389	-0.145938	-0.035105	-0.039853	Male	38	Yes	No	Employed	Urban	Bachelor	1,672,293,600
68	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Active	3fe05c80-5d50-456d-a24b-b4bca78bb80d	churn	0.235369	1	churn	-0.166158	-0.001625	-0.007134	-0.004196	0.031215	-0.128891	0.012522	0.055242	Female	21	No	Yes	Employed	Suburban	College	1,672,293,600
34	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	022d6d07-5668-46fb-9bb9-92f3f7675bb2	no_churn	0.007713	0	no_churn	-0.023328	-0.003155	-0.061395	-0.051375	0.022246	-0.094277	-0.021763	-0.035979	Female	23	No	No	Employed	Suburban	High School or Below	1,672,293,600
47	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	437c56c5-2bf6-44c9-aa1d-8a09eae42365	no_churn	0.027372	0	no_churn	0.080046	-0.002704	0.037844	0.075327	0.057121	0.035289	-0.003372	0.001424	Male	26	No	Yes	Unemployed	Urban	College	1,672,293,600
17	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	870624c4-1511-4786-a2b6-c23602a7163c	no_churn	0.014049	0	no_churn	0.0512	-0.003983	-0.03423	-0.020465	0.002677	-0.199584	-0.033256	-0.031386	Male	49	No	No	Retired	Suburban	Bachelor	1,672,293,600
32	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	39620f0f-27ed-45b3-9b2b-06dcd38d7aa5	no_churn	0.009057	0	no_churn	-0.013574	-0.004664	-0.012271	-0.034446	-0.031036	-0.144625	-0.012497	-0.015914	Male	46	No	Yes	Unemployed	Suburban	College	1,672,293,600
53	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	920ea5ce-b33f-4cc4-82a0-04341013c042	no_churn	0.128519	0	no_churn	-0.198965	-0.004016	-0.013242	0.000594	0.043085	0.072443	-0.062761	-0.006163	Female	64	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
16	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	fbd9d601-f828-48ff-a3a6-36b892981c53	no_churn	0.533956	0	no_churn	0.104749	-0.004762	-0.06266	0.024489	0.098581	0.116443	0.126573	0.097457	Female	66	Yes	Yes	Disabled	Rural	College	1,672,293,600
54	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	8aca8813-4842-4760-b44f-fed92c8bd40d	no_churn	0.020221	0	no_churn	-0.056601	-0.004044	-0.015744	-0.029451	0.013966	-0.098439	-0.032804	-0.045911	Female	76	No	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
68	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	4e18ccfe-e368-4a0a-aacb-8c9975553e77	no_churn	0.011086	0	no_churn	-0.064676	-0.003618	-0.017177	-0.017092	0.003373	-0.124578	-0.019782	-0.025476	Female	46	No	Yes	Employed	Urban	College	1,672,293,600
12	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	430f0d44-fde0-4e36-ba20-4cfb5bba6116	no_churn	0.050961	0	no_churn	-0.006926	0.023018	0.011707	-0.040196	0.024381	-0.069115	-0.016605	-0.025289	Male	34	No	No	Employed	Suburban	Bachelor	1,672,293,600
48	Yes	No	High Speed	In_Store_Support	One year	100hrs+	Active	4ea1b64f-d55b-4495-ae32-84cb7deca427	no_churn	0.150548	0	no_churn	-0.092531	-0.003445	-0.02214	-0.01548	-0.07179	-0.032442	0.026962	0.031841	Female	23	No	No	Disabled	Urban	High School or Below	1,672,293,600
66	Yes	No	Low Speed	In_Store_Support	One year	0hrs	Disabled	682928f9-74ad-40b5-b781-1fedf1882595	no_churn	0.022254	0	no_churn	-0.041445	-0.00627	-0.019868	-0.020982	-0.015918	-0.122065	-0.020036	-0.022442	Female	69	No	Yes	Employed	Rural	Bachelor	1,672,293,600
9	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	3d23f3e4-2aee-4bc1-a968-a3d8029ec224	no_churn	0.152741	0	no_churn	0.008197	-0.012486	-0.020049	-0.068917	-0.032546	0.071056	-0.045498	-0.032196	Male	47	No	Yes	Unemployed	Urban	College	1,672,293,600
22	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f4fd1185-4f7f-49eb-b6c2-d1081b376a62	no_churn	0.400828	0	no_churn	-0.088734	-0.002508	0.040564	0.065374	-0.054627	0.091821	-0.003613	-0.030724	Male	46	No	No	Employed	Suburban	Bachelor	1,672,293,600
39	Yes	No	High Speed	Phone_Support	One year	<50hrs	Active	c59c53e1-d0f7-4afa-a0f4-b0b4aee36a88	churn	0.113027	1	churn	-0.10292	-0.00286	-0.012377	-0.031722	-0.056154	-0.0747	0.011082	0.040624	Male	45	No	No	Employed	Suburban	High School or Below	1,672,293,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	693defba-fe79-4513-9fab-9c5d5850c8b3	no_churn	0.78617	0	no_churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	32	No	No	Employed	Suburban	Bachelor	1,672,293,600
72	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	ac700db7-90f1-436e-b4d1-b5f86ef410e0	no_churn	0.005304	0	no_churn	-0.135546	-0.002342	-0.011389	-0.005753	0.028137	-0.191539	0.024352	0.045054	Male	21	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
51	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	399cdda1-b113-43eb-976c-7245506923ac	no_churn	0.00757	0	no_churn	-0.06604	-0.003405	-0.019553	-0.025088	-0.033413	-0.093139	-0.013742	-0.014646	Female	79	Yes	Yes	Employed	Rural	High School or Below	1,672,293,600
56	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	b62c2bbd-e55d-48fa-8bac-a2e7d813f49a	no_churn	0.135923	0	no_churn	-0.175056	-0.00355	-0.112115	0.001653	0.044002	0.044287	-0.033891	-0.02531	Female	43	Yes	Yes	Unemployed	Rural	Bachelor	1,672,293,600
32	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d39017e2-b5ed-4d9d-85d6-b660df64ca77	churn	0.249171	1	churn	0.003688	-0.003332	-0.038435	0.124405	0.014193	0.037841	0.00146	0.001235	Male	39	No	No	Unemployed	Suburban	College	1,672,293,600
65	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	fd867db6-e863-42fd-aecd-1ad06dda64ee	no_churn	0.051558	0	no_churn	-0.085052	-0.003651	-0.018631	-0.032751	-0.008832	0.044846	-0.038249	-0.046706	Female	61	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	3f8b9dc2-ec3b-4bc2-b74e-44bf599185c1	churn	0.640385	1	churn	0.213749	-0.003526	-0.032711	0.141969	0.066223	0.141772	0.150105	0.053393	Female	40	No	No	Unemployed	Urban	College	1,672,293,600
71	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	a613d428-9668-4847-b8ee-7f3b63d72eba	no_churn	0.01718	0	no_churn	-0.023867	-0.001683	0.078264	0.092355	0.086899	-0.018963	0.07666	0.083998	Female	39	Yes	No	Unemployed	Suburban	High School or Below	1,672,293,600
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	72679797-2a3d-44ff-baaa-44288f50f02c	no_churn	0.567303	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	41	No	Yes	Employed	Suburban	College	1,672,293,600
50	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	aaaaa5f4-1f7b-422e-9713-3fd52953ba41	no_churn	0.01002	0	no_churn	-0.050355	-0.003298	-0.018026	-0.030362	-0.037993	-0.1009	-0.013846	-0.014245	Female	76	No	Yes	Employed	Urban	Bachelor	1,672,293,600
67	No	No phone service	Medium Speed	Phone_Support	Two year	0hrs	Disabled	90ef4285-3e83-41ce-a8f6-74b1563b21ec	no_churn	0.011786	0	no_churn	-0.078162	0.004797	-0.000651	-0.026896	0.00142	-0.118686	-0.024942	-0.025906	Female	78	No	No	Employed	Suburban	Bachelor	1,672,293,600
56	Yes	Yes	Low Speed	In_Store_Support	One year	<80hrs	Active	50355ff7-774a-4aea-8d5a-e25a1a3e3047	no_churn	0.092881	0	no_churn	-0.063942	-0.012457	0.00004	-0.047875	-0.090113	-0.088405	0.007956	0.03577	Female	72	No	Yes	Employed	Suburban	College	1,672,293,600
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	c14a8a96-18eb-48cb-9bbb-e71ea399c542	churn	0.552447	1	churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	59	No	No	Medical Leave	Suburban	Doctor	1,672,293,600
2	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	295154be-abbe-4aa3-841d-e3f5d411946d	no_churn	0.504089	0	no_churn	0.196741	0.041363	0.010664	-0.070093	-0.108068	0.123315	-0.042907	-0.038338	Male	62	Yes	No	Employed	Rural	College	1,672,293,600
25	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	9b160e10-5439-48ca-87e5-dbf7b17c6dad	churn	0.443059	1	churn	-0.114829	-0.004726	0.026489	-0.133824	0.046468	0.047353	-0.099337	0.033379	Female	52	Yes	Yes	Employed	Urban	College	1,672,293,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	378d9e6c-4ba7-4780-aabb-912ca67901e6	churn	0.877013	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	28	Yes	No	Unemployed	Suburban	Master	1,672,293,600
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	335d66b8-9895-43f5-8f3a-01516e302850	no_churn	0.557666	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Male	72	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	ff629489-adc1-445b-91d7-7a6e0ed453c6	churn	0.849599	1	churn	0.260026	-0.004489	0.010868	-0.028575	0.059984	0.161195	0.090646	0.096891	Male	56	No	No	Employed	Suburban	College	1,672,293,600

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