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
60	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	b0454f8b-8ece-46ea-8a8d-360f42bc2786	churn	0.501553	0	no_churn	-0.204934	-0.009438	-0.004786	0.021917	0.01265	0.000922	-0.00633	0.020974	Male	35	Yes	Yes	Employed	Rural	Bachelor	1,671,170,400
42	Yes	Yes	Medium Speed	Expired	One year	<80hrs	Disabled	6f3ca66d-8a9c-4234-9e1e-e1cbc02b04cd	no_churn	0.065821	0	no_churn	-0.044598	-0.004043	-0.018162	-0.052434	-0.04085	-0.079953	0.014407	-0.023393	Male	68	Yes	Yes	Unemployed	Rural	High School or Below	1,671,170,400
33	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	8c619e25-19cc-4ae2-ba04-d0baf3bfab7c	churn	0.098581	0	no_churn	-0.070027	-0.000709	0.011055	0.072233	-0.024899	-0.032664	0.035692	-0.049708	Female	70	No	Yes	Unemployed	Urban	High School or Below	1,671,170,400
40	Yes	No	High Speed	Expired	Two year	100hrs+	Disabled	b92a8c9c-8ea3-4bc2-8950-856c7d3e682b	no_churn	0.010394	0	no_churn	-0.052318	-0.005951	-0.014305	-0.056961	-0.012427	-0.126528	0.014507	-0.015044	Female	22	No	Yes	Employed	Rural	High School or Below	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	74d9aed9-4f29-4467-9011-7b65d6a75cf9	churn	0.870003	0	no_churn	0.245251	-0.00601	-0.00263	0.0808	-0.047483	0.102278	0.167157	0.053278	Female	36	Yes	No	Disabled	Rural	College	1,671,170,400
72	Yes	Yes	Fiber optic	Expired	Two year	100hrs+	Active	052dbb47-9fe9-4f94-90a2-758926443159	churn	0.0113	0	no_churn	-0.148708	-0.00309	0.02138	0.048559	0.005734	-0.248072	0.025762	0.029408	Female	40	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,170,400
72	Yes	Yes	Fiber optic	Expired	Two year	0hrs	Disabled	d1307ddb-253f-45b7-915d-47802dd208a0	no_churn	0.034495	0	no_churn	-0.177936	-0.003626	0.001425	0.049673	0.021337	-0.131391	-0.008915	-0.019593	Male	25	No	Yes	Employed	Urban	Bachelor	1,671,170,400
1	No	No phone service	Medium Speed	Expired	One year	100hrs+	Disabled	07ecfa65-6b7e-4fd3-b7c5-a6fc1256196b	no_churn	0.15292	0	no_churn	0.123254	0.001754	-0.008258	-0.04495	-0.014025	-0.10879	0.036663	-0.028674	Male	52	No	Yes	Employed	Urban	High School or Below	1,671,170,400
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Disabled	3113214c-c9de-4f00-8bd6-516dee4df7ef	no_churn	0.49362	0	no_churn	-0.030097	-0.003086	0.067915	0.094061	0.025826	0.107424	0.059585	-0.043873	Female	45	No	No	Employed	Urban	College	1,671,170,400
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	90582446-a225-4f5e-b207-487f951f0456	churn	0.716263	1	churn	0.006816	-0.008235	-0.079929	-0.09759	0.055034	0.071777	0.040758	0.030415	Male	67	No	No	Medical Leave	Suburban	High School or Below	1,671,170,400
22	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	d1e5a63f-705d-40b4-a740-083f0ba47ae1	no_churn	0.009698	0	no_churn	-0.006012	-0.003216	0.003916	-0.028152	-0.045668	-0.151645	-0.015213	-0.013037	Female	80	No	No	Employed	Suburban	Bachelor	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	39a4f8db-e7da-4196-aea9-acc8eb475cc3	no_churn	0.695062	1	churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Male	76	No	No	Employed	Suburban	Bachelor	1,671,170,400
9	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	df19b7ca-06a2-4475-b117-4d2e0a2374b3	no_churn	0.579099	1	churn	0.093142	-0.004252	0.009317	0.134766	0.067383	0.102633	-0.027571	0.016668	Male	29	Yes	No	Disabled	Suburban	Bachelor	1,671,170,400
10	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	9af413ec-ab32-481c-a35b-1f70e1f84d4e	no_churn	0.621171	1	churn	0.000353	-0.019007	-0.041731	-0.106097	-0.090225	0.037419	-0.023023	0.023286	Male	36	No	No	Employed	Suburban	High School or Below	1,671,170,400
35	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	1a0d25a3-42db-478b-bdc5-85175ba223ce	churn	0.386938	0	no_churn	-0.159648	-0.001116	-0.027609	0.057261	0.007628	-0.072949	0.013278	0.044128	Male	75	No	Yes	Unemployed	Suburban	College	1,671,170,400
66	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	42d793bd-6e12-470a-a70e-e6b7407bee17	no_churn	0.32117	1	churn	-0.082253	-0.001746	0.034702	-0.058458	-0.044266	-0.057607	0.009992	0.05561	Male	34	No	No	Employed	Urban	College	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	756c8345-38d2-467c-b2c0-4933ff0c7045	no_churn	0.361769	0	no_churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Female	38	Yes	Yes	Employed	Urban	Bachelor	1,671,170,400
4	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	a6dda2cb-7123-4fe6-891f-e9207528c6d6	churn	0.659239	1	churn	0.21182	0.0016	0.090856	0.169116	0.05923	0.139955	0.015612	0.029034	Male	40	Yes	No	Employed	Suburban	College	1,671,170,400
2	Yes	No	Medium Speed	Expired	Month-to-month	100hrs+	Disabled	bbec2e72-8b38-4cbb-b0fe-55d72bfa40f9	no_churn	0.167727	0	no_churn	0.099262	-0.014437	-0.077114	-0.175075	-0.076724	0.032463	0.019869	-0.020289	Male	80	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
12	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	f0470978-c092-4dcd-b30f-f2237c6e9284	no_churn	0.844119	1	churn	0.097447	-0.006783	0.002273	0.141537	0.081317	0.100243	-0.034804	0.013356	Male	39	Yes	No	Unemployed	Rural	Bachelor	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	dfdfdb6d-6437-41bf-90d7-d08eff314bc7	no_churn	0.380758	0	no_churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Male	36	No	Yes	Medical Leave	Rural	Bachelor	1,671,170,400
35	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Disabled	1a076702-36b4-4e68-a1ef-fc057b2f4731	no_churn	0.123463	0	no_churn	-0.175198	-0.00809	-0.038527	-0.085767	0.037265	0.022892	0.031002	-0.025936	Female	23	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
23	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	b69a71f1-289f-42c4-80a6-2f3bca059dac	no_churn	0.149911	0	no_churn	-0.157788	-0.005125	-0.057698	0.075155	0.043832	0.028994	-0.002486	-0.008398	Female	72	No	No	Medical Leave	Suburban	Bachelor	1,671,170,400
15	Yes	Yes	Low Speed	In_Store_Support	Two year	<80hrs	Disabled	657a20ee-72f8-412f-bb6c-84f85848dd92	no_churn	0.009698	0	no_churn	0.007982	-0.004081	0.01172	-0.040357	-0.058604	-0.160066	0.032665	-0.018285	Male	34	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
2	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	33d5d125-eda1-48f2-97f7-53909ba2fb9e	no_churn	0.745077	1	churn	0.259282	-0.005692	-0.024566	-0.011171	0.100747	0.146803	0.137915	0.127656	Female	43	No	Yes	Employed	Rural	Bachelor	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Active	e810ae30-b4a0-4a19-9625-b3e50f36a172	churn	0.870003	0	no_churn	0.245251	-0.00601	-0.00263	0.0808	-0.047483	0.102278	0.167157	0.053278	Female	68	No	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
2	Yes	No	Medium Speed	Expired	Month-to-month	<80hrs	Disabled	401ad04d-1a51-4d7e-a88d-f527a3aa5045	no_churn	0.132606	0	no_churn	0.121811	-0.010172	-0.051078	-0.078475	-0.033113	0.059329	0.075007	-0.029428	Female	58	No	No	Employed	Suburban	College	1,671,170,400
12	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	5f03d1f2-4532-41f0-ab1c-1ca5324201e0	no_churn	0.735214	1	churn	0.148821	-0.007812	0.117899	0.018951	0.018053	0.099387	0.106409	0.089266	Male	61	Yes	No	Employed	Urban	High School or Below	1,671,170,400
51	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	4e5bbd0a-8605-4d69-9bda-736f06bd432c	no_churn	0.224165	0	no_churn	-0.219211	-0.004659	0.038357	0.031573	-0.082402	0.024666	0.003246	-0.020595	Female	66	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
40	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	7723a6c4-00b8-437a-a909-f4c10e647fa2	no_churn	0.215764	0	no_churn	-0.077459	-0.007042	-0.041854	0.121197	0.083453	0.047954	0.084268	-0.039544	Female	75	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
69	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Disabled	9faa860a-ab8c-488a-9e6f-9ac149020698	no_churn	0.025007	0	no_churn	-0.072518	-0.002725	0.00934	-0.013633	0.003171	-0.205849	0.037798	-0.02461	Female	51	No	Yes	Employed	Urban	Master	1,671,170,400
41	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	65bf6187-7848-4bda-b5bc-787bf5930a2b	no_churn	0.489927	0	no_churn	-0.204408	-0.006896	0.00288	0.091829	-0.001799	0.03257	-0.020858	-0.052345	Male	41	Yes	Yes	Unemployed	Suburban	College	1,671,170,400
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	651d24d0-a3b9-4029-87a9-38e2523b6664	churn	0.648372	1	churn	0.023006	-0.003444	0.088472	0.02989	0.057675	0.11996	0.093413	0.084497	Male	47	No	No	Employed	Suburban	Master	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	25c78d17-a947-49aa-b267-1d64bba85f3a	churn	0.78006	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Male	34	No	No	Medical Leave	Suburban	Bachelor	1,671,170,400
5	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	24f66f98-698b-4ef4-baeb-4743896866f7	churn	0.515938	0	no_churn	0.131015	-0.002589	-0.015495	0.182031	0.096537	0.076724	-0.005691	0.009108	Female	29	No	No	Employed	Suburban	College	1,671,170,400
28	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Disabled	336a3194-400f-451c-98c2-592726e1d256	no_churn	0.122124	0	no_churn	-0.119946	-0.012496	0.007046	-0.092974	-0.058286	0.043034	0.019698	-0.035104	Male	29	No	No	Employed	Rural	Doctor	1,671,170,400
21	No	No phone service	High Speed	Expired	Two year	0hrs	Disabled	fc1bb866-a23a-4e8b-bee2-da5ca5d1ab4a	churn	0.016163	0	no_churn	-0.049153	0.00099	-0.021508	-0.040419	-0.007606	-0.119749	-0.016479	-0.015102	Female	32	No	Yes	Employed	Suburban	College	1,671,170,400
5	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	5b011068-6a91-4cf3-a37f-6c60639e7ac4	no_churn	0.515938	0	no_churn	0.149375	-0.001155	-0.008741	0.113468	0.05218	0.08097	-0.030687	0.017564	Male	69	No	Yes	Employed	Suburban	College	1,671,170,400
19	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	994cce7d-c60e-491c-a443-cd52501f40ae	no_churn	0.1922	0	no_churn	-0.152024	0.030984	-0.005957	-0.070526	-0.077101	0.050854	-0.005566	-0.029691	Male	60	No	No	Unemployed	Suburban	College	1,671,170,400
66	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	aa13f516-e83d-43c6-9abc-2b348472b702	no_churn	0.32117	1	churn	-0.082253	-0.001746	0.034702	-0.058458	-0.044266	-0.057607	0.009992	0.05561	Female	70	No	Yes	Unemployed	Suburban	Master	1,671,170,400
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	284316f8-ae62-4e56-8ac7-b0ee6f03216d	churn	0.621171	1	churn	0.108437	-0.005795	0.029004	0.033039	0.153123	0.124057	0.114804	0.124305	Male	69	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
6	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	e370839e-ce53-4294-8773-0a56d64d03eb	churn	0.297475	1	churn	0.067401	-0.003398	-0.005591	-0.100971	-0.035977	0.049561	-0.015784	-0.007031	Male	63	No	No	Employed	Rural	Bachelor	1,671,170,400
58	Yes	No	Fiber optic	Expired	One year	<50hrs	Active	d5404157-3ca9-4fe9-bd79-9d0e5832c631	churn	0.178184	0	no_churn	-0.182381	-0.003492	-0.030763	0.061362	-0.03911	-0.02482	0.033721	0.046455	Male	48	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
71	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	51de886b-3416-4f4b-987d-c7b10e106a3d	churn	0.011434	0	no_churn	-0.020792	0.076075	0.025217	-0.068855	0.038909	-0.107185	0.082624	0.04498	Male	68	Yes	No	Employed	Suburban	College	1,671,170,400
50	Yes	No	High Speed	Expired	One year	<80hrs	Disabled	8b17bda8-7781-4dc2-a561-80eda8c83bb4	no_churn	0.043761	0	no_churn	-0.086663	-0.005287	-0.0267	-0.040614	-0.038642	-0.078502	0.023682	-0.0163	Female	67	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
48	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	f550385e-0233-4c5d-aff3-47bda85ea304	no_churn	0.205203	0	no_churn	-0.096611	-0.004259	-0.034907	-0.038018	-0.005773	-0.09306	-0.008322	0.041923	Female	31	No	Yes	Unemployed	Suburban	College	1,671,170,400
62	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	102d9ff5-d203-4ffb-9f6d-aaed71e4194e	no_churn	0.005482	0	no_churn	-0.053413	-0.002929	-0.004783	-0.015024	0.000501	-0.131391	-0.03006	-0.031927	Female	72	Yes	No	Unemployed	Urban	College	1,671,170,400
26	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	c2ad8170-e5e8-4ffb-b7b7-377555a1697c	no_churn	0.251831	0	no_churn	-0.00463	-0.003336	0.120729	0.182782	0.098909	0.114734	-0.004168	-0.014213	Male	30	No	Yes	Unemployed	Suburban	Master	1,671,170,400
12	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	4213872b-e6b4-4109-9734-0aa9781aba49	no_churn	0.283346	0	no_churn	0.031761	-0.015305	-0.029049	-0.104257	-0.000383	0.049985	-0.010474	-0.011335	Female	40	Yes	Yes	Employed	Urban	College	1,671,170,400
6	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	58b58a5f-122c-4430-b9a6-ce42a369dff7	no_churn	0.297475	1	churn	0.107391	-0.001759	-0.01152	-0.057093	0.011798	0.068729	0.034464	-0.012835	Female	57	Yes	Yes	Employed	Suburban	College	1,671,170,400
22	No	No phone service	High Speed	Expired	Month-to-month	<80hrs	Active	5016f456-8cff-465e-a0fd-2c15295ac963	churn	0.378449	0	no_churn	-0.034646	0.115964	0.052506	-0.007211	0.034503	0.112389	0.115794	0.061674	Female	74	No	No	Unemployed	Urban	Master	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	d915607d-a16a-42a2-bf25-91e1bdceaed7	churn	0.690227	1	churn	0.205661	-0.007764	-0.046779	0.111044	-0.002338	0.091911	-0.005905	0.008227	Male	25	No	Yes	Medical Leave	Suburban	College	1,671,170,400
17	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	02fdbe66-9b72-438f-8d2b-693493ae80a0	no_churn	0.618154	1	churn	0.121485	-0.000779	0.051358	0.168045	0.049756	0.080964	0.060813	0.002666	Male	65	Yes	No	Employed	Rural	College	1,671,170,400
30	Yes	Yes	High Speed	Expired	One year	<80hrs	Disabled	8874410a-a49e-4202-ba97-7a602008e930	no_churn	0.025753	0	no_churn	-0.062135	-0.00448	0.013234	-0.034654	-0.029587	-0.062179	-0.00325	-0.015976	Male	52	No	No	Employed	Suburban	Master	1,671,170,400
3	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Active	85ce8ca6-45b0-4114-9695-f6430f58de56	no_churn	0.716263	1	churn	0.112101	-0.006569	-0.071171	-0.040972	-0.010812	0.056556	0.024141	0.034366	Male	46	No	Yes	Retired	Urban	High School or Below	1,671,170,400
22	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	bd5272a8-ed5a-4766-94b2-2959bd67b360	no_churn	0.009698	0	no_churn	0.018727	-0.001378	0.014506	-0.028082	0.007332	-0.131391	0.008203	-0.006944	Male	63	No	Yes	Employed	Suburban	College	1,671,170,400
59	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	6138d970-bfed-46a3-a149-83c123256b31	no_churn	0.330359	0	no_churn	-0.226716	-0.010691	0.032764	0.059996	0.003945	0.01106	0.021387	-0.030771	Male	57	No	No	Unemployed	Urban	Bachelor	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	25392a17-ede4-4cd4-b82e-ef76e972c085	no_churn	0.361769	0	no_churn	0.195451	-0.012505	-0.051809	-0.032142	-0.061364	0.084172	-0.012665	-0.018403	Male	21	No	Yes	Employed	Urban	Bachelor	1,671,170,400
9	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	d0bc7424-c0e5-40ee-9e4f-86f701112596	no_churn	0.194838	0	no_churn	0.186215	-0.003454	0.000616	-0.009061	0.106551	0.102599	0.049503	-0.03198	Female	65	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
35	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	bb49f474-e7ef-458a-9fa7-ca6502adb337	churn	0.008731	0	no_churn	-0.081954	-0.003614	0.009299	-0.043431	-0.023758	-0.127451	0.015386	-0.013503	Male	37	No	Yes	Employed	Suburban	College	1,671,170,400
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	08dc80b1-eae7-4e21-8fae-6c62c0c77006	churn	0.716263	1	churn	-0.07451	-0.008221	-0.072062	-0.135331	-0.028461	0.049515	-0.004666	0.02471	Male	74	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
2	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	1eac1fba-84cb-4a82-a004-1083bfb496a3	churn	0.690227	1	churn	0.169868	-0.009387	-0.027216	0.160069	-0.002259	0.084411	0.001658	0.000413	Male	35	No	No	Employed	Suburban	Bachelor	1,671,170,400
40	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	d58d8be8-3860-4cb0-96f0-093bd74c8e65	no_churn	0.469398	0	no_churn	-0.151918	-0.009204	0.033502	0.033656	-0.002083	0.077619	0.065904	-0.054726	Female	39	No	No	Unemployed	Suburban	College	1,671,170,400
41	Yes	No	High Speed	In_Store_Support	One year	<80hrs	Active	493fd760-000f-4522-830d-3a6d44639b36	no_churn	0.219188	0	no_churn	-0.060624	-0.002076	-0.01515	-0.048259	-0.007467	-0.105741	-0.046753	0.047044	Male	55	Yes	Yes	Employed	Rural	High School or Below	1,671,170,400
24	Yes	No	Medium Speed	Expired	One year	100hrs+	Disabled	0e937870-86eb-40dd-af5c-2917475948ec	no_churn	0.020648	0	no_churn	-0.084429	-0.005434	-0.025365	-0.079362	-0.016085	-0.058913	0.032198	-0.031636	Female	28	Yes	No	Unemployed	Suburban	High School or Below	1,671,170,400
70	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	b2985598-9b49-4b42-8846-fce9eb2f0cb0	churn	0.019216	0	no_churn	-0.095287	0.015335	0.002873	-0.030929	-0.01214	-0.172547	0.008455	0.025213	Female	35	No	Yes	Disabled	Suburban	High School or Below	1,671,170,400
69	Yes	No	High Speed	Expired	Two year	100hrs+	Active	823875ab-8ed3-4b44-9f5b-fdc7c5329770	churn	0.017115	0	no_churn	-0.052812	-0.003332	-0.063826	-0.019945	-0.024069	-0.119611	0.031232	0.029349	Male	79	No	Yes	Unemployed	Suburban	College	1,671,170,400
18	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	85440160-6881-4245-9b7f-df5ec3f2380b	churn	0.35526	0	no_churn	0.023798	-0.004037	-0.053119	0.130339	-0.031585	0.044431	0.071296	0.071517	Female	41	No	Yes	Unemployed	Suburban	College	1,671,170,400
40	Yes	No	High Speed	Expired	Two year	0hrs	Disabled	33bdbffd-fe8e-4040-bc64-0621b4db9c6f	churn	0.010394	0	no_churn	-0.043162	-0.005893	-0.012359	-0.077627	0.016317	-0.121481	-0.009776	-0.015044	Male	76	No	No	Employed	Suburban	High School or Below	1,671,170,400
72	Yes	Yes	High Speed	Expired	Two year	100hrs+	Active	66732c7a-87aa-4688-8934-88d4d81ed84b	churn	0.005162	0	no_churn	-0.104441	-0.004174	0.010704	-0.03072	-0.022539	-0.170353	0.023317	0.02918	Male	39	No	Yes	Employed	Suburban	Master	1,671,170,400
28	Yes	No	Low Speed	Expired	Month-to-month	0hrs	Disabled	26d2fa2b-e693-48ca-87ab-b5d04415f88e	no_churn	0.078686	0	no_churn	-0.106918	-0.009012	-0.027168	-0.044135	-0.018545	0.031883	-0.024046	-0.027751	Male	75	No	No	Employed	Suburban	High School or Below	1,671,170,400
31	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	c6efcdfe-f608-4cf1-9d90-3344c959cd85	no_churn	0.107415	0	no_churn	0.104184	-0.005417	0.028544	0.028913	0.084915	0.10903	-0.057856	0.01866	Male	74	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
56	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Disabled	29254d09-df3c-4f07-ab16-c2d55f64b639	no_churn	0.122422	0	no_churn	-0.047578	-0.00261	-0.010248	0.093428	0.032134	-0.055283	0.083065	-0.061932	Male	76	No	No	Employed	Suburban	Bachelor	1,671,170,400
71	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	7a0a86e4-39f7-4006-8155-5af6d30ed7e6	churn	0.011434	0	no_churn	-0.020792	0.076075	0.025217	-0.068855	0.038909	-0.107185	0.082624	0.04498	Male	21	No	No	Employed	Suburban	College	1,671,170,400
6	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	082938fb-2bcc-464f-9af1-82261b1745b6	churn	0.689612	1	churn	0.14413	0.000529	0.005862	0.18783	0.064062	0.092946	0.010666	0.005352	Male	32	Yes	Yes	Medical Leave	Rural	Bachelor	1,671,170,400
67	Yes	No	High Speed	Expired	One year	100hrs+	Active	dce1ac0a-051d-471a-866a-1c2a1e3f818a	churn	0.058911	0	no_churn	-0.156624	-0.004465	-0.04016	-0.038568	-0.024128	-0.06181	0.030827	0.035901	Female	28	Yes	No	Employed	Rural	College	1,671,170,400
14	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	d52b2500-738d-4ff2-ba66-e1253548b415	no_churn	0.014319	0	no_churn	-0.001364	-0.005224	-0.027108	-0.038729	-0.073767	-0.186357	0.037168	0.042189	Female	24	No	Yes	Unemployed	Suburban	Bachelor	1,671,256,800
41	Yes	No	High Speed	Phone_Support	One year	100hrs+	Active	72139a34-30df-4b8a-a3db-73e02f466272	no_churn	0.106553	0	no_churn	-0.056554	-0.001373	-0.080182	-0.014699	-0.017394	-0.063911	0.067996	0.05959	Male	52	No	No	Employed	Suburban	Bachelor	1,671,256,800
22	Yes	No	Low Speed	Phone_Support	Month-to-month	<50hrs	Active	0d0a7bd0-362d-4233-a5ea-d63f22b23755	no_churn	0.15259	0	no_churn	-0.046053	-0.004372	-0.076183	-0.101654	0.065567	0.06668	0.02907	0.093584	Female	20	No	No	Employed	Suburban	Master	1,671,256,800
2	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	aecb6e20-7dce-47fe-a588-9ec607286427	no_churn	0.279357	0	no_churn	0.17226	-0.007192	-0.050385	0.047243	0.048837	0.126232	0.053153	0.099158	Female	49	No	No	Employed	Suburban	College	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	8a45a912-0e09-44e2-b990-e6787be42432	no_churn	0.005304	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Male	34	No	Yes	Disabled	Suburban	Bachelor	1,671,256,800
72	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Active	201fc815-7ac3-4337-9470-f1cc148f0fa1	no_churn	0.004543	0	no_churn	-0.206011	-0.002562	-0.000812	-0.039793	0.029502	-0.118721	0.026817	0.046999	Male	70	Yes	No	Unemployed	Suburban	College	1,671,256,800
65	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	68328928-f352-437d-a476-b17a19d366e2	no_churn	0.015046	0	no_churn	-0.086019	-0.002771	-0.00818	-0.019992	-0.053019	-0.125477	0.000169	0.026263	Female	78	Yes	No	Unemployed	Rural	High School or Below	1,671,256,800
61	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	e6b14f1a-561c-4c81-84b3-1815ff4fbb54	no_churn	0.013573	0	no_churn	-0.122493	-0.002085	-0.011912	-0.017798	0.032168	-0.2031	0.036273	0.04992	Female	71	No	Yes	Unemployed	Rural	College	1,671,256,800
47	Yes	No	Low Speed	In_Store_Support	Two year	100hrs+	Active	4ff75c5d-d018-4b4f-945b-c9e3c3c10925	churn	0.017329	0	no_churn	-0.055342	-0.003812	-0.0225	-0.0205	-0.075188	-0.127171	0.011091	0.024396	Male	33	No	No	Employed	Suburban	College	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	460fba3e-9c0d-427a-8763-a46ffe919ed7	no_churn	0.006005	0	no_churn	-0.084165	-0.003952	0.002304	-0.019774	-0.056281	-0.143697	0.012268	0.02427	Female	35	No	Yes	Employed	Suburban	Bachelor	1,671,256,800
64	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	352c898c-f4a2-4e10-bab6-7f66a56421ea	no_churn	0.011795	0	no_churn	-0.087927	-0.006074	-0.009516	-0.015171	-0.050544	-0.133587	0.014604	0.019188	Male	45	No	Yes	Employed	Rural	Bachelor	1,671,256,800
71	Yes	Yes	High Speed	Phone_Support	Two year	<50hrs	Active	d5d396aa-65e3-4243-93fe-40f065ab4357	no_churn	0.007112	0	no_churn	-0.126651	-0.00208	0.008942	-0.002275	0.007676	-0.226124	0.02511	0.046376	Male	70	No	No	Employed	Suburban	Master	1,671,256,800
68	Yes	No	Medium Speed	In_Store_Support	Two year	100hrs+	Active	5f2b96f2-bdd3-4798-98ac-6c3dae9d8eba	no_churn	0.016652	0	no_churn	-0.04364	-0.003116	-0.019328	-0.022098	-0.057535	-0.138998	0.009833	0.015855	Male	48	No	Yes	Employed	Rural	High School or Below	1,671,256,800
53	Yes	Yes	Low Speed	In_Store_Support	One year	100hrs+	Active	14edc7f3-0e0e-46db-9694-cf992fbd9940	no_churn	0.095944	0	no_churn	-0.075812	-0.002577	0.029769	-0.024263	-0.056109	-0.097755	0.001915	0.015807	Female	28	No	Yes	Employed	Suburban	College	1,671,256,800
58	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	0dba5922-003e-4f15-835b-f9daa2b0b064	no_churn	0.010566	0	no_churn	-0.054449	0.022443	0.00567	-0.013925	-0.048959	-0.220709	0.039614	0.031289	Female	58	Yes	No	Unemployed	Rural	Bachelor	1,671,256,800
72	Yes	Yes	High Speed	In_Store_Support	Two year	<50hrs	Active	64af55ce-0391-4723-964a-f07e5e1d4018	no_churn	0.005171	0	no_churn	-0.100555	-0.002968	0.003151	-0.008944	-0.038572	-0.177568	0.029565	0.026864	Male	63	No	No	Employed	Suburban	Bachelor	1,671,256,800
68	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	90364ef3-5c63-4ca6-bb73-5d48ae8aa640	no_churn	0.017121	0	no_churn	-0.081749	-0.003652	0.003658	-0.066664	-0.039266	-0.126838	0.017731	0.027753	Male	63	No	No	Retired	Urban	High School or Below	1,671,256,800
40	Yes	No	High Speed	Phone_Support	Month-to-month	100hrs+	Active	b527c757-a16c-40ff-9b0a-6045b7aa5a70	no_churn	0.080649	0	no_churn	-0.205289	-0.012272	-0.050849	-0.030136	0.047916	0.023383	0.01892	0.044824	Female	57	No	No	Employed	Suburban	College	1,671,256,800
26	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	07315113-bddf-47d4-82c3-8ee11b3c8526	no_churn	0.088782	0	no_churn	-0.156466	0.011712	-0.07359	-0.038191	0.014434	0.053801	0.03124	0.0447	Male	62	No	Yes	Employed	Urban	Bachelor	1,671,256,800
64	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	ad15ba76-3b9b-468b-9b59-df2d18f05eef	no_churn	0.052636	0	no_churn	-0.115666	-0.004465	0.000822	-0.008363	-0.124769	-0.051373	0.032158	0.03263	Male	51	No	No	Retired	Suburban	Bachelor	1,671,256,800
72	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	a11dc160-223e-4904-ba37-94c688490d1e	no_churn	0.005498	0	no_churn	-0.121893	-0.002429	0.017145	-0.011939	0.040212	-0.153548	0.045151	0.047033	Male	38	Yes	No	Disabled	Suburban	Bachelor	1,671,256,800
8	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Active	66820bd8-8bbd-4040-9fea-353a4e397040	no_churn	0.012962	0	no_churn	0.039039	-0.002507	-0.010676	0.01066	0.09505	-0.223229	0.078948	0.07369	Female	70	No	No	Medical Leave	Suburban	Doctor	1,671,256,800
62	Yes	No	Medium Speed	In_Store_Support	Month-to-month	100hrs+	Active	2e56e838-faed-4af9-a8df-a7f519ecdbdb	no_churn	0.05354	0	no_churn	-0.070137	-0.005291	-0.041211	0.006467	-0.085426	0.036616	-0.048975	-0.06107	Male	80	No	Yes	Employed	Rural	Master	1,671,256,800
45	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	4ad16c05-c747-4b24-8603-93630d8b98dc	no_churn	0.052568	0	no_churn	-0.061315	0.055554	0.013494	-0.000891	0.049779	-0.047918	-0.010453	-0.017277	Female	80	No	Yes	Unemployed	Suburban	Doctor	1,671,256,800

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