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
65	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	3076f0f9-1a45-4253-a732-f7a061b05f37	no_churn	0.051558	0	no_churn	-0.085052	-0.003651	-0.018631	-0.032751	-0.008832	0.044846	-0.038249	-0.046706	Female	31	Yes	No	Retired	Suburban	High School or Below	1,672,293,600
19	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	8fc1cb38-ec0a-4e44-919b-950f38be3d5e	no_churn	0.127802	0	no_churn	-0.064582	-0.007992	-0.008591	-0.056808	-0.072747	0.018102	-0.043009	-0.033399	Male	63	No	Yes	Employed	Urban	High School or Below	1,672,293,600
41	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Active	d330da39-fd3f-4e8f-ab6b-1db384a364c0	no_churn	0.125816	0	no_churn	-0.097485	-0.002434	0.027242	-0.004603	0.038625	-0.231859	-0.025777	0.057266	Female	79	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
50	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	b74bfa42-4817-4ed6-a836-84f386823f87	no_churn	0.007092	0	no_churn	-0.038827	-0.003729	-0.015952	-0.040493	0.01067	-0.11401	-0.027978	-0.038707	Male	64	No	Yes	Employed	Urban	College	1,672,293,600
40	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	1b34b3b7-7998-49d7-acea-bdd32c4bad82	no_churn	0.261722	0	no_churn	-0.131485	-0.010516	0.026307	0.087243	-0.081392	0.025516	-0.031374	-0.016281	Female	72	No	Yes	Unemployed	Rural	College	1,672,293,600
72	No	No phone service	High Speed	In_Store_Support	Two year	0hrs	Disabled	fa0e7bc3-55e3-46a5-adcb-d4d0dd23dfdd	no_churn	0.003925	0	no_churn	-0.079434	0.004591	-0.003499	-0.01804	-0.028265	-0.121278	-0.010996	-0.012105	Male	71	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
16	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	ed3b15d4-2373-4dd0-8185-e8c31ce17ba6	no_churn	0.533956	0	no_churn	0.104749	-0.004762	-0.06266	0.024489	0.098581	0.116443	0.126573	0.097457	Male	23	No	No	Employed	Rural	Bachelor	1,672,293,600
72	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	728d0248-5983-4fba-8115-86d56bb991d0	no_churn	0.005304	0	no_churn	-0.135546	-0.002342	-0.011389	-0.005753	0.028137	-0.191539	0.024352	0.045054	Male	72	No	No	Employed	Suburban	College	1,672,293,600
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	991ee3fb-c8ca-41f0-a950-f67cda46ace2	no_churn	0.557666	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Female	53	No	No	Medical Leave	Rural	Master	1,672,293,600
38	Yes	Yes	High Speed	In_Store_Support	One year	<80hrs	Active	2acde9c4-918e-401c-85bd-0d17eb068dff	no_churn	0.13175	0	no_churn	-0.093816	-0.003961	-0.024637	-0.022701	-0.007567	-0.113119	-0.024372	0.031147	Male	73	No	No	Unemployed	Rural	High School or Below	1,672,293,600
12	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	72a52656-f79b-4990-81e8-8373c8e14f76	no_churn	0.050961	0	no_churn	-0.006926	0.023018	0.011707	-0.040196	0.024381	-0.069115	-0.016605	-0.025289	Male	43	No	Yes	Employed	Suburban	Master	1,672,293,600
30	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	<80hrs	Active	d0a99837-c91b-4bbd-a8cb-32ff70ff3428	no_churn	0.49576	0	no_churn	-0.077401	-0.002006	0.038289	0.034114	-0.04535	0.089851	0.018573	0.011261	Female	73	No	Yes	Employed	Rural	Bachelor	1,672,293,600
35	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	31c7cdd7-976e-471f-9fb6-7e8da277637d	no_churn	0.1302	0	no_churn	-0.04268	-0.006986	0.035586	-0.059851	-0.016701	0.05225	-0.034311	-0.009071	Male	79	No	No	Employed	Rural	High School or Below	1,672,293,600
5	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	9bea073f-fb81-483a-ac2a-cd8042170722	churn	0.828674	1	churn	0.192376	-0.000394	0.005101	0.076299	0.124863	0.130569	0.032305	0.059855	Female	68	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
70	Yes	Yes	Fiber optic	Phone_Support	One year	0hrs	Disabled	eec3b949-51fc-45d5-8d2d-75020952bfe3	no_churn	0.06953	0	no_churn	-0.124174	-0.003303	0.007934	0.023704	-0.021309	-0.106866	-0.015208	-0.029803	Male	65	No	Yes	Employed	Suburban	College	1,672,293,600
27	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	100hrs+	Active	c15b1b55-93ac-4b55-88b3-7df79ffb7af3	churn	0.632108	1	churn	-0.006156	-0.00454	0.075116	0.107076	-0.081834	0.078734	0.006	0.061577	Male	22	No	No	Employed	Suburban	College	1,672,293,600
13	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	c7b11a11-61ab-418a-b377-8bce82920c42	no_churn	0.154913	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Male	74	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,293,600
69	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	0c849a6a-3ee1-46da-89a2-1480b47c0a9a	no_churn	0.028621	0	no_churn	-0.049903	-0.003517	-0.002951	-0.028942	-0.033956	-0.113721	-0.016055	-0.01798	Male	39	No	No	Employed	Suburban	High School or Below	1,672,293,600
72	Yes	Yes	High Speed	Phone_Support	Two year	<80hrs	Active	a216a05b-22db-4a2d-ba8c-07fe84dd5edd	no_churn	0.004856	0	no_churn	-0.121893	-0.002429	0.017145	-0.011939	0.040212	-0.153548	0.045151	0.047033	Male	46	Yes	No	Unemployed	Urban	Bachelor	1,672,293,600
17	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	5c3ae8ab-6bd7-429c-a395-cd073c95da97	no_churn	0.403328	0	no_churn	0.083975	-0.002869	-0.012624	0.031522	0.05483	0.129538	-0.011127	-0.026977	Female	57	No	No	Employed	Suburban	Bachelor	1,672,293,600
54	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	c9a13f29-cf00-4fed-8752-5fcef77135a1	no_churn	0.143236	0	no_churn	-0.058933	-0.004711	0.006416	0.01295	0.015197	-0.126054	-0.048419	-0.065472	Male	24	Yes	No	Disabled	Suburban	Bachelor	1,672,293,600
68	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	d345c194-d752-4e03-85b8-41f5f5bfadc0	no_churn	0.011086	0	no_churn	-0.064676	-0.003618	-0.017177	-0.017092	0.003373	-0.124578	-0.019782	-0.025476	Female	31	Yes	No	Disabled	Suburban	Master	1,672,293,600
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	232c7f25-f695-4bec-be44-bc8529d1e8bf	no_churn	0.567303	0	no_churn	0.174174	-0.008033	-0.038621	0.132155	-0.019933	0.124624	-0.014465	-0.040643	Female	70	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
68	Yes	Yes	Low Speed	Phone_Support	Two year	<80hrs	Active	b5c9528c-9c59-4603-adfe-c4a501546d4d	churn	0.235369	1	churn	-0.166158	-0.001625	-0.007134	-0.004196	0.031215	-0.128891	0.012522	0.055242	Male	56	No	No	Unemployed	Suburban	Master	1,672,293,600
12	Yes	No	High Speed	In_Store_Support	One year	100hrs+	Active	8e86dd05-15ed-4e17-b3a3-82dc3a70c1b2	no_churn	0.148899	0	no_churn	0.036908	-0.002106	-0.035036	-0.049956	-0.073185	0.003447	0.020227	0.020676	Male	38	Yes	No	Employed	Urban	Bachelor	1,672,293,600
2	Yes	No	Medium Speed	In_Store_Support	One year	0hrs	Disabled	a739f71d-9d5b-4e58-ba39-8ed9bdd2b860	no_churn	0.070758	0	no_churn	0.113633	-0.007662	-0.012845	-0.002861	-0.061818	-0.022964	-0.013045	-0.012463	Male	77	No	Yes	Disabled	Rural	College	1,672,293,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	fa665d07-8f29-4ed3-b129-249f53a680a7	churn	0.891018	1	churn	0.33268	-0.004458	-0.016117	-0.015244	0.06118	0.16609	0.11792	0.088923	Male	75	No	Yes	Employed	Suburban	College	1,672,293,600
12	No	No phone service	High Speed	Phone_Support	One year	0hrs	Disabled	3e4885d4-1e3c-40f9-bee7-8e40b56f8650	no_churn	0.050961	0	no_churn	-0.006926	0.023018	0.011707	-0.040196	0.024381	-0.069115	-0.016605	-0.025289	Male	70	No	No	Employed	Suburban	College	1,672,293,600
18	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	57fc67f1-154c-4b16-ba9b-17fb4facc36a	churn	0.306229	1	churn	0.037796	-0.004469	0.032004	0.06329	0.066394	0.085047	-0.026425	-0.009303	Female	27	No	No	Employed	Rural	Master	1,672,293,600
5	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	8ecc5e9f-6b75-4cc5-820d-9f30cb5faeb0	no_churn	0.485482	0	no_churn	0.09493	-0.005606	-0.075238	0.061633	0.011272	0.112655	-0.015544	-0.03558	Male	34	No	Yes	Unemployed	Suburban	Master	1,672,293,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	de655eda-0576-42ad-8787-01db3a2decad	churn	0.891018	1	churn	0.33268	-0.004458	-0.016117	-0.015244	0.06118	0.16609	0.11792	0.088923	Male	73	No	No	Unemployed	Suburban	Doctor	1,672,293,600
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	90fa7a0f-65f5-4742-9ea1-9a00672a00a3	churn	0.532851	1	churn	-0.109522	-0.002565	0.014517	0.023233	0.024339	0.088112	0.007525	0.030334	Female	32	No	Yes	Employed	Suburban	College	1,672,293,600
10	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	892ae44a-0370-42fd-903f-418fd113e786	no_churn	0.024982	0	no_churn	-0.039302	-0.008194	-0.012491	-0.042135	-0.000877	-0.083547	-0.03321	-0.049269	Female	74	No	No	Employed	Rural	Bachelor	1,672,293,600
58	Yes	Yes	Low Speed	In_Store_Support	One year	0hrs	Disabled	16688b32-a787-474b-ab27-e4d075173de7	no_churn	0.050487	0	no_churn	-0.069979	-0.006847	-0.007665	-0.020118	-0.019256	-0.048652	-0.021229	-0.025279	Female	36	Yes	No	Unemployed	Rural	Bachelor	1,672,293,600
1	Yes	No	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	b48fa6b7-d9c0-494d-9773-c7ba0da0200a	churn	0.601581	1	churn	0.281117	-0.006496	-0.033893	0.085196	-0.051211	0.111766	-0.027273	-0.016511	Male	44	No	No	Employed	Suburban	Bachelor	1,672,293,600
3	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	91a4d28a-bde6-4328-adc8-2fdd41366f4e	no_churn	0.159217	0	no_churn	0.18301	-0.006981	0.093817	-0.011267	0.11084	0.142625	-0.002533	-0.002029	Female	44	No	No	Employed	Suburban	Bachelor	1,672,293,600
46	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	614cd280-0a8e-46e0-9501-54ba214fc687	no_churn	0.021142	0	no_churn	-0.050274	-0.0043	-0.003521	-0.070962	-0.022981	-0.09024	-0.014663	-0.012085	Female	56	No	Yes	Employed	Suburban	High School or Below	1,672,293,600
10	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	4e764769-4a1b-4771-9ebc-d5c63a766f35	no_churn	0.298479	0	no_churn	0.120924	0.141728	0.071228	0.006517	0.00918	0.099357	-0.026831	-0.028033	Male	53	No	No	Employed	Suburban	High School or Below	1,672,293,600
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	19cfcfde-8cfa-4636-a792-a91e74c3864a	churn	0.849599	1	churn	0.260026	-0.004489	0.010868	-0.028575	0.059984	0.161195	0.090646	0.096891	Male	33	No	Yes	Medical Leave	Urban	College	1,672,293,600
71	Yes	Yes	Fiber optic	Phone_Support	Two year	<80hrs	Active	6d733c78-7c8e-4d03-9d60-facf5e371c6d	no_churn	0.01718	0	no_churn	-0.023867	-0.001683	0.078264	0.092355	0.086899	-0.018963	0.07666	0.083998	Male	73	No	Yes	Employed	Suburban	College	1,672,293,600
5	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	a8ecce08-d7d8-4e9c-9b98-94afe93e02c5	churn	0.828674	1	churn	0.192376	-0.000394	0.005101	0.076299	0.124863	0.130569	0.032305	0.059855	Male	20	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
49	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1da99139-95c3-4d64-92d0-0205e1580cb6	churn	0.532851	1	churn	-0.109522	-0.002565	0.014517	0.023233	0.024339	0.088112	0.007525	0.030334	Female	69	No	Yes	Unemployed	Urban	High School or Below	1,672,293,600
3	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	38ee9022-7037-4971-9bae-b06edc903e3f	churn	0.820949	1	churn	0.033495	-0.006453	0.079204	-0.121471	0.012283	0.079386	0.006445	0.01001	Female	38	No	No	Employed	Suburban	High School or Below	1,672,293,600
21	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e637a030-7410-4fc2-83ff-927b731d4bb5	churn	0.258164	0	no_churn	-0.051624	-0.090824	-0.03052	-0.041492	-0.00963	0.062514	-0.038022	-0.059428	Female	47	No	No	Employed	Urban	Master	1,672,293,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ccb7f142-be10-4e02-9140-59ba266fa97f	churn	0.835604	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	36	Yes	No	Employed	Suburban	High School or Below	1,672,293,600
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2a917829-0d7c-4343-a619-10403c4b3bd5	no_churn	0.274975	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Female	66	Yes	No	Employed	Suburban	College	1,672,293,600
48	Yes	Yes	Fiber optic	In_Store_Support	Two year	<80hrs	Active	19409430-162d-470f-9cfb-efe1a8c648a8	no_churn	0.07642	0	no_churn	-0.06453	-0.001997	0.030893	0.080703	-0.039509	-0.200536	0.042643	0.028306	Female	34	Yes	Yes	Employed	Suburban	Bachelor	1,672,293,600
65	Yes	No	Medium Speed	Phone_Support	Two year	0hrs	Disabled	5c2cc7cb-f8bb-4525-abf0-764ae7d50ac4	no_churn	0.005703	0	no_churn	-0.047331	-0.00274	-0.00767	-0.019255	0.002371	-0.134404	-0.026394	-0.033601	Female	49	No	Yes	Employed	Suburban	Bachelor	1,672,293,600
20	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	32a0c478-da53-456f-947f-afe376ffe4a4	no_churn	0.623614	0	no_churn	0.020835	-0.002077	0.077119	0.163505	0.03512	0.120171	-0.019782	-0.015065	Male	49	No	No	Unemployed	Suburban	College	1,672,293,600
2	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	1bd57429-9b02-4d76-8625-a6ee7db742b5	no_churn	0.145214	0	no_churn	0.143067	-0.007023	-0.027661	-0.051391	0.051677	0.08347	-0.027797	-0.054996	Female	52	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
68	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	940dff0a-4f93-4c95-a42c-2d76573de488	no_churn	0.003779	0	no_churn	-0.061573	-0.003742	-0.005933	-0.024895	-0.029464	-0.112018	-0.013511	-0.01789	Female	22	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
16	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	50000016-d386-47ed-99c2-b25ccac00803	churn	0.548683	1	churn	0.092904	-0.005647	0.104162	-0.017745	0.14251	0.091335	-0.010738	0.016742	Male	59	Yes	No	Unemployed	Urban	Master	1,672,293,600
13	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	94c82d40-72cc-44c7-96e2-26dd7a6b7ba2	no_churn	0.352764	0	no_churn	0.164532	0.153728	0.035778	0.101908	0.081734	0.100404	-0.007251	-0.02986	Female	52	No	No	Retired	Suburban	College	1,672,293,600
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	6e82d608-ff02-4952-a25b-b44ff021fc13	no_churn	0.026746	0	no_churn	-0.124393	-0.003124	0.003071	0.033903	-0.022606	-0.131677	-0.010369	-0.01383	Female	71	No	Yes	Retired	Suburban	College	1,672,293,600
59	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Active	3fedc345-5f63-4909-995b-5b0de8b76fd4	no_churn	0.078526	0	no_churn	0.003794	-0.00235	0.036564	0.035729	0.10347	-0.01779	0.019763	0.075818	Male	23	No	No	Employed	Suburban	College	1,672,293,600
10	No	No phone service	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	2d13321d-45e1-42b9-a481-419be4e24c52	no_churn	0.298479	0	no_churn	0.120924	0.141728	0.071228	0.006517	0.00918	0.099357	-0.026831	-0.028033	Male	33	No	Yes	Employed	Urban	High School or Below	1,672,293,600
49	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	dfb78d0e-b9cf-4d14-b977-f730b4da4aac	no_churn	0.015199	0	no_churn	-0.063524	-0.003733	-0.01682	-0.036129	-0.023761	-0.093688	-0.01395	-0.017422	Male	56	No	No	Employed	Suburban	College	1,672,293,600
5	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	fc958baa-45be-44db-9a3a-4b00d0003bc7	churn	0.699867	1	churn	0.132289	-0.004388	-0.018957	-0.010918	0.060913	0.128542	0.044425	0.069103	Female	44	No	Yes	Unemployed	Urban	Bachelor	1,672,293,600
8	No	No phone service	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	f3eb7dea-a3f9-477a-9709-3be37e6baa64	no_churn	0.30461	0	no_churn	0.082815	0.094983	0.04159	-0.134071	0.049894	0.068109	-0.029501	-0.042844	Male	80	No	No	Disabled	Suburban	High School or Below	1,672,293,600
53	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	46cbb7e6-1f6a-40bb-ab10-454f9bb64c9e	no_churn	0.128519	0	no_churn	-0.198965	-0.004016	-0.013242	0.000594	0.043085	0.072443	-0.062761	-0.006163	Male	63	No	Yes	Medical Leave	Rural	College	1,672,293,600
21	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	fb8c572e-7491-43d5-8af7-facd9adc588e	no_churn	0.022195	0	no_churn	-0.062874	-0.00396	-0.015622	-0.040551	0.003694	-0.07144	-0.028967	-0.049307	Female	57	Yes	Yes	Employed	Urban	Bachelor	1,672,293,600
10	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	7f0b6274-e70c-4e25-beb4-6b2d6706b237	no_churn	0.018141	0	no_churn	-0.000213	0.019312	-0.00458	-0.054176	-0.058332	-0.185063	0.022783	0.031243	Female	22	No	No	Employed	Suburban	Bachelor	1,672,293,600
31	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9fdfe05f-2fdf-4e8d-bb09-f8162e14c352	no_churn	0.285729	0	no_churn	-0.082752	-0.005115	0.041376	0.089668	0.007607	0.082758	-0.039369	-0.030718	Male	50	No	No	Unemployed	Suburban	High School or Below	1,672,293,600
41	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	3aebe355-02a8-4ec0-aa60-ac7a9ebec6ca	no_churn	0.460808	0	no_churn	-0.101102	-0.006428	-0.094737	0.024107	-0.000363	0.052791	-0.053538	-0.053755	Male	34	Yes	Yes	Unemployed	Rural	High School or Below	1,672,293,600
41	Yes	Yes	High Speed	Phone_Support	One year	<80hrs	Active	868f57bb-c0d7-453f-a0e8-1bf93a66532a	no_churn	0.125816	0	no_churn	-0.097485	-0.002434	0.027242	-0.004603	0.038625	-0.231859	-0.025777	0.057266	Female	52	No	No	Employed	Suburban	Bachelor	1,672,293,600
28	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	1a984b93-d88c-4feb-ab40-2aa49fa176a5	churn	0.648013	1	churn	0.068579	-0.001889	0.134264	0.112814	0.079126	0.147129	0.078507	0.102946	Female	59	No	Yes	Disabled	Suburban	Bachelor	1,672,293,600
15	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	4d1effdf-9202-483d-ba1f-da7bb911ec37	churn	0.317146	1	churn	0.193083	-0.007261	0.106359	0.060902	-0.077051	0.115182	0.008062	0.007603	Female	47	No	No	Employed	Urban	Bachelor	1,672,293,600
61	Yes	Yes	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	7165a82d-196e-42fc-80bc-ee540b657479	no_churn	0.099104	0	no_churn	-0.255561	-0.004322	0.009495	0.017824	-0.009595	0.028311	-0.013958	-0.018499	Female	42	Yes	No	Employed	Rural	College	1,672,293,600
49	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	24586578-4e11-4cb9-8695-baefcff16a4a	no_churn	0.021653	0	no_churn	-0.059933	-0.012288	-0.038505	-0.015449	0.013935	-0.086427	-0.025017	-0.045342	Male	28	Yes	No	Employed	Suburban	College	1,672,293,600
2	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	c6640c02-1d42-4c55-bb65-5833cd6e5403	churn	0.431905	1	churn	0.21591	-0.008026	-0.000355	-0.029114	0.024904	0.118519	-0.019358	-0.031149	Male	28	No	No	Employed	Rural	Bachelor	1,672,293,600
69	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	79dbefc6-d871-46ed-9067-bae81d82fac4	no_churn	0.01348	0	no_churn	-0.056089	-0.002828	-0.031046	-0.025265	-0.037272	-0.171237	0.029913	0.024797	Male	75	No	No	Employed	Urban	Bachelor	1,672,293,600
10	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	fe099925-ee1c-4910-a8ce-10e0d2bb7c11	no_churn	0.024982	0	no_churn	-0.039302	-0.008194	-0.012491	-0.042135	-0.000877	-0.083547	-0.03321	-0.049269	Female	26	No	No	Employed	Suburban	Bachelor	1,672,293,600
71	Yes	Yes	Medium Speed	Phone_Support	Two year	100hrs+	Active	3cd09c99-0e4e-4cfd-92d5-9521d6776b44	no_churn	0.004567	0	no_churn	-0.115655	-0.00245	-0.016617	-0.075185	0.029761	-0.165716	0.036203	0.050631	Male	44	No	No	Unemployed	Suburban	College	1,672,293,600
5	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	00f94461-d758-407a-becf-b249090ca576	no_churn	0.274975	0	no_churn	0.049937	-0.013795	-0.045202	-0.00365	-0.092594	0.06246	-0.035469	-0.029173	Female	28	Yes	No	Employed	Suburban	College	1,672,293,600
19	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	796c2820-67fd-4733-92e7-00226dab3e63	no_churn	0.127802	0	no_churn	-0.064582	-0.007992	-0.008591	-0.056808	-0.072747	0.018102	-0.043009	-0.033399	Male	52	Yes	No	Employed	Suburban	Bachelor	1,672,293,600
39	Yes	Yes	Low Speed	Phone_Support	Two year	<50hrs	Active	bc17e111-c27f-4af7-8e47-3cb833e552ce	no_churn	0.038255	0	no_churn	-0.039155	-0.001322	0.026242	0.019758	0.055646	-0.180246	0.032033	0.068018	Female	57	No	No	Employed	Suburban	Master	1,672,293,600
25	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	3f1faf81-2281-4b5c-94d5-73b4405fc3a7	churn	0.443059	1	churn	-0.114829	-0.004726	0.026489	-0.133824	0.046468	0.047353	-0.099337	0.033379	Male	40	No	No	Employed	Suburban	Bachelor	1,672,293,600
24	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	10dd9f6a-507d-47b7-8882-3e7cdcddef84	no_churn	0.009183	0	no_churn	-0.052036	-0.00537	-0.030194	-0.017659	0.012853	-0.102288	-0.033495	-0.040837	Male	61	No	No	Employed	Suburban	College	1,672,293,600
21	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	7187ff4f-cb4e-4c51-acef-19c6c16d3503	no_churn	0.022195	0	no_churn	-0.062874	-0.00396	-0.015622	-0.040551	0.003694	-0.07144	-0.028967	-0.049307	Male	30	No	Yes	Employed	Suburban	Master	1,672,293,600
70	Yes	Yes	Fiber optic	Phone_Support	Two year	<50hrs	Active	eddb4f68-22f6-4d31-88b4-fb9f15d7a7fc	no_churn	0.070952	0	no_churn	-0.005542	-0.00086	0.075334	0.09784	0.046201	-0.034255	0.118652	0.078604	Male	62	No	Yes	Unemployed	Rural	Bachelor	1,672,293,600
72	Yes	Yes	High Speed	In_Store_Support	Two year	<80hrs	Active	12bac45c-f225-4fa8-8f27-c9c52e031aff	no_churn	0.005579	0	no_churn	-0.092892	-0.003678	0.006301	-0.011443	-0.042036	-0.128529	0.027604	0.026652	Female	56	No	Yes	Disabled	Suburban	Bachelor	1,672,380,000
43	Yes	No	Medium Speed	Phone_Support	Two year	<80hrs	Active	f21dd4a9-8c07-4acb-ac1b-b56432bd0a83	no_churn	0.016078	0	no_churn	0.027188	0.000238	-0.034824	0.043855	0.093785	-0.100221	0.050423	0.070531	Female	65	No	Yes	Employed	Urban	College	1,672,380,000
52	Yes	Yes	Low Speed	In_Store_Support	Two year	<80hrs	Active	284b1ea6-11ef-4e9a-9ae4-b98b858c3bd5	no_churn	0.011663	0	no_churn	-0.069731	-0.005751	0.010677	-0.026351	-0.086174	-0.154423	0.035352	0.037374	Female	39	Yes	No	Unemployed	Suburban	Master	1,672,380,000
4	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Active	778b5358-9b8b-4477-b8b4-e0702f808704	churn	0.375964	1	churn	0.106171	-0.007826	-0.062426	-0.061481	-0.022765	0.08663	0.048213	0.064458	Female	74	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
45	Yes	No	Medium Speed	In_Store_Support	Two year	<80hrs	Active	bb754f4b-c0e4-4847-80e4-4d0e04dec122	no_churn	0.016699	0	no_churn	-0.035507	-0.001069	0.004425	-0.008149	-0.04291	-0.155483	0.060747	0.03892	Female	63	No	No	Medical Leave	Suburban	High School or Below	1,672,380,000
9	No	No phone service	High Speed	Phone_Support	One year	<50hrs	Active	2eae6243-febc-403d-9d4c-b4979a2a8a57	no_churn	0.080703	0	no_churn	0.015724	-0.002827	-0.014323	0.004377	0.042738	-0.177975	0.073225	0.041201	Male	21	No	No	Employed	Suburban	High School or Below	1,672,380,000
71	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	21466960-d619-4982-9f06-9a6d8afeadbd	no_churn	0.007327	0	no_churn	-0.096208	-0.003764	-0.001178	-0.03211	-0.04937	-0.127425	0.017434	0.023595	Male	40	No	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
71	Yes	No	High Speed	Phone_Support	Two year	<50hrs	Active	c1929bb3-9f4a-4b39-b7b4-56b968ce2862	no_churn	0.009597	0	no_churn	-0.132473	-0.00246	-0.01454	-0.00652	0.027278	-0.190267	0.023763	0.046193	Male	46	No	No	Employed	Rural	High School or Below	1,672,380,000
7	No	No phone service	High Speed	Phone_Support	Month-to-month	100hrs+	Active	4b553eee-f9f6-4e98-a1aa-af83f6aa7c5b	no_churn	0.394197	0	no_churn	0.071708	-0.027865	-0.022105	-0.040112	0.126233	0.12255	0.100901	0.097164	Female	60	No	Yes	Medical Leave	Suburban	High School or Below	1,672,380,000
4	Yes	No	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	415f6ad4-6a0b-4454-8e5a-a813440810b5	churn	0.281433	1	churn	0.223202	-0.002543	0.057605	-0.020906	0.011055	0.138815	0.222626	0.072787	Male	25	No	No	Unemployed	Suburban	High School or Below	1,672,380,000
51	No	No phone service	Low Speed	In_Store_Support	One year	<80hrs	Active	b4114ea5-3a2a-4cbe-af7d-9ff9d88a8b3f	no_churn	0.11201	0	no_churn	0.009577	0.141315	0.069252	0.03838	0.057405	-0.004646	0.189823	0.069868	Female	70	No	No	Employed	Urban	Master	1,672,380,000
46	No	No phone service	High Speed	Phone_Support	Two year	<50hrs	Active	5b470fb9-9855-4199-9386-09cf988adce9	no_churn	0.017996	0	no_churn	-0.066378	-0.001321	0.013133	-0.004569	0.052615	-0.149035	0.004557	0.041972	Female	51	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
71	No	No phone service	Low Speed	Phone_Support	One year	<80hrs	Active	24a42410-d631-47ac-b87e-9221c05ac926	no_churn	0.025892	0	no_churn	-0.125547	0.008798	0.033242	0.046568	0.026966	-0.064684	0.082707	0.062924	Male	32	No	Yes	Unemployed	Suburban	Master	1,672,380,000
31	Yes	No	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	7a24dabd-7bc4-434b-acfb-f0e621eed0af	no_churn	0.094228	0	no_churn	-0.031845	-0.009813	-0.02785	-0.079306	-0.068575	0.044606	-0.017357	-0.008887	Male	80	Yes	Yes	Unemployed	Urban	Doctor	1,672,380,000
71	Yes	Yes	Medium Speed	Phone_Support	Two year	<80hrs	Active	8ef2642d-a848-4c4d-959c-74850a7f5b79	no_churn	0.006746	0	no_churn	-0.145338	-0.002691	-0.000592	-0.065172	0.039835	-0.124077	0.046059	0.050116	Female	60	Yes	Yes	Medical Leave	Suburban	Bachelor	1,672,380,000
6	No	No phone service	Low Speed	In_Store_Support	One year	<80hrs	Active	5891d473-a567-41eb-bde0-0bbcf2b489ce	no_churn	0.241213	0	no_churn	0.016167	0.051381	0.030658	0.045432	0.017198	-0.034423	0.072803	0.031757	Female	57	Yes	No	Employed	Suburban	College	1,672,380,000
14	Yes	No	Medium Speed	In_Store_Support	Month-to-month	<80hrs	Active	99b44d5b-5eb0-477b-a275-372e4ff1823a	no_churn	0.264907	0	no_churn	0.061882	0.003773	0.011743	0.078253	-0.017468	0.124465	0.155033	0.103293	Female	56	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
70	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	f66caf3d-4922-4a84-8088-22f6a7e6f0d5	no_churn	0.016743	0	no_churn	-0.059218	-0.002812	-0.026708	-0.022194	-0.031675	-0.178941	0.028051	0.024471	Male	59	No	No	Employed	Suburban	Bachelor	1,672,380,000
27	Yes	Yes	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	8508525c-a5ac-41a6-b778-b4d4ccf1114b	no_churn	0.143375	0	no_churn	-0.053556	-0.00148	0.050023	-0.029229	-0.099693	0.103439	0.116849	0.05162	Male	77	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
54	No	No phone service	Low Speed	In_Store_Support	Two year	100hrs+	Active	442ce4a9-e079-42f1-a3ee-c3a606b700b0	churn	0.020874	0	no_churn	-0.083901	0.003555	-0.010082	-0.014719	-0.070632	-0.129938	0.009742	0.026948	Female	60	Yes	No	Medical Leave	Suburban	College	1,672,380,000

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