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
49	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	7ef46cb3-e7cb-4c62-ae49-17aa5eef1789	no_churn	0.010282	0	no_churn	-0.061446	-0.003377	-0.01964	-0.032449	-0.029723	-0.093144	-0.013376	-0.015872	Female	26	No	No	Employed	Suburban	Bachelor	1,671,948,000
28	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	56af9d52-1759-400b-af8f-9719729e395a	no_churn	0.031947	0	no_churn	-0.088153	-0.010926	-0.027303	-0.054081	0.015941	0.041572	-0.057518	-0.068558	Female	58	No	No	Medical Leave	Suburban	College	1,671,948,000
5	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	0b030bec-fbf9-40fe-8c1a-904ec67c1817	no_churn	0.307469	0	no_churn	0.035163	-0.006829	-0.06307	-0.150573	0.015364	0.071643	-0.054515	-0.067708	Female	70	Yes	Yes	Employed	Suburban	High School or Below	1,671,948,000
69	Yes	Yes	Fiber optic	In_Store_Support	One year	0hrs	Disabled	26be19b3-b52c-4b3a-88d5-f48be43b80e4	no_churn	0.069828	0	no_churn	-0.11843	-0.003139	0.012652	0.031518	-0.027469	-0.110121	-0.021612	-0.032425	Male	26	No	No	Employed	Suburban	College	1,671,948,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ef1d7f2f-bf7f-4922-a27c-f69eef3b5690	churn	0.851039	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	72	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	722641dd-2653-4b34-a138-1bb008ff748d	churn	0.727722	1	churn	0.195451	-0.002399	0.049388	0.046396	0.076286	0.164607	0.12071	0.080535	Male	39	No	No	Employed	Rural	High School or Below	1,671,948,000
72	Yes	Yes	Low Speed	Phone_Support	Two year	0hrs	Disabled	30c18667-7f38-45ab-b4b6-edb3fa1255b6	no_churn	0.001473	0	no_churn	-0.091569	-0.003876	-0.001083	-0.025286	0.002409	-0.110491	-0.016341	-0.022789	Female	55	Yes	Yes	Medical Leave	Rural	Bachelor	1,671,948,000
42	Yes	Yes	Low Speed	Phone_Support	One year	100hrs+	Active	84b14c12-435f-492c-b37c-37d6deb8dd83	churn	0.349765	0	no_churn	-0.086838	-0.003277	0.011172	-0.057087	-0.00972	-0.177676	0.064431	0.059969	Male	46	No	No	Employed	Suburban	Bachelor	1,671,948,000
61	Yes	Yes	Medium Speed	Phone_Support	One year	<80hrs	Active	b4cec35c-c689-4094-8e90-acdfd630a9fe	no_churn	0.187549	0	no_churn	-0.04324	-0.000599	-0.029567	0.027159	0.085205	-0.098797	0.058306	0.078006	Male	25	No	No	Employed	Suburban	Bachelor	1,671,948,000
20	Yes	No	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	a6070235-365b-4096-8815-504f119188a3	no_churn	0.023989	0	no_churn	-0.043937	-0.008496	-0.024801	-0.038225	0.001274	-0.081731	-0.034203	-0.038908	Female	27	Yes	Yes	Employed	Urban	College	1,671,948,000
38	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c600145d-02ae-4114-8595-bcd2fae30211	churn	0.222222	1	churn	0.068658	-0.008714	0.005341	0.174442	0.013833	0.065926	0.013773	0.029058	Female	48	No	Yes	Employed	Suburban	College	1,671,948,000
35	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	fe18fa47-9c29-4ddb-be11-7226eb389ec2	no_churn	0.010266	0	no_churn	-0.052039	-0.004151	-0.011382	-0.060805	0.016323	-0.097216	-0.02202	-0.037738	Male	50	No	Yes	Employed	Urban	College	1,671,948,000
26	No	No phone service	Medium Speed	Phone_Support	One year	<80hrs	Active	27ce1486-927c-45fd-b8a0-3fa49a1d2272	no_churn	0.107547	0	no_churn	-0.063399	-0.009916	-0.006177	0.005576	0.06248	-0.15138	0.014032	0.069758	Male	38	No	Yes	Employed	Suburban	College	1,671,948,000
59	Yes	No	High Speed	Phone_Support	One year	100hrs+	Active	c0e625eb-08f0-4f04-8741-b35ede5160f8	no_churn	0.106991	0	no_churn	-0.058503	-0.001861	-0.087682	0.017772	0.06092	-0.128968	0.026701	0.067595	Female	61	No	No	Unemployed	Suburban	College	1,671,948,000
22	Yes	Yes	Medium Speed	Phone_Support	Two year	0hrs	Disabled	514dfdbc-cc55-419f-a4f7-e7c79448d96f	no_churn	0.010034	0	no_churn	-0.021188	-0.002879	0.014791	-0.04319	-0.005006	-0.132926	-0.032327	-0.035635	Female	34	No	Yes	Unemployed	Suburban	High School or Below	1,671,948,000
32	Yes	Yes	High Speed	Phone_Support	Month-to-month	<50hrs	Active	84611f86-14e9-4b13-9a7b-54f8c5432402	churn	0.581361	1	churn	-0.08864	-0.002134	0.069597	-0.022316	0.06713	0.0919	0.048907	0.094591	Male	54	No	Yes	Employed	Urban	Bachelor	1,671,948,000
33	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6828b376-959c-49e9-9021-e0b2e2d82bcd	no_churn	0.303301	0	no_churn	-0.052867	-0.002618	-0.091801	0.106448	0.005765	0.031978	-0.006128	0.005103	Male	71	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
66	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	6ef4e0f4-756d-472b-876e-a09981c3a8a2	churn	0.111998	1	churn	0.00018	-0.00194	0.028758	-0.014511	-0.017909	-0.167712	-0.021701	-0.015526	Female	71	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,948,000
30	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	4c23bbec-805a-4e14-b620-de6727168408	no_churn	0.4631	0	no_churn	-0.052238	-0.010095	0.000203	-0.034273	-0.128182	0.049322	-0.053072	-0.030691	Female	47	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
19	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	a791c9eb-7690-40a4-8499-07bb23fd0c18	no_churn	0.007334	0	no_churn	-0.021835	-0.004298	-0.019055	-0.037312	-0.03824	-0.105256	-0.01975	-0.02328	Male	70	No	Yes	Unemployed	Urban	Bachelor	1,671,948,000
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	97ca8416-8024-413e-84a7-27f96eeb9ca0	churn	0.571792	1	churn	0.04604	-0.005529	-0.075776	-0.060371	0.103825	0.098578	0.016504	0.087857	Male	69	No	No	Employed	Urban	Bachelor	1,671,948,000
59	No	No phone service	High Speed	Phone_Support	Month-to-month	<80hrs	Active	79a7c0f0-1a6e-4c8a-84ed-06201707e2cb	churn	0.316369	1	churn	-0.054142	0.02677	0.035203	0.033995	0.003764	0.107237	0.090511	0.077636	Male	21	No	No	Employed	Urban	College	1,671,948,000
67	No	No phone service	Low Speed	Phone_Support	Two year	100hrs+	Active	0174d267-cba9-4661-8da5-84abe1f51fa7	churn	0.013844	0	no_churn	-0.115455	-0.011149	-0.019719	0.00454	0.018597	-0.167585	0.027741	0.044004	Male	78	Yes	Yes	Unemployed	Suburban	Master	1,671,948,000
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	447077bf-15ec-469b-aaa8-1f74badf746d	no_churn	0.374212	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Male	36	No	Yes	Disabled	Suburban	Bachelor	1,671,948,000
46	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	d9c796cd-31b9-4aec-8a2b-073f044d8c62	churn	0.380978	1	churn	-0.153139	-0.003475	-0.012557	-0.050918	0.009251	0.055496	0.025964	0.050351	Male	69	Yes	No	Employed	Urban	Master	1,671,948,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c27b84d0-80b7-4e48-96bc-eea1762d4686	no_churn	0.880348	0	no_churn	0.272089	-0.005932	-0.065563	-0.0016	0.089923	0.127658	0.002106	0.016654	Male	50	Yes	No	Employed	Suburban	Bachelor	1,671,948,000
72	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	06891d62-9f99-40a4-9498-84f1a37a1a55	no_churn	0.005232	0	no_churn	-0.087342	0.012202	-0.001287	-0.011712	-0.0486	-0.188458	0.031874	0.024298	Female	61	Yes	No	Employed	Urban	College	1,671,948,000
53	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8036147d-e00f-462c-b755-b35966a8d637	no_churn	0.213571	0	no_churn	-0.171173	-0.004324	-0.078551	0.028725	0.031743	0.029432	-0.02295	-0.021928	Female	76	No	No	Employed	Urban	High School or Below	1,671,948,000
1	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	223ee10b-a688-4d7d-a46e-a20d86bbca30	churn	0.846201	1	churn	0.209152	-0.006388	0.105582	-0.042643	0.053126	0.152358	0.056369	0.083419	Male	75	No	No	Employed	Suburban	Master	1,671,948,000
64	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	1df075bc-7405-42a6-9e88-d1c1c320e8a3	no_churn	0.005851	0	no_churn	-0.055655	-0.00276	-0.045234	-0.016044	-0.022404	-0.102954	-0.011994	-0.011982	Male	21	No	Yes	Unemployed	Urban	High School or Below	1,671,948,000
51	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	5e425a3f-50b8-4b6a-b851-775326d94cc1	no_churn	0.005595	0	no_churn	-0.054506	-0.003815	0.00757	-0.034636	-0.042098	-0.105157	-0.017876	-0.018508	Male	39	No	Yes	Employed	Rural	Bachelor	1,671,948,000
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f82ff43b-263e-4b78-9f87-80a3d5cb30b5	no_churn	0.305685	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Female	37	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,948,000
72	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	e09aac0a-cd6e-4a0f-a918-58a91d46001a	no_churn	0.002588	0	no_churn	-0.075034	-0.003769	-0.006018	-0.019083	-0.027044	-0.111405	-0.012998	-0.013676	Female	25	No	No	Employed	Rural	High School or Below	1,671,948,000
49	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	2ead8175-3232-4d56-ba62-8e71ca5fad62	no_churn	0.087741	0	no_churn	-0.057228	-0.004001	-0.014086	-0.047833	-0.024859	-0.088953	-0.015417	-0.016649	Female	52	No	Yes	Unemployed	Suburban	High School or Below	1,671,948,000
5	Yes	No	High Speed	Phone_Support	Month-to-month	<80hrs	Active	fad95e2d-5792-4b05-a1e3-9f67ce7dc17c	no_churn	0.350276	0	no_churn	0.069318	-0.004734	-0.099925	0.007156	0.077804	0.082659	-0.091335	0.039364	Female	65	Yes	No	Disabled	Urban	High School or Below	1,671,948,000
4	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	dc9280d0-393f-4c09-b288-f78a45df0653	no_churn	0.163759	0	no_churn	0.0925	-0.01456	-0.001608	-0.104887	-0.116356	0.073357	-0.032269	-0.02286	Male	22	No	No	Employed	Rural	Bachelor	1,671,948,000
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	9919c7a8-5f1b-4bb5-85c6-4e1ab27d030e	churn	0.813198	1	churn	0.316331	0.06002	0.022046	-0.004044	0.011452	0.18005	0.085275	0.059845	Female	67	No	No	Employed	Suburban	High School or Below	1,671,948,000
40	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	e34658f9-f2a2-44d4-9493-bd9ccb47cf71	churn	0.389581	1	churn	-0.131485	-0.010516	0.026307	0.087243	-0.081392	0.025516	-0.031374	-0.016281	Male	71	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,948,000
53	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	890a859e-1d20-42bf-a858-9860352bed22	no_churn	0.035922	0	no_churn	-0.041599	-0.003285	-0.016755	-0.008789	-0.094988	-0.041773	-0.023188	-0.038648	Male	43	Yes	Yes	Employed	Suburban	High School or Below	1,671,948,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	64d42f1a-7efd-47e1-9b33-0a448ff1cbb0	no_churn	0.015144	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Female	42	No	Yes	Medical Leave	Suburban	Bachelor	1,671,948,000
26	Yes	No	High Speed	Phone_Support	One year	<50hrs	Active	fb5f2282-64fc-4d09-a100-e83a5ae9a577	no_churn	0.108602	0	no_churn	0.06922	-0.000151	0.022601	0.040213	0.124882	-0.03702	0.160469	0.106093	Male	52	No	No	Employed	Urban	High School or Below	1,671,948,000
63	Yes	No	Fiber optic	Phone_Support	Two year	<80hrs	Active	988b90c6-1604-4a17-b971-f2fb4f9e66a6	no_churn	0.078439	0	no_churn	-0.135714	-0.002264	-0.020569	-0.025844	0.008129	-0.129988	0.014182	0.023042	Female	71	Yes	Yes	Unemployed	Suburban	High School or Below	1,671,948,000
10	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	d928c975-2ffc-408a-9c26-f843a840ef4b	no_churn	0.313181	0	no_churn	-0.045762	-0.010829	-0.03072	-0.068255	-0.042507	0.048107	-0.036037	-0.029023	Female	21	No	No	Employed	Urban	Bachelor	1,671,948,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	e3b21def-04c1-41ee-8442-6051344a37b0	no_churn	0.06571	0	no_churn	-0.168918	-0.002493	-0.004575	0.008225	-0.058956	-0.101205	0.013007	0.045888	Male	49	Yes	No	Unemployed	Suburban	Bachelor	1,671,948,000
66	No	No phone service	High Speed	In_Store_Support	Two year	<50hrs	Active	284f761b-2238-4373-bfa7-97b1f2b646a4	no_churn	0.012961	0	no_churn	-0.061588	-0.01321	-0.017643	-0.013055	-0.042321	-0.143924	0.001329	0.021385	Male	44	No	Yes	Unemployed	Suburban	College	1,671,948,000
32	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	5ba9ac4c-41b3-45f3-b0d6-ff1e67173780	churn	0.603483	1	churn	-0.08864	-0.002134	0.069597	-0.022316	0.06713	0.0919	0.048907	0.094591	Female	58	No	No	Unemployed	Rural	High School or Below	1,671,948,000
67	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	9aaaf27b-681a-4f93-b1ba-a69be21e709e	no_churn	0.007627	0	no_churn	-0.047596	-0.002845	-0.009841	-0.02084	0.001964	-0.132109	-0.027436	-0.030324	Male	50	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,948,000
8	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	3c6e489b-71c9-4a9e-bcd7-e9fa5433b84d	churn	0.58534	1	churn	-0.049861	-0.005126	0.007634	-0.118629	0.085124	0.081347	-0.045246	0.07754	Male	77	No	Yes	Unemployed	Suburban	Bachelor	1,671,948,000
64	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	fb8a8548-d006-47e3-9e18-4bef4d0d86d2	no_churn	0.012685	0	no_churn	-0.064919	-0.003793	-0.010654	-0.021095	-0.006029	-0.108659	-0.026346	-0.027532	Female	61	Yes	Yes	Unemployed	Suburban	Master	1,671,948,000
55	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	edde29f7-728c-4eca-8325-b4bc6368bcf1	no_churn	0.023912	0	no_churn	-0.051328	-0.003152	-0.012838	-0.05756	-0.018465	-0.083116	-0.014211	-0.016689	Male	77	No	No	Employed	Suburban	Bachelor	1,671,948,000
40	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	3438fc57-2678-47f3-9046-4c9301591207	no_churn	0.112803	0	no_churn	-0.106339	-0.017824	-0.031283	-0.034498	-0.053678	0.034499	-0.037237	-0.022665	Male	30	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
42	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	95492914-1aa9-4fcb-98cf-40c9cfbd448a	churn	0.01735	0	no_churn	-0.033354	-0.004269	0.001995	-0.005594	-0.068104	-0.20403	0.022081	0.032248	Male	34	Yes	Yes	Employed	Suburban	Bachelor	1,671,948,000
21	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	2f205ed0-7649-4c8d-9467-fb4e460588ae	no_churn	0.607546	0	no_churn	0.026191	-0.002824	0.090934	0.027389	0.103528	0.127824	0.137102	0.137496	Male	57	Yes	No	Unemployed	Suburban	Bachelor	1,671,948,000
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2d805c25-f8f4-431f-95a9-ee77b610bc7b	churn	0.582889	1	churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Female	25	No	No	Employed	Suburban	College	1,671,948,000
2	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	cc21902e-3da6-40c5-b047-b3e3057f1a80	no_churn	0.082267	0	no_churn	0.081817	-0.006487	-0.020009	-0.055236	-0.030155	-0.161326	-0.028802	-0.035494	Male	59	Yes	Yes	Disabled	Rural	Bachelor	1,671,948,000
46	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	2203573a-d796-4beb-9474-3e929a3c5c34	no_churn	0.009847	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Male	70	Yes	No	Unemployed	Suburban	College	1,671,948,000
42	No	No phone service	Low Speed	In_Store_Support	Two year	0hrs	Disabled	0b19b4c8-9399-4007-bc65-b410aef8ca7a	no_churn	0.031364	0	no_churn	-0.00503	0.017707	0.003345	-0.016656	-0.013718	-0.159658	-0.01103	-0.013985	Female	63	Yes	No	Unemployed	Suburban	High School or Below	1,671,948,000
60	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	eb0b3a7c-9b28-4952-b64c-0b9f6c697c43	no_churn	0.519876	0	no_churn	-0.237565	-0.006146	-0.03972	-0.035896	0.033364	0.041969	-0.001627	0.006594	Male	73	No	No	Employed	Suburban	Master	1,671,948,000
46	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	5819a878-ff6d-41aa-b703-06651d6bdd8d	no_churn	0.009847	0	no_churn	-0.058347	-0.00493	-0.010333	-0.01688	-0.001355	-0.100685	-0.02932	-0.047176	Female	63	Yes	Yes	Unemployed	Suburban	Master	1,671,948,000
47	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	94c5a8b2-520a-4dca-aa0f-4014506af50d	churn	0.015941	0	no_churn	-0.049453	-0.00266	0.021374	-0.000898	-0.055603	-0.229005	0.028385	0.038834	Male	38	Yes	Yes	Employed	Suburban	College	1,671,948,000
59	Yes	No	High Speed	Phone_Support	One year	100hrs+	Active	6bc0c1bd-918c-4dc3-b64f-81acdcb6b195	no_churn	0.106991	0	no_churn	-0.058503	-0.001861	-0.087682	0.017772	0.06092	-0.128968	0.026701	0.067595	Female	79	No	No	Medical Leave	Suburban	Bachelor	1,671,948,000
35	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	a35cb3e2-949c-4a11-92b1-e3656a904b1f	no_churn	0.010266	0	no_churn	-0.052039	-0.004151	-0.011382	-0.060805	0.016323	-0.097216	-0.02202	-0.037738	Male	77	No	No	Employed	Suburban	Bachelor	1,671,948,000
13	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	c42eba22-1167-4fd3-85b0-9e3164a98f2f	no_churn	0.100285	0	no_churn	-0.049522	-0.008992	-0.056611	-0.082804	0.016822	0.051425	-0.062422	-0.072922	Female	26	Yes	Yes	Employed	Suburban	Bachelor	1,671,948,000
62	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	32a06f71-031b-4662-9981-8a99169c6cdc	no_churn	0.010621	0	no_churn	-0.063108	-0.00368	-0.010492	-0.029893	-0.022386	-0.10885	-0.013491	-0.017128	Female	67	No	No	Employed	Suburban	College	1,671,948,000
32	Yes	No	High Speed	Phone_Support	Two year	0hrs	Disabled	d5e569ad-e813-4524-97fa-fffc70369e3e	no_churn	0.011274	0	no_churn	-0.009258	-0.003544	-0.072242	-0.052333	0.02392	-0.091137	-0.020544	-0.033889	Female	42	Yes	No	Employed	Suburban	College	1,671,948,000
41	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	715446ba-ee28-4aea-a871-b3894638cdbb	churn	0.715943	1	churn	-0.088412	-0.002241	0.052542	-0.009964	0.011684	0.092021	-0.01236	0.050072	Male	73	No	No	Medical Leave	Urban	High School or Below	1,671,948,000
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9b812667-493a-4811-b009-8628c6c404c8	churn	0.838567	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	72	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	016dfade-f636-45f9-8d50-95373e67477d	no_churn	0.31622	0	no_churn	-0.175056	-0.00355	-0.112115	0.001653	0.044002	0.044287	-0.033891	-0.02531	Male	70	No	No	Unemployed	Suburban	Bachelor	1,671,948,000
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ded4fcde-3036-4d09-9c7b-0db028d09cda	no_churn	0.305685	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Male	44	Yes	Yes	Employed	Suburban	College	1,671,948,000
72	No	No phone service	High Speed	In_Store_Support	Two year	<80hrs	Active	7738e0df-429b-4b4c-bbe6-ac34d54da3a1	no_churn	0.005232	0	no_churn	-0.087342	0.012202	-0.001287	-0.011712	-0.0486	-0.188458	0.031874	0.024298	Male	80	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
19	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	54b6e95c-8c71-437a-adc8-d2375c6846ab	no_churn	0.007334	0	no_churn	-0.021835	-0.004298	-0.019055	-0.037312	-0.03824	-0.105256	-0.01975	-0.02328	Female	61	No	Yes	Employed	Urban	Bachelor	1,671,948,000
1	No	No phone service	High Speed	In_Store_Support	Month-to-month	<50hrs	Active	7650154d-ac05-4efa-ab9c-bdb05b4fd8ef	churn	0.813198	1	churn	0.316331	0.06002	0.022046	-0.004044	0.011452	0.18005	0.085275	0.059845	Male	36	No	Yes	Employed	Rural	College	1,671,948,000
26	Yes	No	High Speed	Phone_Support	One year	<50hrs	Active	cb098f1a-01bc-4fbd-9cd8-112ab06f6395	no_churn	0.108602	0	no_churn	0.06922	-0.000151	0.022601	0.040213	0.124882	-0.03702	0.160469	0.106093	Female	77	No	Yes	Employed	Suburban	High School or Below	1,671,948,000
49	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	8cbfa2b1-7e1e-4f19-a797-0936da55b9e9	no_churn	0.087741	0	no_churn	-0.057228	-0.004001	-0.014086	-0.047833	-0.024859	-0.088953	-0.015417	-0.016649	Male	64	No	No	Medical Leave	Suburban	College	1,671,948,000
49	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	47853889-e72c-4983-bd5f-b0f4d3189b77	no_churn	0.010282	0	no_churn	-0.061446	-0.003377	-0.01964	-0.032449	-0.029723	-0.093144	-0.013376	-0.015872	Female	71	Yes	Yes	Employed	Suburban	College	1,671,948,000
58	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	222a8a4a-25f9-4d6b-aa1e-b6ecdb28c0b9	churn	0.206576	0	no_churn	-0.129696	-0.002738	-0.032554	-0.033562	-0.000799	-0.103919	0.012784	0.044208	Male	69	No	No	Employed	Urban	College	1,671,948,000
48	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	2e8d2b7e-5099-46f5-a9e0-e9909882450e	no_churn	0.020146	0	no_churn	-0.062445	-0.003193	-0.014092	-0.025904	-0.062688	-0.158036	0.028494	0.028837	Female	60	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
23	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	b75d4bbf-b6ca-4acd-bc88-c9fdfd9e54e8	no_churn	0.107685	0	no_churn	-0.189144	-0.009724	-0.116661	0.043	-0.004063	0.047558	-0.026026	-0.013966	Male	65	No	No	Employed	Suburban	College	1,671,948,000
26	No	No phone service	Medium Speed	Phone_Support	One year	<80hrs	Active	998df6a4-bcb1-4e04-8bb5-4473d10e7614	no_churn	0.107547	0	no_churn	-0.063399	-0.009916	-0.006177	0.005576	0.06248	-0.15138	0.014032	0.069758	Female	49	No	Yes	Employed	Rural	Master	1,671,948,000
53	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0aaf1104-273c-4f80-b514-13b3b6b366e8	no_churn	0.213571	0	no_churn	-0.171173	-0.004324	-0.078551	0.028725	0.031743	0.029432	-0.02295	-0.021928	Female	50	No	Yes	Unemployed	Suburban	Doctor	1,671,948,000
68	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	5b930453-44bc-4d42-bf4b-0015b0acd02f	no_churn	0.052362	0	no_churn	-0.114526	-0.002158	0.029878	0.022158	0.054087	0.072311	-0.035068	-0.041709	Male	34	No	Yes	Employed	Urban	College	1,671,948,000
61	Yes	Yes	Medium Speed	Phone_Support	One year	<80hrs	Active	5d8b4ce8-8794-4bed-ae7a-61d267a6a675	no_churn	0.187549	0	no_churn	-0.04324	-0.000599	-0.029567	0.027159	0.085205	-0.098797	0.058306	0.078006	Female	74	No	Yes	Employed	Suburban	Master	1,671,948,000
7	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	368d1abd-2fff-49e4-aa2a-c1bfcfb1ae2e	no_churn	0.651008	1	churn	0.105707	0.000057	0.006032	0.024622	0.102135	0.153404	0.12686	0.142157	Male	55	Yes	Yes	Retired	Suburban	Bachelor	1,671,948,000
63	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	f2d7d246-1cd8-4f55-bdfd-0b8fe1c1ef69	no_churn	0.008206	0	no_churn	-0.045753	-0.002835	-0.008615	-0.02022	-0.012133	-0.146069	-0.012974	-0.020426	Male	53	Yes	No	Employed	Suburban	High School or Below	1,671,948,000
56	Yes	Yes	High Speed	In_Store_Support	Two year	100hrs+	Active	9ceb9f30-6892-4025-95bc-6505f80f6f2c	no_churn	0.041352	0	no_churn	-0.030503	-0.003502	0.005971	-0.0096	-0.083607	-0.117996	-0.017082	-0.012707	Male	38	Yes	Yes	Employed	Suburban	Bachelor	1,671,948,000
60	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	1ac31c23-c83e-4d62-aeb9-1d0b04c5b7cb	no_churn	0.519876	0	no_churn	-0.237565	-0.006146	-0.03972	-0.035896	0.033364	0.041969	-0.001627	0.006594	Male	36	No	Yes	Unemployed	Suburban	Bachelor	1,671,948,000
64	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	30bcf11a-a711-468c-85ae-9e336fd13c3d	no_churn	0.012685	0	no_churn	-0.064919	-0.003793	-0.010654	-0.021095	-0.006029	-0.108659	-0.026346	-0.027532	Female	57	Yes	No	Employed	Suburban	High School or Below	1,671,948,000
49	Yes	No	Medium Speed	In_Store_Support	Two year	0hrs	Disabled	ca90b4e3-f344-455f-812b-76052efae2ed	no_churn	0.087741	0	no_churn	-0.057228	-0.004001	-0.014086	-0.047833	-0.024859	-0.088953	-0.015417	-0.016649	Male	43	No	Yes	Employed	Suburban	College	1,671,948,000
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	52a8ef3a-ecfe-4ea6-a728-480afd176b8f	churn	0.838567	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	42	Yes	No	Employed	Suburban	Bachelor	1,671,948,000
70	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	62bdc202-917c-4828-bd8f-0d61893b3726	no_churn	0.018131	0	no_churn	-0.095873	-0.001997	0.00482	-0.026696	0.016247	-0.24385	0.042536	0.051785	Male	32	No	Yes	Employed	Rural	College	1,671,948,000
34	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	db3e8ce0-c334-4e33-adbe-9de96c8b7a87	no_churn	0.323609	0	no_churn	0.001427	-0.001635	-0.011011	0.130791	0.023286	0.044821	0.000826	0.014201	Male	31	Yes	No	Employed	Urban	Bachelor	1,671,948,000
6	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	eadd2124-e5e2-4429-a49e-f1d133fd4e66	no_churn	0.451764	0	no_churn	0.065413	-0.003302	-0.025443	0.102843	-0.006661	0.114229	-0.037738	-0.044144	Male	54	Yes	No	Employed	Suburban	Bachelor	1,671,948,000
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8c0778a6-c551-43be-9905-f08cd338b10f	no_churn	0.31622	0	no_churn	-0.175056	-0.00355	-0.112115	0.001653	0.044002	0.044287	-0.033891	-0.02531	Female	69	Yes	No	Employed	Suburban	High School or Below	1,671,948,000
40	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	d70d2a24-cdc5-41f2-9272-11f317bcb36c	churn	0.389581	1	churn	-0.131485	-0.010516	0.026307	0.087243	-0.081392	0.025516	-0.031374	-0.016281	Female	47	No	Yes	Employed	Suburban	Bachelor	1,671,948,000
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5af7ccc3-bfce-4130-a6bd-168968401f93	no_churn	0.356437	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Male	54	No	No	Employed	Rural	College	1,671,948,000
72	Yes	Yes	Low Speed	In_Store_Support	Two year	<80hrs	Active	fa276b83-1a3c-41a9-903b-d012f56f5535	churn	0.054298	1	churn	-0.112731	-0.003493	0.003481	-0.023219	-0.036668	-0.133371	0.014046	0.028563	Male	35	Yes	No	Employed	Suburban	College	1,671,948,000
52	Yes	Yes	Fiber optic	Phone_Support	Two year	0hrs	Disabled	15c88b5b-68d5-4402-896b-d8dbb96c7703	no_churn	0.025976	0	no_churn	-0.078758	-0.002687	-0.006924	0.044414	-0.010281	-0.145579	-0.024555	-0.044655	Female	28	No	No	Unemployed	Suburban	Bachelor	1,671,948,000
9	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	af7f0b94-4851-4fba-9aac-3fcb2f08f0c6	no_churn	0.009009	0	no_churn	-0.00436	-0.008843	-0.021675	-0.037592	0.005303	-0.131606	-0.031797	-0.038457	Male	22	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,948,000
60	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	40a9a018-18af-4121-a5f9-5c55d23ad9b0	no_churn	0.057781	0	no_churn	-0.082608	-0.003036	-0.070054	0.034166	-0.002816	-0.106524	-0.016921	-0.021234	Male	26	No	Yes	Unemployed	Urban	Bachelor	1,671,948,000
60	Yes	No	High Speed	In_Store_Support	Two year	<50hrs	Active	344fcb1a-0a54-425d-8703-63af0437ded9	no_churn	0.131833	0	no_churn	-0.063793	-0.003136	-0.01162	-0.015941	-0.063105	-0.162165	0.02766	0.023074	Male	29	No	No	Unemployed	Urban	College	1,671,948,000

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