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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
56	Yes	Yes	High Speed	In_Store_Support	Month-to-month	100hrs+	Active	31e053ba-ca51-4246-89cd-7a28a2918ef2	churn	0.265877	1	churn	-0.073622	-0.005627	0.023853	-0.020882	-0.064307	0.047211	-0.014535	0.038882	Female	72	No	Yes	Unemployed	Rural	Master	1,672,466,400
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c9170caf-e1bb-4080-ae17-7bb98d2e4653	churn	0.464897	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Male	23	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
18	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	03b58f32-77ba-4f50-b178-feda218aec83	no_churn	0.22427	0	no_churn	-0.067978	-0.009669	-0.04536	-0.025451	-0.075362	0.023324	-0.037868	-0.030661	Female	67	No	Yes	Unemployed	Suburban	Bachelor	1,672,466,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	8ee55310-40d6-4533-9c10-ec1fe22c7ef5	churn	0.635557	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	48	No	Yes	Employed	Urban	College	1,672,466,400
23	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	447ab9fe-f14b-4d93-9713-c779c31d1172	no_churn	0.021717	0	no_churn	-0.064159	-0.006181	-0.041359	-0.017765	0.002849	-0.073758	-0.032963	-0.035689	Female	27	No	Yes	Unemployed	Suburban	Bachelor	1,672,466,400
1	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	9f354e8b-5d1f-40c2-bd68-844f6627608c	no_churn	0.314494	0	no_churn	0.157282	-0.007505	-0.046051	-0.163503	-0.019224	0.092608	-0.045897	-0.059226	Female	55	No	No	Unemployed	Rural	High School or Below	1,672,466,400
25	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	52c1d791-93b9-4f5c-9807-9270868e5313	churn	0.53495	1	churn	0.093098	-0.001108	0.023999	0.027602	0.146631	0.102242	0.092789	0.12572	Male	63	No	Yes	Retired	Urban	College	1,672,466,400
60	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	4e6626ef-5b00-45dd-a3d8-112c7f598138	no_churn	0.007335	0	no_churn	-0.056129	-0.003968	-0.010231	-0.027065	-0.005244	-0.110848	-0.029385	-0.026157	Female	58	No	No	Employed	Suburban	High School or Below	1,672,466,400
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	92a76aad-55db-4452-b2b0-759c6990f92e	churn	0.461613	1	churn	-0.208797	-0.003802	-0.000421	0.006338	0.040726	0.017149	-0.015152	0.024931	Female	25	No	Yes	Retired	Suburban	High School or Below	1,672,466,400
69	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	c4aaa39f-1c78-432d-a7cf-7637b25dd8ca	no_churn	0.005948	0	no_churn	-0.041932	-0.002801	-0.00592	-0.027215	-0.024334	-0.106225	-0.016722	-0.043876	Male	56	Yes	No	Unemployed	Suburban	Bachelor	1,672,466,400
33	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	63656bf5-e2e8-47db-8c4a-3f657c4a33d4	no_churn	0.467796	0	no_churn	-0.033196	-0.00102	0.096269	0.093233	0.094426	0.113115	0.106185	0.103482	Male	54	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	7bc6c9cb-5050-428f-893d-16d19c6724f5	no_churn	0.443202	0	no_churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Male	42	Yes	No	Employed	Urban	High School or Below	1,672,466,400
58	Yes	Yes	Fiber optic	In_Store_Support	Month-to-month	0hrs	Disabled	bd4c5dff-333f-438c-b773-a64269228192	no_churn	0.127352	0	no_churn	-0.207794	-0.006658	0.014908	0.044915	-0.050177	0.026832	-0.015126	-0.025926	Female	48	No	Yes	Unemployed	Rural	Bachelor	1,672,466,400
36	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	ade91dd8-77c0-4173-8948-1be395242029	no_churn	0.028399	0	no_churn	0.008552	-0.001303	0.023142	-0.04459	0.045005	-0.113698	-0.024247	-0.041886	Male	44	No	No	Employed	Suburban	College	1,672,466,400
43	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	e4d56e9f-1043-4517-9bcc-593af1f0dd0b	no_churn	0.102257	0	no_churn	-0.043972	-0.004782	-0.016435	-0.038438	-0.012868	-0.087304	-0.023911	-0.041315	Female	26	No	No	Medical Leave	Urban	Bachelor	1,672,466,400
68	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	75d582f3-abb3-4b3c-9bb6-12c4e96eee1c	churn	0.165816	1	churn	-0.039964	-0.002493	0.043354	0.06123	0.024708	-0.042753	-0.021657	-0.024605	Female	79	No	Yes	Employed	Urban	High School or Below	1,672,466,400
56	Yes	Yes	High Speed	Web_Chat_Support	One year	<80hrs	Active	eaf687f4-b587-4385-8dd3-44c4919e2a87	no_churn	0.178136	0	no_churn	0.100952	-0.003084	0.070772	0.049425	0.129258	-0.086659	0.038294	0.034826	Male	64	No	No	Employed	Rural	Bachelor	1,672,466,400
59	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	3a1bf357-8c74-4124-b9bd-01deba868046	churn	0.261267	1	churn	-0.02139	0.000736	0.086235	0.096594	0.138246	0.075344	0.103384	0.099826	Male	31	Yes	No	Unemployed	Suburban	Master	1,672,466,400
19	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	c050e8af-0a41-4132-96f5-b869b8b5692f	no_churn	0.076156	0	no_churn	-0.016119	-0.005587	-0.02994	-0.044443	0.00339	-0.094333	-0.040235	-0.04176	Male	33	No	No	Employed	Suburban	College	1,672,466,400
39	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	b1a57c83-29b2-47d3-ba83-0ae9fa3cb188	no_churn	0.119197	0	no_churn	0.086158	0.144487	0.065638	0.002718	-0.131171	0.108779	-0.019014	-0.018955	Female	22	Yes	No	Retired	Suburban	Bachelor	1,672,466,400
6	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	efaa1e02-55af-4001-a381-215c204c4767	no_churn	0.091919	0	no_churn	0.083741	-0.003429	0.017994	-0.008721	0.026333	0.094736	-0.043364	-0.025263	Male	30	No	No	Employed	Suburban	Bachelor	1,672,466,400
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	a58acafe-894f-4091-8b04-df0811647159	churn	0.461588	1	churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Male	22	No	Yes	Employed	Urban	Bachelor	1,672,466,400
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	a7c58b4a-3a27-438a-b432-3a067d57ac5d	churn	0.795483	1	churn	-0.038876	-0.002786	0.054474	-0.029964	0.016743	0.096882	-0.060253	0.028469	Female	41	No	No	Employed	Suburban	High School or Below	1,672,466,400
41	Yes	No	Fiber optic	In_Store_Support	Two year	100hrs+	Active	ff3345cf-7699-44a8-aa2f-3941f85a42e4	no_churn	0.061145	0	no_churn	-0.028082	-0.003513	-0.014734	0.058203	-0.029938	-0.199765	0.010872	0.007931	Female	57	No	No	Unemployed	Suburban	Doctor	1,672,466,400
10	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	48423c6f-d530-47f5-bd33-07f8dad49e21	no_churn	0.055284	0	no_churn	-0.020267	-0.006414	-0.022161	-0.043891	-0.00004	-0.098593	-0.038753	-0.038908	Female	73	No	Yes	Employed	Urban	Bachelor	1,672,466,400
47	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	8200b84b-0ebb-4138-b6b1-df4f1edca193	no_churn	0.006915	0	no_churn	-0.027083	-0.004937	0.012331	-0.024823	0.017727	-0.197714	-0.017563	-0.026963	Female	22	No	Yes	Employed	Suburban	Bachelor	1,672,466,400
6	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	995af78b-725e-454d-8125-c1e9468543d3	no_churn	0.091919	0	no_churn	0.083741	-0.003429	0.017994	-0.008721	0.026333	0.094736	-0.043364	-0.025263	Male	21	No	Yes	Unemployed	Suburban	High School or Below	1,672,466,400
53	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Active	0be844df-e74f-40aa-b7fb-c13e36dd3f0b	churn	0.032383	0	no_churn	0.060165	0.001157	0.042189	0.055627	0.151196	-0.111902	0.093071	0.093423	Female	26	No	No	Employed	Suburban	High School or Below	1,672,466,400
46	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	5bcd94f6-e968-432f-ab53-6befa7270e05	no_churn	0.142065	0	no_churn	-0.191238	0.016025	0.002173	-0.001797	0.03436	0.020544	-0.033693	-0.0454	Female	28	No	No	Employed	Rural	Bachelor	1,672,466,400
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	347f69f6-1c88-4fd2-a5d0-b131698cf122	no_churn	0.520377	0	no_churn	-0.172568	-0.007962	-0.067256	0.032385	-0.002002	0.049254	-0.034661	-0.066216	Male	20	No	Yes	Employed	Rural	College	1,672,466,400
53	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Active	1c9e87bd-1a3b-418e-99fa-75aeed58c349	no_churn	0.032383	0	no_churn	0.060165	0.001157	0.042189	0.055627	0.151196	-0.111902	0.093071	0.093423	Female	62	No	No	Unemployed	Suburban	High School or Below	1,672,466,400
8	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	b87af1c6-57f8-4980-9aad-d80f8171bd93	no_churn	0.094953	0	no_churn	0.020413	-0.006177	-0.01304	-0.049148	0.014696	-0.153462	-0.033106	-0.037537	Male	42	Yes	No	Unemployed	Suburban	Bachelor	1,672,466,400
45	Yes	No	Fiber optic	Phone_Support	Month-to-month	0hrs	Disabled	4f7910c3-7ffb-45c4-855a-5310af5965a8	no_churn	0.170171	0	no_churn	-0.217906	-0.00475	-0.077871	0.02916	0.006389	0.034614	-0.021115	-0.017547	Female	74	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	928af5c1-1424-4db1-ac08-0d199b1140de	churn	0.453136	1	churn	0.091899	-0.004987	-0.023741	0.164174	0.045899	0.119718	-0.038699	-0.005558	Female	40	No	No	Unemployed	Urban	High School or Below	1,672,466,400
37	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	b5e70adb-ed2d-400b-8b14-211d55cd2b7f	no_churn	0.018626	0	no_churn	-0.052636	-0.003976	0.001897	-0.032899	-0.032357	-0.108243	-0.017034	-0.02378	Male	57	No	Yes	Employed	Suburban	Bachelor	1,672,466,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	7992c3b4-183e-42b2-9bc1-02581b0abce7	no_churn	0.520132	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	40	Yes	Yes	Unemployed	Suburban	College	1,672,466,400
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5d651e9b-17e9-46ff-90c3-ecbfd22786c7	no_churn	0.520377	0	no_churn	-0.172568	-0.007962	-0.067256	0.032385	-0.002002	0.049254	-0.034661	-0.066216	Male	56	No	No	Employed	Suburban	High School or Below	1,672,466,400
33	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	b9790183-ab7e-4bf5-a776-4585b1ab250b	no_churn	0.392402	0	no_churn	-0.060058	-0.001537	-0.03409	0.046875	0.011653	0.026108	0.077966	0.020367	Female	80	No	No	Unemployed	Suburban	College	1,672,466,400
32	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	c51fba45-9611-4ea2-bee2-3aae2de1d47b	no_churn	0.037063	0	no_churn	-0.023808	-0.005173	-0.028167	-0.058854	-0.027765	-0.086891	-0.017974	-0.020394	Male	27	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a42876d9-2ab3-41b6-87f4-81f549bf7a38	churn	0.578508	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	76	Yes	Yes	Unemployed	Suburban	College	1,672,466,400
5	Yes	No	High Speed	Phone_Support	Month-to-month	<50hrs	Active	04012d20-245c-45ad-819f-d6405e6ba939	churn	0.690267	1	churn	0.227355	-0.003593	-0.014877	0.042396	0.103671	0.140663	0.104865	0.09716	Female	41	No	Yes	Employed	Suburban	Master	1,672,466,400
71	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	7da7d4d1-00bc-4140-95b3-1b7001d323fe	no_churn	0.017277	0	no_churn	-0.1374	-0.003482	0.006671	0.024209	-0.007661	-0.106321	-0.013805	-0.031236	Male	36	No	No	Employed	Suburban	Bachelor	1,672,466,400
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	4862db90-c533-4898-ad5e-2e453309c878	churn	0.559921	1	churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Male	23	No	Yes	Employed	Suburban	High School or Below	1,672,466,400
69	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	8e9ead37-de09-4815-ad05-b4698dd2afe8	no_churn	0.005948	0	no_churn	-0.041932	-0.002801	-0.00592	-0.027215	-0.024334	-0.106225	-0.016722	-0.043876	Female	34	Yes	No	Employed	Suburban	Bachelor	1,672,466,400
70	Yes	Yes	Medium Speed	In_Store_Support	Two year	<80hrs	Active	285fc83f-a7e0-41a1-82f6-8774280833cb	no_churn	0.01769	0	no_churn	-0.072934	-0.002553	0.003824	-0.036981	-0.031821	-0.140205	-0.01254	0.024184	Male	48	No	Yes	Employed	Suburban	Bachelor	1,672,466,400
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	29511531-19bd-4dbc-a39c-773cbbd724f6	churn	0.578508	1	churn	-0.00965	-0.006071	0.143848	0.113069	0.047618	0.123063	0.014389	0.013931	Female	64	No	No	Employed	Suburban	Bachelor	1,672,466,400
6	Yes	No	Low Speed	In_Store_Support	Two year	0hrs	Disabled	2b4384cf-9d6e-4f01-a8ab-82e2fff8d41e	no_churn	0.009861	0	no_churn	-0.012333	-0.004682	-0.012765	-0.047522	-0.026701	-0.114784	-0.022647	-0.020925	Female	66	Yes	Yes	Employed	Urban	High School or Below	1,672,466,400
64	Yes	No	High Speed	In_Store_Support	Two year	0hrs	Disabled	12dd12f9-db59-4190-949e-958dbe6545c8	churn	0.093516	1	churn	0.031176	0.001159	0.024113	0.015309	0.038248	-0.076656	-0.005345	-0.023042	Male	22	No	No	Employed	Rural	Doctor	1,672,466,400
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3830144e-6563-4455-bdc6-96111d305eb1	churn	0.409051	1	churn	-0.006029	-0.006449	0.060404	0.125139	0.067891	0.120365	-0.024194	-0.013619	Female	77	No	Yes	Medical Leave	Urban	Master	1,672,466,400
71	Yes	Yes	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	e1bc64e7-b1be-48db-9162-d35f4467a937	no_churn	0.001877	0	no_churn	-0.088546	-0.003852	-0.000792	-0.027589	0.003078	-0.108256	-0.016707	-0.026362	Male	57	No	No	Employed	Suburban	College	1,672,466,400
19	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	c5c01931-6c51-4a9a-bc47-9d20b56a15f2	no_churn	0.076156	0	no_churn	-0.016119	-0.005587	-0.02994	-0.044443	0.00339	-0.094333	-0.040235	-0.04176	Female	46	No	No	Employed	Suburban	Master	1,672,466,400
1	Yes	Yes	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	5dc57347-4299-4614-b0aa-cc4cec3c6964	churn	0.74444	1	churn	0.185379	-0.011123	-0.036618	-0.106532	-0.075056	0.091473	-0.050013	-0.038532	Female	69	No	No	Unemployed	Suburban	High School or Below	1,672,466,400
71	Yes	Yes	Low Speed	In_Store_Support	Two year	100hrs+	Active	753c9a57-ca4f-4698-a8e4-1c040e7226fc	churn	0.015889	0	no_churn	-0.051617	-0.00075	0.03122	0.023307	-0.026966	-0.165751	0.054052	0.047479	Male	33	No	No	Unemployed	Rural	College	1,672,466,400
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f88b1b63-bb1f-43f7-a780-ead3e8cd229e	churn	0.464897	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Female	74	No	No	Employed	Suburban	Bachelor	1,672,466,400
43	Yes	No	Fiber optic	In_Store_Support	One year	0hrs	Disabled	71aa1061-547c-4b59-b1fd-6dda3bd96886	no_churn	0.060194	0	no_churn	-0.053469	-0.003917	-0.035366	0.033811	-0.026446	-0.099653	-0.029587	-0.034398	Male	79	Yes	Yes	Employed	Suburban	Master	1,672,466,400
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9c5e161c-e043-4949-ab4c-1f49ea50bf5b	no_churn	0.448244	0	no_churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Female	48	Yes	Yes	Retired	Suburban	College	1,672,466,400
12	Yes	No	High Speed	Phone_Support	One year	0hrs	Disabled	2e67fe91-a8c9-470e-90c2-8600e7823bbf	no_churn	0.060294	0	no_churn	0.011398	-0.0053	-0.030038	-0.016063	-0.034266	-0.097777	-0.029776	-0.031538	Female	48	Yes	Yes	Employed	Urban	College	1,672,466,400
37	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	556f18a4-2374-46b8-b92d-5edaae2ccfbc	no_churn	0.018626	0	no_churn	-0.052636	-0.003976	0.001897	-0.032899	-0.032357	-0.108243	-0.017034	-0.02378	Male	36	Yes	No	Employed	Rural	Master	1,672,466,400
23	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	0e9bd542-99f9-420d-b21e-2677829cc2cb	no_churn	0.021717	0	no_churn	-0.064159	-0.006181	-0.041359	-0.017765	0.002849	-0.073758	-0.032963	-0.035689	Female	40	Yes	No	Employed	Rural	High School or Below	1,672,466,400
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	481c545d-8b9c-4798-9eaf-9ebcf4cd4b76	churn	0.409051	1	churn	-0.006029	-0.006449	0.060404	0.125139	0.067891	0.120365	-0.024194	-0.013619	Female	21	No	No	Medical Leave	Suburban	College	1,672,466,400
41	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	47c4e78f-b1ad-49e5-88a7-730ffc1bd12e	no_churn	0.010508	0	no_churn	-0.028505	-0.005768	-0.015328	-0.051172	0.012783	-0.119789	-0.022702	-0.038545	Female	67	Yes	No	Employed	Rural	High School or Below	1,672,466,400
10	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	b6037c38-a289-4b55-a915-a09b45e672c8	no_churn	0.25937	0	no_churn	-0.062912	0.070782	0.025827	-0.08643	0.017845	0.076001	-0.060991	-0.04915	Male	51	No	No	Unemployed	Suburban	High School or Below	1,672,466,400
55	Yes	No	Low Speed	Phone_Support	One year	<80hrs	Active	8c889737-ab4a-4b11-b9f0-2fd5be7f56d4	no_churn	0.166043	0	no_churn	-0.001337	-0.004522	-0.042576	0.037183	0.098096	-0.078393	0.114071	0.078452	Female	36	No	Yes	Employed	Urban	College	1,672,466,400
71	Yes	Yes	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	3ac734ae-5002-48a3-bcc8-8aba598a50f0	no_churn	0.001877	0	no_churn	-0.088546	-0.003852	-0.000792	-0.027589	0.003078	-0.108256	-0.016707	-0.026362	Male	45	No	No	Employed	Suburban	College	1,672,466,400
15	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	94cd3ede-9e2d-48d4-82bd-2816e4b96a93	no_churn	0.386183	0	no_churn	0.084784	-0.00214	0.032851	0.046777	0.015984	0.13707	-0.027881	-0.0102	Female	72	No	Yes	Employed	Urban	Master	1,672,466,400
71	Yes	Yes	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	6ea6906f-5c9a-49c1-8463-f197ea78c315	no_churn	0.001877	0	no_churn	-0.088546	-0.003852	-0.000792	-0.027589	0.003078	-0.108256	-0.016707	-0.026362	Male	29	No	No	Unemployed	Suburban	Bachelor	1,672,466,400
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3852a5e2-c04b-4b6c-8ccd-fbcb52a78fd6	churn	0.533358	1	churn	0.030578	-0.003541	0.020737	0.154612	-0.022964	0.121836	-0.032772	-0.042072	Female	55	No	Yes	Employed	Suburban	Bachelor	1,672,466,400
25	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	752d9607-8d27-4949-b90f-c27932ee0784	no_churn	0.4986	0	no_churn	0.020776	-0.008391	-0.080092	0.136362	0.068699	0.098814	-0.024865	-0.00754	Female	50	No	No	Employed	Urban	High School or Below	1,672,466,400
72	Yes	Yes	Low Speed	In_Store_Support	Two year	<50hrs	Active	aed9cc14-caa4-4bf6-b309-b556d81ee363	no_churn	0.004429	0	no_churn	-0.107999	-0.00264	0.002656	-0.01522	-0.040442	-0.156611	0.021508	0.029722	Male	38	Yes	Yes	Unemployed	Suburban	College	1,672,466,400
2	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	26aeb20c-06df-4900-a1b0-f2c441bc2c3c	churn	0.461588	1	churn	0.104913	-0.015461	-0.035994	-0.066998	-0.029568	0.090901	-0.052234	-0.068178	Female	55	No	Yes	Unemployed	Urban	College	1,672,466,400
6	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	61cd6282-915b-4994-b186-6bb636c53d26	no_churn	0.351934	0	no_churn	-0.019614	-0.015739	-0.029274	-0.133685	0.012223	0.048289	-0.051672	-0.067054	Female	34	No	No	Employed	Suburban	Master	1,672,466,400
47	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	51a37ac0-a71d-40d2-8e39-01889fc6e4a2	churn	0.370906	1	churn	0.030882	-0.001331	0.04395	0.134151	0.043117	0.12672	-0.00966	-0.017157	Female	51	Yes	Yes	Employed	Urban	Master	1,672,466,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	05009d53-a309-43b6-9abe-88ee954b644b	churn	0.561612	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Female	50	No	No	Disabled	Suburban	College	1,672,466,400
48	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	1f1ba50c-d90f-41a5-aaac-fb2fcd142334	no_churn	0.515012	0	no_churn	-0.165476	-0.002007	0.005585	-0.175726	0.048716	0.054415	0.086817	0.068649	Male	68	No	Yes	Employed	Suburban	Bachelor	1,672,466,400
49	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	9ce66935-7464-4907-aa51-834529c46e52	no_churn	0.012652	0	no_churn	-0.044657	-0.003115	0.014633	-0.025699	-0.046934	-0.134539	-0.014036	-0.014679	Female	27	Yes	No	Disabled	Suburban	College	1,672,466,400
63	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	658ce818-7622-4f1f-8f60-7ec0d6e86df6	no_churn	0.162327	0	no_churn	-0.270389	-0.003691	0.033851	-0.071571	0.013133	0.043695	-0.001183	-0.012872	Male	64	No	No	Employed	Suburban	Master	1,672,466,400
24	No	No phone service	High Speed	Phone_Support	One year	<50hrs	Active	182a2203-1f61-416f-ab62-211872cea82e	no_churn	0.150309	0	no_churn	0.007239	-0.004407	-0.002408	0.024468	0.080074	-0.102114	0.08726	0.056194	Male	50	No	No	Unemployed	Suburban	Bachelor	1,672,466,400
43	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	69c3cf40-91b6-48b3-851d-760172055d3f	no_churn	0.102257	0	no_churn	-0.043972	-0.004782	-0.016435	-0.038438	-0.012868	-0.087304	-0.023911	-0.041315	Male	67	No	No	Employed	Suburban	High School or Below	1,672,466,400
51	Yes	Yes	High Speed	Web_Chat_Support	One year	<80hrs	Active	39919f90-a92d-4015-8c2d-3a2ab6d620cd	no_churn	0.193342	0	no_churn	0.035092	-0.004781	0.066227	0.049048	0.103686	-0.084932	0.129512	0.077122	Female	67	No	No	Unemployed	Rural	College	1,672,466,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1ddc5392-a73c-418e-8b19-c27c159a88c1	no_churn	0.463677	0	no_churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	45	Yes	Yes	Unemployed	Rural	Master	1,672,466,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9a4b363c-1cd5-4bb4-bfdc-7675e9948cc0	no_churn	0.463677	0	no_churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Female	52	Yes	No	Unemployed	Suburban	Bachelor	1,672,466,400
59	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	b3ff0600-25ff-4efd-9f1c-912fba7a8732	no_churn	0.060409	0	no_churn	0.040402	-0.00104	0.023606	0.026374	0.106311	-0.201721	0.153774	0.075362	Female	42	No	No	Employed	Suburban	Bachelor	1,672,466,400
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	cb3a290c-b98c-4568-a0ca-28325240162a	churn	0.576482	1	churn	-0.119614	-0.00632	0.066713	0.062724	-0.017455	0.084556	-0.036752	-0.040047	Female	59	No	Yes	Employed	Suburban	Bachelor	1,672,466,400
2	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	df2616d7-918e-4c0d-991f-4a5ca78d3a5d	churn	0.848365	1	churn	0.262843	-0.004901	0.022256	-0.016562	0.0647	0.145844	0.132134	0.12466	Female	39	No	No	Employed	Urban	College	1,672,466,400
24	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	a18139fc-375a-417f-be0c-de6135ab8c60	no_churn	0.486568	0	no_churn	-0.163295	-0.007112	-0.1358	-0.01381	0.028851	0.043013	-0.01566	0.034787	Female	73	No	Yes	Retired	Urban	College	1,672,466,400
3	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	83cbb6e8-fd77-4d99-a8d1-78927ad04925	no_churn	0.191934	0	no_churn	0.115722	-0.007106	-0.035426	-0.038901	-0.02605	0.09312	-0.030117	-0.046174	Male	56	No	Yes	Disabled	Suburban	Bachelor	1,672,466,400
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	90f35de6-285f-4ef7-a077-258550a608f7	churn	0.635557	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	72	Yes	Yes	Employed	Suburban	Bachelor	1,672,466,400
8	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	527aa0e6-7418-4989-9ce0-f1682fcc2827	churn	0.318991	1	churn	0.092419	-0.013118	0.010424	-0.037118	0.069426	0.091397	-0.041665	-0.057559	Female	59	No	Yes	Unemployed	Urban	High School or Below	1,672,466,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	eb505fde-7cb7-49a4-b82c-e55646cd3a4c	churn	0.820828	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	38	No	No	Employed	Suburban	College	1,672,466,400
32	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	0a3fc44c-27f4-4d2e-95f7-4881864a5c5c	no_churn	0.037063	0	no_churn	-0.023808	-0.005173	-0.028167	-0.058854	-0.027765	-0.086891	-0.017974	-0.020394	Male	66	No	No	Employed	Suburban	Master	1,672,466,400
18	No	No phone service	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2143e90e-fc67-4ac8-a68b-989ea32203cf	churn	0.344861	1	churn	-0.153803	0.038525	0.009318	-0.053615	-0.019098	0.045328	-0.022756	-0.039592	Male	38	No	No	Employed	Urban	High School or Below	1,672,466,400
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	42bb2a10-dde8-4ac7-87be-327d0cb5d16e	churn	0.461613	1	churn	-0.208797	-0.003802	-0.000421	0.006338	0.040726	0.017149	-0.015152	0.024931	Male	37	Yes	Yes	Employed	Suburban	College	1,672,466,400
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	782039c4-0d82-482e-89c2-52b786afffe8	churn	0.820828	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	74	Yes	Yes	Employed	Suburban	Bachelor	1,672,466,400
51	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Active	1c855c6e-f5d1-40ba-a290-2c9c8a5ba616	churn	0.023517	0	no_churn	-0.064918	-0.001325	-0.044377	-0.041849	0.055301	-0.19938	0.043212	0.047643	Female	56	No	No	Unemployed	Suburban	College	1,672,466,400
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1ec05d8f-51a5-44bd-bb2f-a6d790450229	churn	0.464897	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Male	34	No	No	Employed	Urban	High School or Below	1,672,466,400
10	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	54174ee8-131e-4a06-b2b6-0ed406cc3162	no_churn	0.25937	0	no_churn	-0.062912	0.070782	0.025827	-0.08643	0.017845	0.076001	-0.060991	-0.04915	Female	31	No	Yes	Employed	Rural	College	1,672,466,400
51	Yes	No	High Speed	In_Store_Support	Two year	100hrs+	Active	f7443380-651e-489c-86f0-50b2cda09eda	no_churn	0.017654	0	no_churn	-0.076477	-0.003944	-0.010238	-0.010144	-0.105141	-0.107197	0.016708	0.027407	Female	37	No	No	Unemployed	Rural	College	1,672,466,400
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	ffcc165f-6c74-469a-ac94-2d32ac92b706	churn	0.461613	1	churn	-0.208797	-0.003802	-0.000421	0.006338	0.040726	0.017149	-0.015152	0.024931	Female	35	No	No	Employed	Suburban	High School or Below	1,672,466,400
17	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	dda81909-3f81-4278-964a-fbc7a7837262	no_churn	0.056941	0	no_churn	-0.000005	-0.00364	-0.021565	-0.044962	0.001041	-0.129864	-0.026305	-0.043727	Male	77	Yes	No	Employed	Urban	Bachelor	1,672,466,400
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	a7b6d857-b125-49e2-93a5-d8124354bd24	churn	0.795483	1	churn	-0.038876	-0.002786	0.054474	-0.029964	0.016743	0.096882	-0.060253	0.028469	Male	58	Yes	Yes	Employed	Suburban	College	1,672,466,400

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