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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
16	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	0a930452-e9ee-42f0-860e-980bac5d80ba	no_churn	0.161889	0	no_churn	0.077264	-0.004395	-0.109635	-0.01722	-0.032204	0.093461	-0.037504	-0.02037	Male	23	No	Yes	Employed	Rural	College	1,671,429,600
72	Yes	Yes	High Speed	Phone_Support	Two year	0hrs	Disabled	ce3b7438-1850-4778-a59e-15db37ac9904	no_churn	0.002468	0	no_churn	-0.083724	-0.003493	0.00578	-0.008572	0.007134	-0.148799	-0.016743	-0.020611	Male	60	No	No	Medical Leave	Urban	Master	1,671,429,600
72	Yes	Yes	Low Speed	In_Store_Support	Two year	0hrs	Disabled	978f5da1-5799-4c1b-93dc-aa749ef7966f	no_churn	0.002231	0	no_churn	-0.074786	-0.003627	-0.010056	-0.025079	-0.02105	-0.105654	-0.011324	-0.017451	Female	63	No	No	Unemployed	Suburban	College	1,671,429,600
23	Yes	No	Medium Speed	Phone_Support	One year	0hrs	Disabled	4a4ac97a-1399-48bf-9519-35ae0a639b8c	no_churn	0.029615	0	no_churn	-0.091721	-0.004132	-0.016009	-0.024536	0.007563	-0.059036	-0.030089	-0.051065	Male	55	No	Yes	Employed	Urban	High School or Below	1,671,429,600
13	Yes	No	Medium Speed	Phone_Support	Month-to-month	0hrs	Disabled	cb85f32d-5140-47d0-a221-445f879489ed	no_churn	0.126733	0	no_churn	-0.052193	-0.009928	-0.022296	-0.108021	0.016948	0.047076	-0.065999	-0.074613	Male	63	No	Yes	Medical Leave	Rural	Master	1,671,429,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	0bebbed5-44cc-490b-a035-8e6c597b5f9b	no_churn	0.360491	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	29	No	No	Employed	Urban	Bachelor	1,671,429,600
7	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a9f6b189-293c-4181-81c8-e799a21cf18a	no_churn	0.105236	0	no_churn	0.186201	-0.005659	0.056181	0.03451	0.12029	0.103533	-0.034777	-0.043661	Female	62	No	No	Unemployed	Suburban	Bachelor	1,671,429,600
66	Yes	Yes	Low Speed	Web_Chat_Support	One year	0hrs	Disabled	38f71d68-1b7a-4550-acc5-e24f0bdf2150	no_churn	0.013271	0	no_churn	-0.031651	-0.00413	0.010948	-0.038483	0.005476	-0.10716	-0.039399	-0.064627	Female	62	Yes	Yes	Employed	Rural	High School or Below	1,671,429,600
17	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	7b11695f-58fe-45ac-bea2-0d1d4483bd9e	no_churn	0.04781	0	no_churn	-0.000005	-0.00364	-0.021565	-0.044962	0.001041	-0.129864	-0.026305	-0.043727	Male	71	No	No	Employed	Rural	High School or Below	1,671,429,600
8	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	ca19dd9b-3ee3-4759-98b4-97f8b8416a29	no_churn	0.184598	0	no_churn	0.01797	-0.015224	-0.064212	-0.098349	0.021045	0.062597	-0.065692	-0.067161	Male	26	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
26	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	95026031-eee0-449a-8602-18520a1fb93f	no_churn	0.142134	0	no_churn	-0.123166	-0.007269	-0.044438	-0.049972	0.0128	0.03554	-0.047972	-0.044549	Female	65	No	Yes	Employed	Suburban	Master	1,671,429,600
4	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	83801c01-40e6-4e00-ae14-23491a9e227d	no_churn	0.036789	0	no_churn	0.014351	-0.005503	-0.032289	-0.054698	-0.004295	-0.10592	-0.039461	-0.041212	Female	27	No	Yes	Retired	Suburban	Bachelor	1,671,429,600
70	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	e50d7442-c427-488f-bd76-2c49af6731e5	no_churn	0.003783	0	no_churn	-0.066523	-0.003191	0.008401	-0.011175	-0.004524	-0.148784	-0.019173	-0.024056	Male	40	Yes	Yes	Employed	Suburban	Bachelor	1,671,429,600
19	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	be0474ad-18d5-44aa-9462-4a3e12a5c043	no_churn	0.195663	0	no_churn	-0.009652	-0.004638	-0.002812	-0.090339	-0.037542	0.052819	-0.039349	-0.047514	Male	24	No	Yes	Employed	Urban	College	1,671,429,600
54	Yes	Yes	High Speed	Web_Chat_Support	One year	0hrs	Disabled	63877fe0-2e83-4475-aa0b-bfe4584f3d08	no_churn	0.029208	0	no_churn	0.015339	-0.004994	-0.031961	0.010941	0.045364	-0.141653	-0.034131	-0.047931	Female	70	No	Yes	Employed	Suburban	College	1,671,429,600
48	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	ba09f1ae-95a2-45a7-a0fb-e88e0f30a628	no_churn	0.010061	0	no_churn	-0.0481	-0.003278	0.006304	-0.063686	0.011639	-0.119663	-0.025651	-0.026592	Female	24	Yes	Yes	Retired	Suburban	College	1,671,429,600
15	Yes	No	High Speed	Web_Chat_Support	One year	0hrs	Disabled	d459ecdc-fbab-4db6-b86d-bbd3bebb1e9b	no_churn	0.045198	0	no_churn	0.02961	-0.005158	-0.040429	-0.013784	0.020824	-0.199854	-0.029829	-0.030407	Female	38	No	Yes	Unemployed	Suburban	Doctor	1,671,429,600
33	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	13b2831b-baf9-4415-892c-71edb4dd1b8e	no_churn	0.006711	0	no_churn	-0.019951	-0.003121	-0.075856	-0.042598	0.024421	-0.087536	-0.02774	-0.036645	Female	29	No	Yes	Disabled	Suburban	Bachelor	1,671,429,600
20	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	51f3f6e9-10e0-4299-a24f-4f56bb828a5e	no_churn	0.045922	0	no_churn	-0.067979	-0.009782	-0.041635	-0.07852	0.004013	0.042364	-0.045368	-0.07212	Female	47	No	Yes	Employed	Suburban	College	1,671,429,600
63	Yes	Yes	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	373829ec-5690-402a-a521-700776db96e5	no_churn	0.005494	0	no_churn	-0.06761	-0.003872	0.003077	-0.032231	0.00496	-0.127746	-0.021033	-0.024571	Male	76	No	No	Employed	Suburban	College	1,671,429,600
27	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	e6210f97-6347-427c-a068-388fef3019da	no_churn	0.011123	0	no_churn	-0.037795	-0.005557	-0.016821	-0.029162	0.012219	-0.103163	-0.041826	-0.046921	Male	22	No	Yes	Employed	Rural	High School or Below	1,671,429,600
1	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	b208e241-c4f0-4847-8ad8-026b398e1f3f	churn	0.553562	1	churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	54	Yes	No	Employed	Rural	Master	1,671,429,600
8	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	b8cc77cb-0065-4944-a330-f8c25f07eb04	no_churn	0.008256	0	no_churn	0.032914	-0.006524	-0.002051	-0.029004	0.021123	-0.204432	-0.030527	-0.040525	Male	24	Yes	Yes	Employed	Urban	College	1,671,429,600
35	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	2c9c98be-34f9-4348-b8af-ba026f4d3bb7	no_churn	0.00788	0	no_churn	-0.007847	-0.002405	0.004119	-0.029587	0.031047	-0.194361	-0.026236	-0.043756	Male	31	Yes	Yes	Employed	Suburban	College	1,671,429,600
39	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	f78e9cf9-c282-4155-972b-38cda777d6c0	no_churn	0.008232	0	no_churn	-0.017629	-0.005662	-0.007846	-0.069692	0.005259	-0.11219	-0.024068	-0.037199	Male	35	No	Yes	Employed	Suburban	College	1,671,429,600
65	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	b93bea83-bb43-4f57-87b5-6208438d2255	no_churn	0.136763	0	no_churn	-0.083685	-0.001929	0.036595	0.041234	0.09275	0.057055	0.038193	0.080762	Male	29	No	No	Unemployed	Suburban	High School or Below	1,671,429,600
35	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	e34ba594-e6af-4f62-a983-e0b109869a5b	no_churn	0.59831	0	no_churn	0.01279	-0.000064	0.049103	0.06382	0.130089	0.089988	0.092401	0.102846	Female	20	No	Yes	Employed	Urban	College	1,671,429,600
43	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	6346274b-c295-4dfb-837e-f82a8b971eb7	churn	0.139238	1	churn	-0.056516	-0.002499	0.003231	-0.043667	0.042636	-0.126543	0.021126	0.053206	Female	22	No	No	Employed	Rural	College	1,671,429,600
32	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	e5e56402-e35a-4f98-867a-e1c86fd2ea53	no_churn	0.450477	0	no_churn	-0.147396	-0.003228	-0.06723	-0.021873	-0.018871	0.053282	0.01321	0.066124	Male	76	Yes	No	Unemployed	Suburban	Bachelor	1,671,429,600
56	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Active	f10299f1-e712-4c7b-8920-9feaf41e1eb7	churn	0.329034	1	churn	-0.034129	0.000344	0.055017	0.085873	0.078959	0.016027	0.012019	0.034458	Male	69	No	Yes	Employed	Suburban	College	1,671,429,600
41	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	d159d46d-fd28-40e1-8255-23a46ee533e5	churn	0.627718	1	churn	-0.141259	-0.007327	0.03543	-0.102548	0.04785	0.033794	-0.024463	0.028164	Female	48	No	Yes	Disabled	Urban	Master	1,671,429,600
22	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	b9aad74e-cf29-41e9-bc30-a95daac4b708	churn	0.733444	1	churn	-0.027467	-0.002435	0.088746	0.063673	0.082334	0.093104	0.076762	0.056257	Male	41	No	No	Employed	Urban	Bachelor	1,671,429,600
23	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	736e5f5f-0834-4cbf-8118-c3ebfbdf0c55	no_churn	0.415735	0	no_churn	-0.22454	-0.006803	-0.103079	-0.022575	0.057767	0.001837	0.012199	0.051167	Female	21	No	No	Employed	Urban	Bachelor	1,671,429,600
63	Yes	Yes	Medium Speed	Web_Chat_Support	Two year	100hrs+	Active	b8221ebe-2d30-4d43-a02f-4f09ef71350e	no_churn	0.076539	0	no_churn	-0.092033	-0.002414	-0.018926	-0.006141	0.040843	-0.213725	0.038622	0.044747	Female	28	No	Yes	Employed	Suburban	Master	1,671,429,600
63	Yes	Yes	Low Speed	Web_Chat_Support	One year	<80hrs	Active	d894d39f-1fd9-4160-9748-a11b4f501ab9	churn	0.276896	1	churn	-0.027047	-0.003259	-0.00961	-0.036926	0.075448	-0.032326	-0.020976	0.079671	Male	50	No	No	Unemployed	Suburban	College	1,671,429,600
66	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	91ce7948-68e4-4a14-ac3b-6d3a288c03a6	churn	0.348602	1	churn	-0.054591	-0.002744	-0.024345	0.03579	0.084484	0.083014	0.014621	0.079745	Female	35	No	No	Retired	Suburban	College	1,671,429,600
1	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	a6d872a3-3f06-4cf4-b9e2-c472bf030a26	churn	0.939978	1	churn	0.206704	-0.003067	0.027416	-0.009989	0.084275	0.175565	0.117985	0.132085	Male	66	No	Yes	Disabled	Rural	High School or Below	1,671,429,600
48	Yes	Yes	Medium Speed	Web_Chat_Support	One year	<80hrs	Active	6d71ed46-68af-4628-a253-7b72246e8bd3	no_churn	0.265433	0	no_churn	0.039374	-0.001217	0.006774	0.030501	0.129902	0.053454	0.133701	0.098486	Female	78	No	Yes	Employed	Urban	Bachelor	1,671,429,600
46	Yes	Yes	High Speed	Web_Chat_Support	One year	<50hrs	Active	fabed58b-22ec-4a5c-9162-0d1d3e54bda1	no_churn	0.252075	0	no_churn	-0.128533	-0.006329	0.000361	-0.019559	0.023058	-0.107765	-0.033021	0.052761	Male	50	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
50	Yes	Yes	Low Speed	Web_Chat_Support	Two year	<50hrs	Active	5a669fec-f55e-4f49-ad7c-bbce4560c99c	no_churn	0.113572	0	no_churn	-0.084639	-0.00118	0.003267	-0.025849	-0.017177	-0.155714	0.02036	0.051906	Female	78	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
36	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	c75e5c47-6ae4-4bcb-9e68-9c740eca39f5	churn	0.557617	1	churn	-0.184636	-0.004851	0.060429	-0.115022	0.012335	0.080303	0.042976	0.018773	Female	63	Yes	Yes	Unemployed	Rural	High School or Below	1,671,429,600
13	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	0b4ffe5c-95be-48eb-9ff8-2c38bce2fe1f	churn	0.696481	1	churn	0.115684	-0.002866	0.095916	-0.0073	0.16037	0.137687	0.094215	0.113934	Male	44	Yes	Yes	Employed	Suburban	High School or Below	1,671,429,600
71	Yes	Yes	High Speed	Web_Chat_Support	One year	<80hrs	Active	220fe8dc-e2c3-400b-8f86-b1b4facedd3d	no_churn	0.07757	0	no_churn	-0.156268	-0.003138	0.009885	0.000126	0.020717	-0.144703	-0.008907	0.049945	Male	21	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	1f4f196c-c11f-4f3a-bee8-08dc46dbde3e	no_churn	0.017424	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Female	42	Yes	Yes	Employed	Rural	High School or Below	1,671,429,600
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	7f74db6b-1bba-4ccd-9520-8bee0a12b2e1	churn	0.735076	1	churn	0.235255	-0.002377	-0.049393	0.129347	0.039354	0.126348	0.02927	0.055992	Male	50	Yes	No	Unemployed	Suburban	Master	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	98bebffe-42b6-4d7d-ae55-b9a77bc28146	churn	0.785174	1	churn	0.102516	-0.004564	0.019903	-0.014732	0.081907	0.119982	0.058602	0.007956	Male	77	No	No	Employed	Suburban	High School or Below	1,671,429,600
44	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	6f83d6f2-fd9e-4161-8ffc-3dc869b79724	no_churn	0.231736	0	no_churn	-0.122912	-0.004853	0.091513	0.093238	0.073497	0.057494	0.026336	0.061329	Male	69	No	No	Employed	Suburban	Master	1,671,429,600
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	63c10201-980e-4781-a965-d55e15006d67	no_churn	0.505822	0	no_churn	0.009501	-0.003063	0.131315	0.015172	0.086889	0.067495	0.095973	0.083159	Female	39	No	No	Unemployed	Suburban	College	1,671,429,600
30	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	cfe3beb2-6596-4fd8-8e57-0ced588fdcef	churn	0.645663	1	churn	0.04701	-0.002928	0.13093	0.120321	0.04833	0.134388	0.170545	0.062377	Male	62	No	No	Employed	Suburban	College	1,671,429,600
58	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	b90af42c-8218-4637-a718-c4fea04fafbb	no_churn	0.529787	0	no_churn	-0.014054	-0.002721	0.135951	0.11932	0.128005	0.089562	0.143154	0.131756	Female	41	No	No	Employed	Suburban	Bachelor	1,671,429,600
14	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	92bdd029-630d-4e7a-a5b5-004f10ad9297	no_churn	0.679235	0	no_churn	0.071493	-0.004643	0.085109	-0.007228	0.09021	0.092796	0.060982	0.062113	Female	22	Yes	No	Employed	Suburban	College	1,671,429,600
21	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	172b6229-f6ad-4940-a341-8f928fc18c25	no_churn	0.440043	0	no_churn	-0.108362	-0.00354	0.046847	-0.029748	-0.016519	0.074125	-0.040676	0.032998	Female	71	No	No	Medical Leave	Rural	High School or Below	1,671,429,600
60	Yes	No	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	d847ad94-5a33-4ff5-8034-675e39a7902d	no_churn	0.206024	0	no_churn	-0.01983	-0.001475	0.014828	-0.023979	0.01537	-0.061932	0.056949	0.002043	Female	62	Yes	Yes	Employed	Suburban	College	1,671,429,600
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	f2368668-e750-45db-a4a6-7f19526716b1	churn	0.608417	1	churn	-0.19041	-0.00241	0.042783	-0.060887	0.005791	0.048265	-0.05612	-0.043183	Male	40	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	bdc2f2f3-4db9-418b-b272-08af2cda1b0e	churn	0.24828	0	no_churn	-0.208797	-0.003802	-0.000421	0.006338	0.040726	0.017149	-0.015152	0.024931	Female	63	No	No	Employed	Urban	Bachelor	1,671,429,600
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	dd6aa193-4f06-4e75-9ed9-194b0be689b1	churn	0.645199	1	churn	0.006605	-0.003307	0.146481	0.119195	0.075384	0.144175	0.113117	0.057887	Female	75	No	No	Employed	Suburban	Bachelor	1,671,429,600
33	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	1a97946b-610f-469d-8622-0bf1dd1fe386	no_churn	0.24592	0	no_churn	-0.19041	-0.00241	0.042783	-0.060887	0.005791	0.048265	-0.05612	-0.043183	Female	69	No	Yes	Employed	Urban	High School or Below	1,671,429,600
23	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	8caf6fd1-b273-4566-b93e-71003b7abd74	no_churn	0.69175	0	no_churn	-0.170431	-0.004973	0.084282	-0.079176	0.004166	0.011862	0.006861	-0.01995	Female	44	Yes	No	Employed	Suburban	Bachelor	1,671,429,600
45	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	e3e08048-972b-4199-9f42-bfd51f806fdc	no_churn	0.286812	0	no_churn	-0.16902	-0.002002	0.036567	-0.019355	-0.01249	-0.067971	0.044092	0.049606	Male	63	No	No	Unemployed	Suburban	Master	1,671,429,600
27	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	8d4ee1ba-5571-40a9-822b-fe61f00780bb	churn	0.466961	1	churn	0.057217	-0.001518	0.035491	0.04371	0.039156	0.14208	0.112565	0.055843	Male	45	No	No	Employed	Suburban	College	1,671,429,600
37	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	b4f88ab4-fe74-49dc-998f-824bb16db5f3	no_churn	0.480155	0	no_churn	-0.102233	-0.005228	0.088249	0.068391	0.046942	0.085654	-0.003465	0.024707	Male	39	Yes	No	Disabled	Suburban	High School or Below	1,671,429,600
43	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	08254f29-0dec-4000-baa5-02bceaf8bee2	no_churn	0.270215	0	no_churn	-0.090984	-0.002039	-0.028337	-0.003489	-0.060012	-0.119182	0.007507	0.03751	Male	80	Yes	Yes	Medical Leave	Suburban	Bachelor	1,671,429,600
54	Yes	No	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	a22c6da2-22a8-4d2f-8457-121aadd8c48b	no_churn	0.200958	0	no_churn	-0.092003	-0.002671	-0.120013	-0.051303	0.015746	-0.070228	0.024543	0.036903	Male	72	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
23	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	f6d3589d-3fc8-4e6b-a42b-306ccee17a26	no_churn	0.304483	0	no_churn	-0.043234	-0.003659	0.039746	0.096287	0.080252	0.110665	0.201584	0.086762	Female	39	No	Yes	Unemployed	Rural	High School or Below	1,671,429,600
59	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	b7489e54-314d-4291-a80c-912b67588233	no_churn	0.269204	0	no_churn	-0.01397	-0.001827	0.050967	0.037094	0.124618	0.107421	0.232747	0.103924	Female	74	No	No	Employed	Suburban	Bachelor	1,671,429,600
25	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	39da370c-6a94-41a2-abdd-a61a9a3ee768	churn	0.607487	1	churn	0.143834	-0.001895	0.062822	0.060191	0.063427	0.152554	0.056219	0.058254	Female	41	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
7	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	335d590f-98a1-440d-b104-1b439dca50b8	churn	0.534184	1	churn	0.103412	-0.001061	-0.044889	0.10416	0.014763	0.116637	-0.015948	-0.03727	Male	70	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	510b3284-bba5-42d8-932c-5136e7882d60	no_churn	0.342153	0	no_churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Female	51	No	Yes	Retired	Suburban	Master	1,671,429,600
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	36dd9ddc-1775-4435-9797-b35012b9b441	churn	0.790535	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Male	76	No	No	Employed	Suburban	High School or Below	1,671,429,600
18	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8aa95281-4df9-46b2-9c12-b3bfe16519fa	no_churn	0.410216	0	no_churn	-0.119614	-0.00632	0.066713	0.062724	-0.017455	0.084556	-0.036752	-0.040047	Female	70	No	No	Unemployed	Suburban	College	1,671,429,600
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	2a09b3d8-2956-4f45-be7c-58d8c8576224	no_churn	0.470775	0	no_churn	0.049644	-0.000795	0.027976	0.040162	0.014262	0.130265	-0.038466	-0.044443	Male	46	No	Yes	Unemployed	Suburban	Doctor	1,671,429,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f91b314d-5769-43d0-bf87-bdb297217e6f	churn	0.852253	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	22	Yes	No	Employed	Urban	Bachelor	1,671,429,600
34	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7a9853b2-e8c1-4faf-89ce-8a44d6934776	churn	0.368828	1	churn	0.001427	-0.001635	-0.011011	0.130791	0.023286	0.044821	0.000826	0.014201	Male	22	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
37	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	48937f46-45c8-4d7b-9619-91eab73efd11	no_churn	0.28254	0	no_churn	-0.128372	-0.010711	-0.079002	0.070656	-0.050393	0.052284	-0.010449	-0.008066	Male	64	No	Yes	Disabled	Suburban	High School or Below	1,671,429,600
50	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b5ee500c-a27e-4465-ae54-a5d8386f2024	no_churn	0.221303	0	no_churn	-0.006659	-0.000813	-0.071874	0.112656	0.083913	0.09474	-0.006641	0.003151	Male	72	Yes	No	Unemployed	Suburban	Bachelor	1,671,429,600
53	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	be774a7e-a1e5-4af7-a8ee-c8bbf14a66b1	no_churn	0.158081	0	no_churn	-0.088963	-0.002233	0.084674	0.03794	0.084933	0.087957	-0.015998	-0.045835	Male	65	No	Yes	Employed	Suburban	High School or Below	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d6357ff2-2452-4f74-a706-65bc4051aff2	churn	0.818125	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	48	No	Yes	Employed	Suburban	Master	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	04bfa103-2ac9-4f2a-907f-9447ffc2e724	churn	0.791425	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Female	77	Yes	No	Retired	Suburban	High School or Below	1,671,429,600
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5c77b6aa-ae3a-4dbf-addd-dcc2b6c485c3	no_churn	0.354339	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Male	70	No	No	Employed	Suburban	High School or Below	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6610f551-efc3-44ec-8471-7838b8d12a11	churn	0.822304	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Male	78	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	af4a8a26-7c80-48e6-a07a-d110b83af18f	churn	0.834601	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Female	77	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
16	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0afccaac-b83a-4c7b-93d1-50bf4d231d02	no_churn	0.578146	0	no_churn	0.025472	-0.002201	0.036609	0.006741	0.02662	0.121255	-0.038868	-0.041914	Male	45	No	No	Employed	Suburban	Master	1,671,429,600
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	f2e73bbd-3792-4aa1-83af-e384ec12282e	no_churn	0.131382	0	no_churn	-0.124174	-0.003303	0.007934	0.023704	-0.021309	-0.106866	-0.015208	-0.029803	Female	65	No	Yes	Unemployed	Suburban	College	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	9b08dafe-f00a-43da-a943-2c359d90465d	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	36	No	No	Disabled	Suburban	College	1,671,429,600
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	d54cbc0d-43e9-46d3-a9bb-9b9351dbfd58	no_churn	0.441739	0	no_churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Female	24	Yes	Yes	Medical Leave	Rural	College	1,671,429,600
35	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	3e31e05e-dd1b-4701-ba40-d31873429772	churn	0.516935	1	churn	-0.015708	-0.003731	0.060514	0.157794	0.066031	0.116547	0.007508	-0.013096	Male	38	Yes	Yes	Unemployed	Suburban	College	1,671,429,600
3	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	765e5b3b-c28a-4386-8d08-d930ab3b41f0	churn	0.72852	1	churn	0.115694	-0.007177	-0.084196	0.112574	-0.019021	0.113956	-0.021779	-0.03425	Male	59	No	No	Employed	Rural	Bachelor	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	243862f0-7906-4819-8f51-383a45ffd110	no_churn	0.878255	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	65	Yes	No	Retired	Urban	College	1,671,429,600
20	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	e6397aa7-280f-46f8-870b-5bb80f779b71	no_churn	0.269484	0	no_churn	-0.045128	-0.003714	-0.069859	0.095833	0.042611	0.083733	-0.026231	-0.046738	Male	68	No	Yes	Employed	Suburban	Bachelor	1,671,429,600
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	6ce79d8e-5b02-4408-82a2-38dcf515b8f4	churn	0.770533	1	churn	0.185782	-0.003329	0.096629	0.101907	0.050355	0.151435	-0.007437	0.019444	Female	35	Yes	No	Retired	Suburban	Master	1,671,429,600
58	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	629d5338-c8f4-42c7-9e5d-4529da24c435	no_churn	0.248372	0	no_churn	-0.180109	-0.004898	-0.018247	0.039849	0.02744	0.04244	-0.021465	-0.024036	Female	33	No	No	Disabled	Rural	College	1,671,429,600
26	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	66a5ef01-f82b-4e8f-a037-d7ad4587e958	churn	0.398679	1	churn	-0.089947	-0.00289	0.060129	0.112927	0.005376	0.093745	-0.009021	-0.048384	Male	27	No	Yes	Employed	Suburban	College	1,671,429,600
68	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	d97fb48a-7274-434c-8576-ac4dec015c2a	no_churn	0.019582	0	no_churn	-0.108396	-0.002992	0.008557	0.032295	-0.008058	-0.140239	-0.022186	-0.028006	Female	67	No	Yes	Unemployed	Urban	College	1,671,429,600
46	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	c9945b07-2fd1-4106-ba79-c5a3c9ee7bec	no_churn	0.101373	0	no_churn	-0.116202	-0.007627	-0.011206	-0.001051	-0.005752	-0.083503	-0.022014	-0.021671	Male	71	No	Yes	Unemployed	Suburban	High School or Below	1,671,429,600
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	0hrs	Disabled	a90804a8-7d92-4e48-bd11-2ebdfe984c78	no_churn	0.004411	0	no_churn	-0.13182	-0.003114	0.00609	0.028328	-0.004514	-0.125093	-0.017985	-0.020918	Male	58	Yes	No	Employed	Suburban	High School or Below	1,671,429,600
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	ce9f942e-66f1-4c7d-9f95-996384108820	churn	0.804031	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Female	51	No	No	Employed	Suburban	Bachelor	1,671,429,600
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a9434780-0e6c-4b21-88bc-dd15209b6613	no_churn	0.567912	0	no_churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	78	No	Yes	Unemployed	Suburban	Master	1,671,429,600
43	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a079d766-0ae0-4af4-a5cd-0c81c414c2cf	churn	0.489927	1	churn	-0.104973	-0.002841	0.013663	0.0601	0.030121	0.085734	-0.045485	-0.054534	Male	64	Yes	No	Unemployed	Suburban	High School or Below	1,671,429,600
15	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c6137fce-c5fa-4f37-a308-a2299a7449af	no_churn	0.312787	0	no_churn	0.098763	-0.003275	-0.034186	0.073063	0.025705	0.121385	-0.003919	-0.031794	Male	23	No	No	Employed	Urban	College	1,671,429,600
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7b2f39cb-48d1-48bc-a751-c7a60d23eaad	churn	0.874798	1	churn	0.303582	-0.006625	-0.032842	0.135235	0.072651	0.150208	-0.018065	-0.012272	Male	67	No	Yes	Unemployed	Suburban	Bachelor	1,671,429,600

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