CS_6140_Final_Project

Data set https://github.com/nytimes/covid-19-data

County information https://www.ers.usda.gov/data-products/county-level-data-sets/download-data/

Articles on Covid-19 Clustering:

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7556230/

https://arxiv.org/pdf/2101.03140

DEA Tool

Open Source DEA is a free Data Envelopment Analysis tool that is fairly easy to use and supports a wide array of DEA models.

Installation instructions are below https://opensourcedea.org/installation-of-osdea-gui/

Mean Values

	predicted_cluster	Never	Rarely	Sometimes	Frequently	Always	Rural Code	Urban Code	Per Less than HS	Per Only HS	Per Some College	Per Bachelors or Higher	Population	Unemployment Rate	Per of Median HH Income	Per in Poverty	Per of Cases	Per of Deaths
0	0	0.0492772	0.0537003	0.0924151	0.195191	0.609428	5.58013	5.86538	0.135502	0.348603	0.31776	0.198152	45606.1	0.0454359	0.801266	0.152082	0.0062505	0.000135063
1	1	0.024802	0.0280652	0.0614837	0.165464	0.72014	1.63158	1.5188	0.095802	0.248992	0.2861	0.369093	505916	0.0340752	1.11419	0.101474	0.0118106	0.000434949
2	2	0.0838642	0.0758217	0.126275	0.196114	0.517919	5.82852	5.98642	0.220772	0.384423	0.260526	0.134267	33977.1	0.0512139	0.746644	0.220163	0.0204759	0.000541168
3	3	0.0698797	0.0823196	0.123066	0.229623	0.49512	2.81713	2.52224	0.101575	0.321415	0.32247	0.254544	101647	0.0333278	1.03697	0.10918	0.00908879	0.00018113
4	4	0.129769	0.132178	0.163931	0.226551	0.347556	6.94151	7.73678	0.116972	0.368056	0.327864	0.18706	18179.9	0.0359539	0.864229	0.133188	0.00547829	8.1e-05

Max Values

	predicted_cluster	Never	Rarely	Sometimes	Frequently	Always	Rural Code	Urban Code	Per Less than HS	Per Only HS	Per Some College	Per Bachelors or Higher	Population	Unemployment Rate	Per of Median HH Income	Per in Poverty	Per of Cases	Per of Deaths
0	0	0.206	0.174	0.248	0.544	0.889	9	12	0.33	0.522	0.48	0.495	999101	0.113	1.28405	0.311	0.0255106	0.00118718
1	1	0.093	0.102	0.184	0.347	0.884	8	11	0.287	0.409	0.401	0.785	1.00391e+07	0.074	2.34523	0.235	0.0446112	0.00263947
2	2	0.28	0.243	0.328	0.521	0.88	9	12	0.663	0.556	0.389	0.36	1.41821e+06	0.193	1.22787	0.477	0.139312	0.00402034
3	3	0.276	0.233	0.318	0.549	0.71	9	12	0.289	0.487	0.461	0.574	945726	0.06	1.62542	0.23	0.0605116	0.00139425
4	4	0.432	0.384	0.422	0.469	0.544	9	12	0.392	0.531	0.473	0.415	121328	0.101	1.3454	0.403	0.0463265	0.00152847

Min Values

	predicted_cluster	Never	Rarely	Sometimes	Frequently	Always	Rural Code	Urban Code	Per Less than HS	Per Only HS	Per Some College	Per Bachelors or Higher	Population	Unemployment Rate	Per of Median HH Income	Per in Poverty	Per of Cases	Per of Deaths
0	0	0	0	0.003	0.038	0.3	1	1	0.016	0.161	0.211	0.095	625	0.021	0.447013	0.066	0.000226219	0
1	1	0	0	0.001	0.051	0.485	1	1	0.012	0.055	0.114	0.148	4123	0.018	0.574535	0.027	0.000970167	0
2	2	0	0	0.007	0.029	0.252	1	1	0.091	0.191	0.058	0.048	404	0.017	0.399225	0.075	0.000369731	0
3	3	0.002	0.01	0.026	0.05	0.207	1	1	0.016	0.132	0.222	0.108	769	0.02	0.657644	0.038	0.000491025	0
4	4	0.002	0.002	0.027	0.068	0.115	1	1	0.014	0.157	0.211	0.085	494	0.014	0.49271	0.06	0.000178731	0

Standard Deviation

	predicted_cluster	Never	Rarely	Sometimes	Frequently	Always	Rural Code	Urban Code	Per Less than HS	Per Only HS	Per Some College	Per Bachelors or Higher	Population	Unemployment Rate	Per of Median HH Income	Per in Poverty	Per of Cases	Per of Deaths
0	0	0.036076	0.0337424	0.0424695	0.0621323	0.0949855	2.17456	3.13185	0.0459957	0.0615192	0.0473503	0.0625359	69852.1	0.0128309	0.118548	0.0377735	0.00521337	0.000184161
1	1	0.0164053	0.0190058	0.0261162	0.0463609	0.0746932	1.07138	1.02923	0.0390951	0.0600707	0.0476512	0.10225	803623	0.00830447	0.249743	0.038777	0.00761774	0.000485321
2	2	0.0485222	0.0420652	0.0504851	0.0626779	0.110685	2.20993	2.98348	0.0565941	0.0587029	0.0413363	0.0331827	85904.6	0.0208454	0.12896	0.0593332	0.0155547	0.000607809
3	3	0.0378902	0.0377739	0.0432762	0.05717	0.0827215	1.72953	1.87103	0.0379713	0.0595501	0.0375601	0.075328	116245	0.00691864	0.155633	0.0328228	0.00644672	0.000206543
4	4	0.0618538	0.0559291	0.0568888	0.0614181	0.0739095	1.86146	2.8751	0.0458042	0.0557286	0.0480552	0.047309	17791.9	0.0111677	0.125538	0.0381421	0.00499922	0.000159463