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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