Supporting data for climatic clustering and longitudinal analysis with impacts on food, bioenergy, and pandemics
10.13139/ORNLNCCS/1828678This data supports the conclusions found in climatic clustering and longitudinal analysis with impacts on food, bioenergy, and pandemics. Included here are (i) the binarized geolocation vectors used for exhaustive vector comparisons, (ii) the resulting climatic networks, (iii) the results of applying Markov clustering to the climatic networks, and (iv) the results of applying CorrelationofCorrelations (corcor) to the climatic networks. The set of binarized geolocation vectors that are used as inputs for the Combinatorial Metrics library (CoMet) are of the form cometUUUUUxVVVVVXXXXYYYY.shuffled.tped where UUUUU is the number of vectors, VVVVV is the length of each vector, XXXX is the starting year, and YYYY is the ending year. Each line corresponds to a geolocation vector of binary elements A (i.e., 0) and T (i.e., 1). The set of climatic networks that are used for downstream network analysis are of the form networkUwayXXXXYYYY.parsed.txt where U is the order of the comparison (2way or 3way), XXXX is the starting year, and YYYY is the ending year. Each line corresponds to an edge linking two geolocations (defined by latitude and longitude) with its corresponding edge weight (i.e., DUO score). The set of cluster results are of the form clustersUwayXXXXYYYYthreshVVVVinflationWWW.clustered.txt where U is the order of the comparison (2way or 3way), XXXX is the starting year, YYYY is the ending year, VVVV is the similarity threshold, and WWW is the Markov clustering inflation rate. Each line corresponds to a single cluster and is composed of a number of corresponding geolocations (defined by latitude and longitude). The set of corcor results are of the form corcorUwayXXXXYYYY.cumulative.txt where U is the order of the comparison (2way or 3way), XXXX is the starting year, and YYYY is the ending year. Each line corresponds to a single geolocation with it's corresponding corcor value.
Published: 20211118 09:18:07 Download DatasetDataset Properties
Field  Value 

Authors 

Project Identifier  SYB105 
Dataset Type  ND Numeric Data 
Subjects 

Keywords 

Software Needed  CoMet (https://github.com/wdj/comet) 
Originating Organizations  Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States);University of Tennessee, Knoxville, TN; University of Missouri, St. Louis, MO 
Sponsoring Organizations  Office of Science (SC), Biological and Environmental Research (BER) (SC23);National Institutes of Health (NIH) 
DOE Contract  DEAC0500OR22725 
Acknowledgements
Papers using this dataset are requested to include the following text in their acknowledgements:
*Support for 10.13139/ORNLNCCS/1828678 is provided by the U.S. Department of Energy, project SYB105 under Contract DEAC0500OR22725. This research used resources of the Oak Ridge Leadership Computing Facility, which is a DOE Office of Science User Facility.