<resource xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://datacite.org/schema/kernel-4" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.1/metadata.xsd"><identifier identifierType="DOI">10.7910/DVN/29374</identifier><creators><creator><creatorName nameType="Personal">Kessler, Jeff</creatorName><givenName>Jeff</givenName><familyName>Kessler</familyName><affiliation>University of California, Davis</affiliation></creator></creators><titles><title>Stanford NLP Model Output for Biofuel Patent Classification</title></titles><publisher>Harvard Dataverse</publisher><publicationYear>2015</publicationYear><subjects><subject subjectScheme="NLP">Biofuel Classifier</subject><subject>Natural Language Processing</subject></subjects><contributors><contributor contributorType="ContactPerson"><contributorName nameType="Personal">Jeff Kessler</contributorName><givenName>Jeff</givenName><familyName>Kessler</familyName></contributor><contributor contributorType="Distributor"><contributorName nameType="Organizational">Harvard Dataverse Network</contributorName></contributor></contributors><dates><date dateType="Issued">2015</date><date dateType="Submitted">2015-03-06</date><date dateType="Updated">2015-03-05</date></dates><resourceType resourceTypeGeneral="Dataset"/><sizes><size>15034</size><size>4416022</size><size>18219545</size><size>984</size></sizes><formats><format>text/plain; charset=US-ASCII</format><format>application/x-gzip</format><format>text/plain; charset=US-ASCII</format><format>text/plain; charset=US-ASCII</format></formats><version>1.0</version><rightsList><rights rightsURI="info:eu-repo/semantics/openAccess"/><rights rightsURI="http://creativecommons.org/publicdomain/zero/1.0">CC0 1.0</rights></rightsList><descriptions><description descriptionType="Abstract">This NLP model was generated using the Stanford NLP Classifier (available from: http://nlp.stanford.edu/software/classifier.shtml).  The model was trained using a random selection of 700 manually classified biofuel patents from 1976 through 2013, and validated against 300 manually classified biofuel patents on January 03, 2014.   Included are the classification results and associated patent numbers for both the manually trained patents, and for the automatically categorized patents.</description></descriptions><geoLocations/></resource>