forked from antonis.lempesis/dnet-hadoop
reimplementation of the author merging in deduprecord creation. implementation of the test class.
This commit is contained in:
parent
a832658296
commit
8bbd1d0501
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@ -0,0 +1,159 @@
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package eu.dnetlib.dhp.oa.dedup;
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import com.wcohen.ss.JaroWinkler;
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import eu.dnetlib.dhp.schema.oaf.Author;
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import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
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import eu.dnetlib.pace.model.Person;
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import org.apache.commons.lang3.StringUtils;
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import scala.Tuple2;
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import java.text.Normalizer;
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import java.util.*;
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import java.util.stream.Collectors;
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public class AuthorMerger {
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private static final Double THRESHOLD = 0.95;
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public static List<Author> merge(List<List<Author>> authors){
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authors.sort(new Comparator<List<Author>>() {
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@Override
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public int compare(List<Author> o1, List<Author> o2) {
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return -Integer.compare(countAuthorsPids(o1), countAuthorsPids(o2));
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}
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});
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List<Author> author = new ArrayList<>();
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for(List<Author> a : authors){
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author = mergeAuthor(author, a);
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}
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return author;
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}
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public static List<Author> mergeAuthor(final List<Author> a, final List<Author> b) {
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int pa = countAuthorsPids(a);
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int pb = countAuthorsPids(b);
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List<Author> base, enrich;
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int sa = authorsSize(a);
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int sb = authorsSize(b);
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if (pa == pb) {
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base = sa > sb ? a : b;
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enrich = sa > sb ? b : a;
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} else {
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base = pa > pb ? a : b;
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enrich = pa > pb ? b : a;
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}
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enrichPidFromList(base, enrich);
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return base;
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}
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private static void enrichPidFromList(List<Author> base, List<Author> enrich) {
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if (base == null || enrich == null)
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return;
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final Map<String, Author> basePidAuthorMap = base
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.stream()
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.filter(a -> a.getPid() != null && a.getPid().size() > 0)
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.flatMap(
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a -> a
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.getPid()
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.stream()
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.map(p -> new Tuple2<>(pidToComparableString(p), a)))
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.collect(Collectors.toMap(Tuple2::_1, Tuple2::_2, (x1, x2) -> x1));
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final List<Tuple2<StructuredProperty, Author>> pidToEnrich = enrich
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.stream()
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.filter(a -> a.getPid() != null && a.getPid().size() > 0)
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.flatMap(
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a -> a
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.getPid()
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.stream()
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.filter(p -> !basePidAuthorMap.containsKey(pidToComparableString(p)))
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.map(p -> new Tuple2<>(p, a)))
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.collect(Collectors.toList());
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pidToEnrich
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.forEach(
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a -> {
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Optional<Tuple2<Double, Author>> simAuthor = base
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.stream()
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.map(ba -> new Tuple2<>(sim(ba, a._2()), ba))
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.max(Comparator.comparing(Tuple2::_1));
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if (simAuthor.isPresent() && simAuthor.get()._1() > THRESHOLD) {
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Author r = simAuthor.get()._2();
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if (r.getPid() == null) {
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r.setPid(new ArrayList<>());
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}
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r.getPid().add(a._1());
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}
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});
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}
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public static String pidToComparableString(StructuredProperty pid){
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return (pid.getQualifier()!=null? pid.getQualifier().getClassid()!=null?pid.getQualifier().getClassid().toLowerCase():"":"") + (pid.getValue()!=null? pid.getValue().toLowerCase():"");
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}
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public static int countAuthorsPids(List<Author> authors) {
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if (authors == null)
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return 0;
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return (int) authors.stream().filter(AuthorMerger::hasPid).count();
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}
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private static int authorsSize(List<Author> authors) {
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if (authors == null)
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return 0;
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return authors.size();
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}
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private static Double sim(Author a, Author b) {
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final Person pa = parse(a);
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final Person pb = parse(b);
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if (pa.isAccurate() & pb.isAccurate()) {
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return new JaroWinkler()
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.score(normalize(pa.getSurnameString()), normalize(pb.getSurnameString()));
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} else {
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return new JaroWinkler()
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.score(normalize(pa.getNormalisedFullname()), normalize(pb.getNormalisedFullname()));
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}
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}
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private static boolean hasPid(Author a) {
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if (a == null || a.getPid() == null || a.getPid().size() == 0)
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return false;
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return a.getPid().stream().anyMatch(p -> p != null && StringUtils.isNotBlank(p.getValue()));
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}
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private static Person parse(Author author) {
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if (StringUtils.isNotBlank(author.getSurname())) {
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return new Person(author.getSurname() + ", " + author.getName(), false);
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} else {
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return new Person(author.getFullname(), false);
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}
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}
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private static String normalize(final String s) {
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return nfd(s)
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.toLowerCase()
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// do not compact the regexes in a single expression, would cause StackOverflowError
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// in case
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// of large input strings
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.replaceAll("(\\W)+", " ")
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.replaceAll("(\\p{InCombiningDiacriticalMarks})+", " ")
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.replaceAll("(\\p{Punct})+", " ")
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.replaceAll("(\\d)+", " ")
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.replaceAll("(\\n)+", " ")
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.trim();
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}
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private static String nfd(final String s) {
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return Normalizer.normalize(s, Normalizer.Form.NFD);
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}
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}
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@ -1,8 +1,9 @@
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package eu.dnetlib.dhp.oa.dedup;
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package eu.dnetlib.dhp.oa.dedup;
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import java.io.Serializable;
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import java.util.Collection;
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import java.util.Collection;
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import java.util.Iterator;
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import java.util.Iterator;
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import java.util.List;
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import org.apache.spark.api.java.function.MapFunction;
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import org.apache.spark.api.java.function.MapFunction;
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import org.apache.spark.api.java.function.MapGroupsFunction;
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import org.apache.spark.api.java.function.MapGroupsFunction;
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@ -67,16 +68,18 @@ public class DedupRecordFactory {
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(MapFunction<Tuple2<String, T>, String>) entity -> entity._1(), Encoders.STRING())
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(MapFunction<Tuple2<String, T>, String>) entity -> entity._1(), Encoders.STRING())
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.mapGroups(
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.mapGroups(
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(MapGroupsFunction<String, Tuple2<String, T>, T>) (key,
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(MapGroupsFunction<String, Tuple2<String, T>, T>) (key,
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values) -> entityMerger(key, values, ts, dataInfo),
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values) -> entityMerger(key, values, ts, dataInfo, clazz),
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Encoders.bean(clazz));
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Encoders.bean(clazz));
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}
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}
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private static <T extends OafEntity> T entityMerger(
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public static <T extends OafEntity> T entityMerger(
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String id, Iterator<Tuple2<String, T>> entities, long ts, DataInfo dataInfo) {
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String id, Iterator<Tuple2<String, T>> entities, long ts, DataInfo dataInfo, Class<T> clazz) throws IllegalAccessException, InstantiationException {
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T entity = entities.next()._2();
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T entity = clazz.newInstance();
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final Collection<String> dates = Lists.newArrayList();
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final Collection<String> dates = Lists.newArrayList();
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final List<List<Author>> authors = Lists.newArrayList();
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entities
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entities
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.forEachRemaining(
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.forEachRemaining(
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t -> {
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t -> {
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@ -84,17 +87,17 @@ public class DedupRecordFactory {
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entity.mergeFrom(duplicate);
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entity.mergeFrom(duplicate);
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if (ModelSupport.isSubClass(duplicate, Result.class)) {
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if (ModelSupport.isSubClass(duplicate, Result.class)) {
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Result r1 = (Result) duplicate;
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Result r1 = (Result) duplicate;
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Result er = (Result) entity;
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if (r1.getAuthor() != null && r1.getAuthor().size()>0)
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er.setAuthor(DedupUtility.mergeAuthor(er.getAuthor(), r1.getAuthor()));
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authors.add(r1.getAuthor());
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if (r1.getDateofacceptance() != null)
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if (r1.getDateofacceptance() != null) {
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dates.add(r1.getDateofacceptance().getValue());
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dates.add(r1.getDateofacceptance().getValue());
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}
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}
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}
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});
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});
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//set authors and date
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if (ModelSupport.isSubClass(entity, Result.class)) {
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if (ModelSupport.isSubClass(entity, Result.class)) {
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((Result) entity).setDateofacceptance(DatePicker.pick(dates));
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((Result) entity).setDateofacceptance(DatePicker.pick(dates));
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((Result) entity).setAuthor(AuthorMerger.merge(authors));
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}
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}
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entity.setId(id);
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entity.setId(id);
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@ -32,7 +32,6 @@ import eu.dnetlib.pace.model.Person;
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import scala.Tuple2;
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import scala.Tuple2;
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public class DedupUtility {
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public class DedupUtility {
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private static final Double THRESHOLD = 0.95;
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public static Map<String, LongAccumulator> constructAccumulator(
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public static Map<String, LongAccumulator> constructAccumulator(
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final DedupConfig dedupConf, final SparkContext context) {
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final DedupConfig dedupConf, final SparkContext context) {
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}
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}
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}
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}
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public static List<Author> mergeAuthor(final List<Author> a, final List<Author> b) {
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int pa = countAuthorsPids(a);
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int pb = countAuthorsPids(b);
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List<Author> base, enrich;
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int sa = authorsSize(a);
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int sb = authorsSize(b);
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if (pa == pb) {
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base = sa > sb ? a : b;
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enrich = sa > sb ? b : a;
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} else {
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base = pa > pb ? a : b;
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enrich = pa > pb ? b : a;
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}
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enrichPidFromList(base, enrich);
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return base;
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}
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private static void enrichPidFromList(List<Author> base, List<Author> enrich) {
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if (base == null || enrich == null)
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return;
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final Map<String, Author> basePidAuthorMap = base
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.stream()
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.filter(a -> a.getPid() != null && a.getPid().size() > 0)
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.flatMap(a -> a.getPid().stream().map(p -> new Tuple2<>(p.toComparableString(), a)))
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.collect(Collectors.toMap(Tuple2::_1, Tuple2::_2, (x1, x2) -> x1));
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final List<Tuple2<StructuredProperty, Author>> pidToEnrich = enrich
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.stream()
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.filter(a -> a.getPid() != null && a.getPid().size() > 0)
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.flatMap(
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a -> a
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.getPid()
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.stream()
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.filter(p -> !basePidAuthorMap.containsKey(p.toComparableString()))
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.map(p -> new Tuple2<>(p, a)))
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.collect(Collectors.toList());
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pidToEnrich
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.forEach(
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a -> {
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Optional<Tuple2<Double, Author>> simAuhtor = base
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.stream()
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.map(ba -> new Tuple2<>(sim(ba, a._2()), ba))
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.max(Comparator.comparing(Tuple2::_1));
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if (simAuhtor.isPresent() && simAuhtor.get()._1() > THRESHOLD) {
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Author r = simAuhtor.get()._2();
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r.getPid().add(a._1());
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}
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});
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}
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public static String createDedupRecordPath(
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public static String createDedupRecordPath(
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final String basePath, final String actionSetId, final String entityType) {
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final String basePath, final String actionSetId, final String entityType) {
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return String.format("%s/%s/%s_deduprecord", basePath, actionSetId, entityType);
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return String.format("%s/%s/%s_deduprecord", basePath, actionSetId, entityType);
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@ -153,65 +100,6 @@ public class DedupUtility {
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return String.format("%s/%s/%s_mergerel", basePath, actionSetId, entityType);
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return String.format("%s/%s/%s_mergerel", basePath, actionSetId, entityType);
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}
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}
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private static Double sim(Author a, Author b) {
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final Person pa = parse(a);
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final Person pb = parse(b);
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if (pa.isAccurate() & pb.isAccurate()) {
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return new JaroWinkler()
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.score(normalize(pa.getSurnameString()), normalize(pb.getSurnameString()));
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} else {
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return new JaroWinkler()
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.score(normalize(pa.getNormalisedFullname()), normalize(pb.getNormalisedFullname()));
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}
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}
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private static String normalize(final String s) {
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return nfd(s)
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.toLowerCase()
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// do not compact the regexes in a single expression, would cause StackOverflowError
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// in case
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// of large input strings
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.replaceAll("(\\W)+", " ")
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.replaceAll("(\\p{InCombiningDiacriticalMarks})+", " ")
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.replaceAll("(\\p{Punct})+", " ")
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.replaceAll("(\\d)+", " ")
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.replaceAll("(\\n)+", " ")
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.trim();
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}
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private static String nfd(final String s) {
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return Normalizer.normalize(s, Normalizer.Form.NFD);
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}
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private static Person parse(Author author) {
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if (StringUtils.isNotBlank(author.getSurname())) {
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return new Person(author.getSurname() + ", " + author.getName(), false);
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} else {
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return new Person(author.getFullname(), false);
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}
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}
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private static int countAuthorsPids(List<Author> authors) {
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if (authors == null)
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return 0;
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return (int) authors.stream().filter(DedupUtility::hasPid).count();
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}
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private static int authorsSize(List<Author> authors) {
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if (authors == null)
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return 0;
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return authors.size();
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}
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private static boolean hasPid(Author a) {
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if (a == null || a.getPid() == null || a.getPid().size() == 0)
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return false;
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return a.getPid().stream().anyMatch(p -> p != null && StringUtils.isNotBlank(p.getValue()));
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}
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public static List<DedupConfig> getConfigurations(String isLookUpUrl, String orchestrator)
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public static List<DedupConfig> getConfigurations(String isLookUpUrl, String orchestrator)
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throws ISLookUpException, DocumentException {
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throws ISLookUpException, DocumentException {
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final ISLookUpService isLookUpService = ISLookupClientFactory.getLookUpService(isLookUpUrl);
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final ISLookUpService isLookUpService = ISLookupClientFactory.getLookUpService(isLookUpUrl);
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@ -0,0 +1,138 @@
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package eu.dnetlib.dhp.oa.dedup;
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import java.io.BufferedReader;
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import java.io.FileReader;
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import java.io.IOException;
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||||||
|
import java.io.Serializable;
|
||||||
|
import java.nio.file.Paths;
|
||||||
|
import java.util.*;
|
||||||
|
|
||||||
|
import eu.dnetlib.dhp.schema.oaf.*;
|
||||||
|
import eu.dnetlib.pace.util.MapDocumentUtil;
|
||||||
|
import org.codehaus.jackson.map.ObjectMapper;
|
||||||
|
import org.junit.jupiter.api.BeforeEach;
|
||||||
|
|
||||||
|
import org.junit.jupiter.api.Test;
|
||||||
|
import scala.Tuple2;
|
||||||
|
|
||||||
|
import static org.junit.jupiter.api.Assertions.assertEquals;
|
||||||
|
|
||||||
|
public class EntityMergerTest implements Serializable {
|
||||||
|
|
||||||
|
List<Tuple2<String, Publication>> publications;
|
||||||
|
|
||||||
|
String testEntityBasePath;
|
||||||
|
DataInfo dataInfo;
|
||||||
|
String dedupId = "dedup_id";
|
||||||
|
Publication pub_top;
|
||||||
|
|
||||||
|
@BeforeEach
|
||||||
|
public void setUp() throws Exception {
|
||||||
|
|
||||||
|
testEntityBasePath = Paths
|
||||||
|
.get(SparkDedupTest.class.getResource("/eu/dnetlib/dhp/dedup/json").toURI())
|
||||||
|
.toFile()
|
||||||
|
.getAbsolutePath();
|
||||||
|
|
||||||
|
publications = readSample(testEntityBasePath + "/publication_merge.json", Publication.class);
|
||||||
|
|
||||||
|
pub_top = getTopPub(publications);
|
||||||
|
|
||||||
|
dataInfo = setDI();
|
||||||
|
|
||||||
|
}
|
||||||
|
|
||||||
|
@Test
|
||||||
|
public void publicationMergerTest() throws InstantiationException, IllegalAccessException {
|
||||||
|
|
||||||
|
Publication pub_merged = DedupRecordFactory.entityMerger(dedupId, publications.iterator(), 0, dataInfo, Publication.class);
|
||||||
|
|
||||||
|
assertEquals(dedupId, pub_merged.getId());
|
||||||
|
|
||||||
|
assertEquals(pub_merged.getJournal(), pub_top.getJournal());
|
||||||
|
assertEquals(pub_merged.getBestaccessright(), pub_top.getBestaccessright());
|
||||||
|
assertEquals(pub_merged.getResulttype(), pub_top.getResulttype());
|
||||||
|
assertEquals(pub_merged.getLanguage(), pub_merged.getLanguage());
|
||||||
|
assertEquals(pub_merged.getPublisher(), pub_top.getPublisher());
|
||||||
|
assertEquals(pub_merged.getEmbargoenddate(), pub_top.getEmbargoenddate());
|
||||||
|
assertEquals(pub_merged.getResourcetype().getClassid(), "0004");
|
||||||
|
assertEquals(pub_merged.getDateoftransformation(), pub_top.getDateoftransformation());
|
||||||
|
assertEquals(pub_merged.getOaiprovenance(), pub_top.getOaiprovenance());
|
||||||
|
assertEquals(pub_merged.getDateofcollection(), pub_top.getDateofcollection());
|
||||||
|
assertEquals(pub_merged.getInstance().size(),3);
|
||||||
|
assertEquals(pub_merged.getCountry().size(), 2);
|
||||||
|
assertEquals(pub_merged.getSubject().size(), 0);
|
||||||
|
assertEquals(pub_merged.getTitle().size(), 2);
|
||||||
|
assertEquals(pub_merged.getRelevantdate().size(),0);
|
||||||
|
assertEquals(pub_merged.getDescription().size(),0);
|
||||||
|
assertEquals(pub_merged.getSource().size(),0);
|
||||||
|
assertEquals(pub_merged.getFulltext().size(),0);
|
||||||
|
assertEquals(pub_merged.getFormat().size(),0);
|
||||||
|
assertEquals(pub_merged.getContributor().size(),0);
|
||||||
|
assertEquals(pub_merged.getCoverage().size(),0);
|
||||||
|
assertEquals(pub_merged.getContext().size(),0);
|
||||||
|
assertEquals(pub_merged.getExternalReference().size(),0);
|
||||||
|
assertEquals(pub_merged.getOriginalId().size(),3);
|
||||||
|
assertEquals(pub_merged.getCollectedfrom().size(),3);
|
||||||
|
assertEquals(pub_merged.getPid().size(),1);
|
||||||
|
assertEquals(pub_merged.getExtraInfo().size(),0);
|
||||||
|
|
||||||
|
//verify datainfo
|
||||||
|
assertEquals(pub_merged.getDataInfo(), dataInfo);
|
||||||
|
|
||||||
|
//verify datepicker
|
||||||
|
assertEquals(pub_merged.getDateofacceptance().getValue(), "2018-09-30");
|
||||||
|
|
||||||
|
//verify authors
|
||||||
|
assertEquals(pub_merged.getAuthor().size(), 9);
|
||||||
|
assertEquals(AuthorMerger.countAuthorsPids(pub_merged.getAuthor()), 4);
|
||||||
|
}
|
||||||
|
|
||||||
|
public DataInfo setDI(){
|
||||||
|
DataInfo dataInfo = new DataInfo();
|
||||||
|
dataInfo.setTrust("0.9");
|
||||||
|
dataInfo.setDeletedbyinference(false);
|
||||||
|
dataInfo.setInferenceprovenance("testing");
|
||||||
|
dataInfo.setInferred(true);
|
||||||
|
return dataInfo;
|
||||||
|
}
|
||||||
|
|
||||||
|
public Publication getTopPub(List<Tuple2<String, Publication>> publications){
|
||||||
|
|
||||||
|
Double maxTrust = 0.0;
|
||||||
|
Publication maxPub = new Publication();
|
||||||
|
for (Tuple2<String, Publication> publication : publications) {
|
||||||
|
Double pubTrust = Double.parseDouble(publication._2().getDataInfo().getTrust());
|
||||||
|
if(pubTrust > maxTrust){
|
||||||
|
maxTrust = pubTrust;
|
||||||
|
maxPub = publication._2();
|
||||||
|
}
|
||||||
|
}
|
||||||
|
return maxPub;
|
||||||
|
}
|
||||||
|
|
||||||
|
public <T> List<Tuple2<String, T>> readSample(String path, Class<T> clazz) {
|
||||||
|
List<Tuple2<String, T>> res = new ArrayList<>();
|
||||||
|
BufferedReader reader;
|
||||||
|
try {
|
||||||
|
reader = new BufferedReader(new FileReader(path));
|
||||||
|
String line = reader.readLine();
|
||||||
|
while (line != null) {
|
||||||
|
res.add(
|
||||||
|
new Tuple2<>(
|
||||||
|
MapDocumentUtil.getJPathString("$.id", line),
|
||||||
|
new ObjectMapper().readValue(line, clazz))
|
||||||
|
);
|
||||||
|
// read next line
|
||||||
|
line = reader.readLine();
|
||||||
|
}
|
||||||
|
reader.close();
|
||||||
|
} catch (IOException e) {
|
||||||
|
e.printStackTrace();
|
||||||
|
}
|
||||||
|
|
||||||
|
return res;
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
}
|
|
@ -1,54 +0,0 @@
|
||||||
|
|
||||||
package eu.dnetlib.dhp.oa.dedup;
|
|
||||||
|
|
||||||
import java.io.IOException;
|
|
||||||
import java.util.Arrays;
|
|
||||||
import java.util.List;
|
|
||||||
import java.util.stream.Collectors;
|
|
||||||
|
|
||||||
import org.apache.commons.io.IOUtils;
|
|
||||||
import org.codehaus.jackson.map.ObjectMapper;
|
|
||||||
import org.junit.jupiter.api.BeforeEach;
|
|
||||||
|
|
||||||
import eu.dnetlib.dhp.schema.oaf.Publication;
|
|
||||||
|
|
||||||
public class MergeAuthorTest {
|
|
||||||
|
|
||||||
private List<Publication> publicationsToMerge;
|
|
||||||
private final ObjectMapper mapper = new ObjectMapper();
|
|
||||||
|
|
||||||
@BeforeEach
|
|
||||||
public void setUp() throws Exception {
|
|
||||||
final String json = IOUtils
|
|
||||||
.toString(
|
|
||||||
this.getClass().getResourceAsStream("/eu/dnetlib/dhp/dedup/json/authors_merge.json"));
|
|
||||||
|
|
||||||
publicationsToMerge = Arrays
|
|
||||||
.asList(json.split("\n"))
|
|
||||||
.stream()
|
|
||||||
.map(
|
|
||||||
s -> {
|
|
||||||
try {
|
|
||||||
return mapper.readValue(s, Publication.class);
|
|
||||||
} catch (IOException e) {
|
|
||||||
throw new RuntimeException(e);
|
|
||||||
}
|
|
||||||
})
|
|
||||||
.collect(Collectors.toList());
|
|
||||||
}
|
|
||||||
|
|
||||||
// FIX ME Michele DB this tests doesn't work
|
|
||||||
// @Test
|
|
||||||
public void test() throws Exception {
|
|
||||||
Publication dedup = new Publication();
|
|
||||||
|
|
||||||
publicationsToMerge
|
|
||||||
.forEach(
|
|
||||||
p -> {
|
|
||||||
dedup.mergeFrom(p);
|
|
||||||
dedup.setAuthor(DedupUtility.mergeAuthor(dedup.getAuthor(), p.getAuthor()));
|
|
||||||
});
|
|
||||||
|
|
||||||
System.out.println(mapper.writeValueAsString(dedup));
|
|
||||||
}
|
|
||||||
}
|
|
File diff suppressed because one or more lines are too long
Loading…
Reference in New Issue