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dnet-hadoop/dhp-common/src/main/java/eu/dnetlib/dhp/oa/merge/AuthorMerger.java

198 lines
5.6 KiB
Java

package eu.dnetlib.dhp.oa.merge;
import java.text.Normalizer;
import java.util.*;
import java.util.stream.Collectors;
import org.apache.commons.lang3.StringUtils;
import com.wcohen.ss.JaroWinkler;
import eu.dnetlib.dhp.schema.oaf.Author;
import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
import eu.dnetlib.pace.model.Person;
import scala.Tuple2;
public class AuthorMerger {
private static final Double THRESHOLD = 0.95;
private AuthorMerger() {
}
public static List<Author> merge(List<List<Author>> authors) {
authors.sort((o1, o2) -> -Integer.compare(countAuthorsPids(o1), countAuthorsPids(o2)));
List<Author> author = new ArrayList<>();
for (List<Author> a : authors) {
author = mergeAuthor(author, a);
}
return author;
}
public static List<Author> mergeAuthor(final List<Author> a, final List<Author> b, Double threshold) {
int pa = countAuthorsPids(a);
int pb = countAuthorsPids(b);
List<Author> base;
List<Author> enrich;
int sa = authorsSize(a);
int sb = authorsSize(b);
if (sa == sb) {
base = pa > pb ? a : b;
enrich = pa > pb ? b : a;
} else {
base = sa > sb ? a : b;
enrich = sa > sb ? b : a;
}
enrichPidFromList(base, enrich, threshold);
return base;
}
public static List<Author> mergeAuthor(final List<Author> a, final List<Author> b) {
return mergeAuthor(a, b, THRESHOLD);
}
private static void enrichPidFromList(List<Author> base, List<Author> enrich, Double threshold) {
if (base == null || enrich == null)
return;
// <pidComparableString, Author> (if an Author has more than 1 pid, it appears 2 times in the list)
final Map<String, Author> basePidAuthorMap = base
.stream()
.filter(a -> a.getPid() != null && !a.getPid().isEmpty())
.flatMap(
a -> a
.getPid()
.stream()
.filter(Objects::nonNull)
.map(p -> new Tuple2<>(pidToComparableString(p), a)))
.collect(Collectors.toMap(Tuple2::_1, Tuple2::_2, (x1, x2) -> x1));
// <pid, Author> (list of pid that are missing in the other list)
final List<Tuple2<StructuredProperty, Author>> pidToEnrich = enrich
.stream()
.filter(a -> a.getPid() != null && !a.getPid().isEmpty())
.flatMap(
a -> a
.getPid()
.stream()
.filter(Objects::nonNull)
.filter(p -> !basePidAuthorMap.containsKey(pidToComparableString(p)))
.map(p -> new Tuple2<>(p, a)))
.collect(Collectors.toList());
pidToEnrich
.forEach(
a -> {
Optional<Tuple2<Double, Author>> simAuthor = base
.stream()
.map(ba -> new Tuple2<>(sim(ba, a._2()), ba))
.max(Comparator.comparing(Tuple2::_1));
if (simAuthor.isPresent()) {
double th = threshold;
// increase the threshold if the surname is too short
if (simAuthor.get()._2().getSurname() != null
&& simAuthor.get()._2().getSurname().length() <= 3 && threshold > 0.0)
th = 0.99;
if (simAuthor.get()._1() > th) {
Author r = simAuthor.get()._2();
if (r.getPid() == null) {
r.setPid(new ArrayList<>());
}
// TERRIBLE HACK but for some reason when we create and Array with Arrays.asList,
// it creates of fixed size, and the add method raise UnsupportedOperationException at
// java.util.AbstractList.add
final List<StructuredProperty> tmp = new ArrayList<>(r.getPid());
tmp.add(a._1());
r.setPid(tmp);
}
}
});
}
public static String pidToComparableString(StructuredProperty pid) {
final String classid = pid.getQualifier().getClassid() != null ? pid.getQualifier().getClassid().toLowerCase()
: "";
return (pid.getQualifier() != null ? classid : "")
+ (pid.getValue() != null ? pid.getValue().toLowerCase() : "");
}
public static int countAuthorsPids(List<Author> authors) {
if (authors == null)
return 0;
return (int) authors.stream().filter(AuthorMerger::hasPid).count();
}
private static int authorsSize(List<Author> authors) {
if (authors == null)
return 0;
return authors.size();
}
private static Double sim(Author a, Author b) {
final Person pa = parse(a);
final Person pb = parse(b);
// if both are accurate (e.g. they have name and surname)
if (pa.isAccurate() & pb.isAccurate()) {
return new JaroWinkler().score(normalize(pa.getSurnameString()), normalize(pb.getSurnameString())) * 0.5
+ new JaroWinkler().score(normalize(pa.getNameString()), normalize(pb.getNameString())) * 0.5;
} else {
return new JaroWinkler()
.score(normalize(pa.getNormalisedFullname()), normalize(pb.getNormalisedFullname()));
}
}
private static boolean hasPid(Author a) {
if (a == null || a.getPid() == null || a.getPid().isEmpty())
return false;
return a.getPid().stream().anyMatch(p -> p != null && StringUtils.isNotBlank(p.getValue()));
}
private static Person parse(Author author) {
if (StringUtils.isNotBlank(author.getSurname())) {
return new Person(author.getSurname() + ", " + author.getName(), false);
} else {
if (StringUtils.isNotBlank(author.getFullname()))
return new Person(author.getFullname(), false);
else
return new Person("", false);
}
}
private static String normalize(final String s) {
String[] normalized = nfd(s)
.toLowerCase()
// do not compact the regexes in a single expression, would cause StackOverflowError
// in case
// of large input strings
.replaceAll("(\\W)+", " ")
.replaceAll("(\\p{InCombiningDiacriticalMarks})+", " ")
.replaceAll("(\\p{Punct})+", " ")
.replaceAll("(\\d)+", " ")
.replaceAll("(\\n)+", " ")
.trim()
.split(" ");
Arrays.sort(normalized);
return String.join(" ", normalized);
}
private static String nfd(final String s) {
return Normalizer.normalize(s, Normalizer.Form.NFD);
}
}