cleaning functions factored out in a dedicated class
This commit is contained in:
parent
4287164aba
commit
e265c3e125
|
@ -90,169 +90,15 @@ public class CleanGraphSparkJob {
|
||||||
final CleaningRuleMap mapping = CleaningRuleMap.create(vocs);
|
final CleaningRuleMap mapping = CleaningRuleMap.create(vocs);
|
||||||
|
|
||||||
readTableFromPath(spark, inputPath, clazz)
|
readTableFromPath(spark, inputPath, clazz)
|
||||||
.map((MapFunction<T, T>) value -> fixVocabularyNames(value), Encoders.bean(clazz))
|
.map((MapFunction<T, T>) value -> CleaningFunctions.fixVocabularyNames(value), Encoders.bean(clazz))
|
||||||
.map((MapFunction<T, T>) value -> OafCleaner.apply(value, mapping), Encoders.bean(clazz))
|
.map((MapFunction<T, T>) value -> OafCleaner.apply(value, mapping), Encoders.bean(clazz))
|
||||||
.map((MapFunction<T, T>) value -> fixDefaults(value), Encoders.bean(clazz))
|
.map((MapFunction<T, T>) value -> CleaningFunctions.fixDefaults(value), Encoders.bean(clazz))
|
||||||
.write()
|
.write()
|
||||||
.mode(SaveMode.Overwrite)
|
.mode(SaveMode.Overwrite)
|
||||||
.option("compression", "gzip")
|
.option("compression", "gzip")
|
||||||
.json(outputPath);
|
.json(outputPath);
|
||||||
}
|
}
|
||||||
|
|
||||||
protected static <T extends Oaf> T fixVocabularyNames(T value) {
|
|
||||||
if (value instanceof Datasource) {
|
|
||||||
// nothing to clean here
|
|
||||||
} else if (value instanceof Project) {
|
|
||||||
// nothing to clean here
|
|
||||||
} else if (value instanceof Organization) {
|
|
||||||
Organization o = (Organization) value;
|
|
||||||
if (Objects.nonNull(o.getCountry())) {
|
|
||||||
fixVocabName(o.getCountry(), ModelConstants.DNET_COUNTRY_TYPE);
|
|
||||||
}
|
|
||||||
} else if (value instanceof Relation) {
|
|
||||||
// nothing to clean here
|
|
||||||
} else if (value instanceof Result) {
|
|
||||||
|
|
||||||
Result r = (Result) value;
|
|
||||||
|
|
||||||
fixVocabName(r.getLanguage(), ModelConstants.DNET_LANGUAGES);
|
|
||||||
fixVocabName(r.getResourcetype(), ModelConstants.DNET_DATA_CITE_RESOURCE);
|
|
||||||
fixVocabName(r.getBestaccessright(), ModelConstants.DNET_ACCESS_MODES);
|
|
||||||
|
|
||||||
if (Objects.nonNull(r.getSubject())) {
|
|
||||||
r.getSubject().forEach(s -> fixVocabName(s.getQualifier(), ModelConstants.DNET_SUBJECT_TYPOLOGIES));
|
|
||||||
}
|
|
||||||
if (Objects.nonNull(r.getInstance())) {
|
|
||||||
for (Instance i : r.getInstance()) {
|
|
||||||
fixVocabName(i.getAccessright(), ModelConstants.DNET_ACCESS_MODES);
|
|
||||||
fixVocabName(i.getRefereed(), ModelConstants.DNET_REVIEW_LEVELS);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
if (Objects.nonNull(r.getAuthor())) {
|
|
||||||
r.getAuthor().forEach(a -> {
|
|
||||||
if (Objects.nonNull(a.getPid())) {
|
|
||||||
a.getPid().forEach(p -> {
|
|
||||||
fixVocabName(p.getQualifier(), ModelConstants.DNET_PID_TYPES);
|
|
||||||
});
|
|
||||||
}
|
|
||||||
});
|
|
||||||
}
|
|
||||||
if (value instanceof Publication) {
|
|
||||||
|
|
||||||
} else if (value instanceof eu.dnetlib.dhp.schema.oaf.Dataset) {
|
|
||||||
|
|
||||||
} else if (value instanceof OtherResearchProduct) {
|
|
||||||
|
|
||||||
} else if (value instanceof Software) {
|
|
||||||
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
return value;
|
|
||||||
}
|
|
||||||
|
|
||||||
private static void fixVocabName(Qualifier q, String vocabularyName) {
|
|
||||||
if (Objects.nonNull(q) && StringUtils.isBlank(q.getSchemeid())) {
|
|
||||||
q.setSchemeid(vocabularyName);
|
|
||||||
q.setSchemename(vocabularyName);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
protected static <T extends Oaf> T fixDefaults(T value) {
|
|
||||||
if (value instanceof Datasource) {
|
|
||||||
// nothing to clean here
|
|
||||||
} else if (value instanceof Project) {
|
|
||||||
// nothing to clean here
|
|
||||||
} else if (value instanceof Organization) {
|
|
||||||
Organization o = (Organization) value;
|
|
||||||
if (Objects.isNull(o.getCountry()) || StringUtils.isBlank(o.getCountry().getClassid())) {
|
|
||||||
o.setCountry(qualifier("UNKNOWN", "Unknown", ModelConstants.DNET_COUNTRY_TYPE));
|
|
||||||
}
|
|
||||||
} else if (value instanceof Relation) {
|
|
||||||
// nothing to clean here
|
|
||||||
} else if (value instanceof Result) {
|
|
||||||
|
|
||||||
Result r = (Result) value;
|
|
||||||
if (Objects.nonNull(r.getPublisher()) && StringUtils.isBlank(r.getPublisher().getValue())) {
|
|
||||||
r.setPublisher(null);
|
|
||||||
}
|
|
||||||
if (Objects.isNull(r.getLanguage()) || StringUtils.isBlank(r.getLanguage().getClassid())) {
|
|
||||||
r
|
|
||||||
.setLanguage(
|
|
||||||
qualifier("und", "Undetermined", ModelConstants.DNET_LANGUAGES));
|
|
||||||
}
|
|
||||||
if (Objects.nonNull(r.getSubject())) {
|
|
||||||
r
|
|
||||||
.setSubject(
|
|
||||||
r
|
|
||||||
.getSubject()
|
|
||||||
.stream()
|
|
||||||
.filter(Objects::nonNull)
|
|
||||||
.filter(sp -> StringUtils.isNotBlank(sp.getValue()))
|
|
||||||
.filter(sp -> Objects.nonNull(sp.getQualifier()))
|
|
||||||
.filter(sp -> StringUtils.isNotBlank(sp.getQualifier().getClassid()))
|
|
||||||
.collect(Collectors.toList()));
|
|
||||||
}
|
|
||||||
if (Objects.isNull(r.getResourcetype()) || StringUtils.isBlank(r.getResourcetype().getClassid())) {
|
|
||||||
r
|
|
||||||
.setResourcetype(
|
|
||||||
qualifier("UNKNOWN", "Unknown", ModelConstants.DNET_DATA_CITE_RESOURCE));
|
|
||||||
}
|
|
||||||
if (Objects.nonNull(r.getInstance())) {
|
|
||||||
for (Instance i : r.getInstance()) {
|
|
||||||
if (Objects.isNull(i.getAccessright()) || StringUtils.isBlank(i.getAccessright().getClassid())) {
|
|
||||||
i.setAccessright(qualifier("UNKNOWN", "not available", ModelConstants.DNET_ACCESS_MODES));
|
|
||||||
}
|
|
||||||
if (Objects.isNull(i.getHostedby()) || StringUtils.isBlank(i.getHostedby().getKey())) {
|
|
||||||
i.setHostedby(ModelConstants.UNKNOWN_REPOSITORY);
|
|
||||||
}
|
|
||||||
if (Objects.isNull(i.getRefereed())) {
|
|
||||||
i.setRefereed(qualifier("0000", "Unknown", ModelConstants.DNET_REVIEW_LEVELS));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
if (Objects.isNull(r.getBestaccessright()) || StringUtils.isBlank(r.getBestaccessright().getClassid())) {
|
|
||||||
Qualifier bestaccessrights = AbstractMdRecordToOafMapper.createBestAccessRights(r.getInstance());
|
|
||||||
if (Objects.isNull(bestaccessrights)) {
|
|
||||||
r
|
|
||||||
.setBestaccessright(
|
|
||||||
qualifier("UNKNOWN", "not available", ModelConstants.DNET_ACCESS_MODES));
|
|
||||||
} else {
|
|
||||||
r.setBestaccessright(bestaccessrights);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
if (Objects.nonNull(r.getAuthor())) {
|
|
||||||
boolean nullRank = r
|
|
||||||
.getAuthor()
|
|
||||||
.stream()
|
|
||||||
.anyMatch(a -> Objects.isNull(a.getRank()));
|
|
||||||
if (nullRank) {
|
|
||||||
int i = 1;
|
|
||||||
for (Author author : r.getAuthor()) {
|
|
||||||
author.setRank(i++);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
if (value instanceof Publication) {
|
|
||||||
|
|
||||||
} else if (value instanceof eu.dnetlib.dhp.schema.oaf.Dataset) {
|
|
||||||
|
|
||||||
} else if (value instanceof OtherResearchProduct) {
|
|
||||||
|
|
||||||
} else if (value instanceof Software) {
|
|
||||||
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
return value;
|
|
||||||
}
|
|
||||||
|
|
||||||
private static Qualifier qualifier(String classid, String classname, String scheme) {
|
|
||||||
return OafMapperUtils
|
|
||||||
.qualifier(
|
|
||||||
classid, classname, scheme, scheme);
|
|
||||||
}
|
|
||||||
|
|
||||||
private static <T extends Oaf> Dataset<T> readTableFromPath(
|
private static <T extends Oaf> Dataset<T> readTableFromPath(
|
||||||
SparkSession spark, String inputEntityPath, Class<T> clazz) {
|
SparkSession spark, String inputEntityPath, Class<T> clazz) {
|
||||||
|
|
||||||
|
|
|
@ -0,0 +1,172 @@
|
||||||
|
|
||||||
|
package eu.dnetlib.dhp.oa.graph.clean;
|
||||||
|
|
||||||
|
import java.util.Objects;
|
||||||
|
import java.util.stream.Collectors;
|
||||||
|
|
||||||
|
import org.apache.commons.lang3.StringUtils;
|
||||||
|
|
||||||
|
import eu.dnetlib.dhp.oa.graph.raw.AbstractMdRecordToOafMapper;
|
||||||
|
import eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils;
|
||||||
|
import eu.dnetlib.dhp.schema.common.ModelConstants;
|
||||||
|
import eu.dnetlib.dhp.schema.oaf.*;
|
||||||
|
|
||||||
|
public class CleaningFunctions {
|
||||||
|
|
||||||
|
public static <T extends Oaf> T fixVocabularyNames(T value) {
|
||||||
|
if (value instanceof Datasource) {
|
||||||
|
// nothing to clean here
|
||||||
|
} else if (value instanceof Project) {
|
||||||
|
// nothing to clean here
|
||||||
|
} else if (value instanceof Organization) {
|
||||||
|
Organization o = (Organization) value;
|
||||||
|
if (Objects.nonNull(o.getCountry())) {
|
||||||
|
fixVocabName(o.getCountry(), ModelConstants.DNET_COUNTRY_TYPE);
|
||||||
|
}
|
||||||
|
} else if (value instanceof Relation) {
|
||||||
|
// nothing to clean here
|
||||||
|
} else if (value instanceof Result) {
|
||||||
|
|
||||||
|
Result r = (Result) value;
|
||||||
|
|
||||||
|
fixVocabName(r.getLanguage(), ModelConstants.DNET_LANGUAGES);
|
||||||
|
fixVocabName(r.getResourcetype(), ModelConstants.DNET_DATA_CITE_RESOURCE);
|
||||||
|
fixVocabName(r.getBestaccessright(), ModelConstants.DNET_ACCESS_MODES);
|
||||||
|
|
||||||
|
if (Objects.nonNull(r.getSubject())) {
|
||||||
|
r.getSubject().forEach(s -> fixVocabName(s.getQualifier(), ModelConstants.DNET_SUBJECT_TYPOLOGIES));
|
||||||
|
}
|
||||||
|
if (Objects.nonNull(r.getInstance())) {
|
||||||
|
for (Instance i : r.getInstance()) {
|
||||||
|
fixVocabName(i.getAccessright(), ModelConstants.DNET_ACCESS_MODES);
|
||||||
|
fixVocabName(i.getRefereed(), ModelConstants.DNET_REVIEW_LEVELS);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (Objects.nonNull(r.getAuthor())) {
|
||||||
|
r.getAuthor().forEach(a -> {
|
||||||
|
if (Objects.nonNull(a.getPid())) {
|
||||||
|
a.getPid().forEach(p -> {
|
||||||
|
fixVocabName(p.getQualifier(), ModelConstants.DNET_PID_TYPES);
|
||||||
|
});
|
||||||
|
}
|
||||||
|
});
|
||||||
|
}
|
||||||
|
if (value instanceof Publication) {
|
||||||
|
|
||||||
|
} else if (value instanceof eu.dnetlib.dhp.schema.oaf.Dataset) {
|
||||||
|
|
||||||
|
} else if (value instanceof OtherResearchProduct) {
|
||||||
|
|
||||||
|
} else if (value instanceof Software) {
|
||||||
|
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
return value;
|
||||||
|
}
|
||||||
|
|
||||||
|
protected static <T extends Oaf> T fixDefaults(T value) {
|
||||||
|
if (value instanceof Datasource) {
|
||||||
|
// nothing to clean here
|
||||||
|
} else if (value instanceof Project) {
|
||||||
|
// nothing to clean here
|
||||||
|
} else if (value instanceof Organization) {
|
||||||
|
Organization o = (Organization) value;
|
||||||
|
if (Objects.isNull(o.getCountry()) || StringUtils.isBlank(o.getCountry().getClassid())) {
|
||||||
|
o.setCountry(qualifier("UNKNOWN", "Unknown", ModelConstants.DNET_COUNTRY_TYPE));
|
||||||
|
}
|
||||||
|
} else if (value instanceof Relation) {
|
||||||
|
// nothing to clean here
|
||||||
|
} else if (value instanceof Result) {
|
||||||
|
|
||||||
|
Result r = (Result) value;
|
||||||
|
if (Objects.nonNull(r.getPublisher()) && StringUtils.isBlank(r.getPublisher().getValue())) {
|
||||||
|
r.setPublisher(null);
|
||||||
|
}
|
||||||
|
if (Objects.isNull(r.getLanguage()) || StringUtils.isBlank(r.getLanguage().getClassid())) {
|
||||||
|
r
|
||||||
|
.setLanguage(
|
||||||
|
qualifier("und", "Undetermined", ModelConstants.DNET_LANGUAGES));
|
||||||
|
}
|
||||||
|
if (Objects.nonNull(r.getSubject())) {
|
||||||
|
r
|
||||||
|
.setSubject(
|
||||||
|
r
|
||||||
|
.getSubject()
|
||||||
|
.stream()
|
||||||
|
.filter(Objects::nonNull)
|
||||||
|
.filter(sp -> StringUtils.isNotBlank(sp.getValue()))
|
||||||
|
.filter(sp -> Objects.nonNull(sp.getQualifier()))
|
||||||
|
.filter(sp -> StringUtils.isNotBlank(sp.getQualifier().getClassid()))
|
||||||
|
.collect(Collectors.toList()));
|
||||||
|
}
|
||||||
|
if (Objects.isNull(r.getResourcetype()) || StringUtils.isBlank(r.getResourcetype().getClassid())) {
|
||||||
|
r
|
||||||
|
.setResourcetype(
|
||||||
|
qualifier("UNKNOWN", "Unknown", ModelConstants.DNET_DATA_CITE_RESOURCE));
|
||||||
|
}
|
||||||
|
if (Objects.nonNull(r.getInstance())) {
|
||||||
|
for (Instance i : r.getInstance()) {
|
||||||
|
if (Objects.isNull(i.getAccessright()) || StringUtils.isBlank(i.getAccessright().getClassid())) {
|
||||||
|
i.setAccessright(qualifier("UNKNOWN", "not available", ModelConstants.DNET_ACCESS_MODES));
|
||||||
|
}
|
||||||
|
if (Objects.isNull(i.getHostedby()) || StringUtils.isBlank(i.getHostedby().getKey())) {
|
||||||
|
i.setHostedby(ModelConstants.UNKNOWN_REPOSITORY);
|
||||||
|
}
|
||||||
|
if (Objects.isNull(i.getRefereed())) {
|
||||||
|
i.setRefereed(qualifier("0000", "Unknown", ModelConstants.DNET_REVIEW_LEVELS));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (Objects.isNull(r.getBestaccessright()) || StringUtils.isBlank(r.getBestaccessright().getClassid())) {
|
||||||
|
Qualifier bestaccessrights = AbstractMdRecordToOafMapper.createBestAccessRights(r.getInstance());
|
||||||
|
if (Objects.isNull(bestaccessrights)) {
|
||||||
|
r
|
||||||
|
.setBestaccessright(
|
||||||
|
qualifier("UNKNOWN", "not available", ModelConstants.DNET_ACCESS_MODES));
|
||||||
|
} else {
|
||||||
|
r.setBestaccessright(bestaccessrights);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (Objects.nonNull(r.getAuthor())) {
|
||||||
|
boolean nullRank = r
|
||||||
|
.getAuthor()
|
||||||
|
.stream()
|
||||||
|
.anyMatch(a -> Objects.isNull(a.getRank()));
|
||||||
|
if (nullRank) {
|
||||||
|
int i = 1;
|
||||||
|
for (Author author : r.getAuthor()) {
|
||||||
|
author.setRank(i++);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (value instanceof Publication) {
|
||||||
|
|
||||||
|
} else if (value instanceof eu.dnetlib.dhp.schema.oaf.Dataset) {
|
||||||
|
|
||||||
|
} else if (value instanceof OtherResearchProduct) {
|
||||||
|
|
||||||
|
} else if (value instanceof Software) {
|
||||||
|
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
return value;
|
||||||
|
}
|
||||||
|
|
||||||
|
// HELPERS
|
||||||
|
|
||||||
|
private static void fixVocabName(Qualifier q, String vocabularyName) {
|
||||||
|
if (Objects.nonNull(q) && StringUtils.isBlank(q.getSchemeid())) {
|
||||||
|
q.setSchemeid(vocabularyName);
|
||||||
|
q.setSchemename(vocabularyName);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
private static Qualifier qualifier(String classid, String classname, String scheme) {
|
||||||
|
return OafMapperUtils
|
||||||
|
.qualifier(
|
||||||
|
classid, classname, scheme, scheme);
|
||||||
|
}
|
||||||
|
|
||||||
|
}
|
|
@ -62,7 +62,7 @@ public class CleaningFunctionTest {
|
||||||
assertTrue(p_in instanceof Result);
|
assertTrue(p_in instanceof Result);
|
||||||
assertTrue(p_in instanceof Publication);
|
assertTrue(p_in instanceof Publication);
|
||||||
|
|
||||||
Publication p_out = OafCleaner.apply(CleanGraphSparkJob.fixVocabularyNames(p_in), mapping);
|
Publication p_out = OafCleaner.apply(CleaningFunctions.fixVocabularyNames(p_in), mapping);
|
||||||
|
|
||||||
assertNotNull(p_out);
|
assertNotNull(p_out);
|
||||||
|
|
||||||
|
@ -88,7 +88,7 @@ public class CleaningFunctionTest {
|
||||||
.map(p -> p.getQualifier())
|
.map(p -> p.getQualifier())
|
||||||
.allMatch(q -> pidTerms.contains(q.getClassid())));
|
.allMatch(q -> pidTerms.contains(q.getClassid())));
|
||||||
|
|
||||||
Publication p_defaults = CleanGraphSparkJob.fixDefaults(p_out);
|
Publication p_defaults = CleaningFunctions.fixDefaults(p_out);
|
||||||
assertEquals("CLOSED", p_defaults.getBestaccessright().getClassid());
|
assertEquals("CLOSED", p_defaults.getBestaccessright().getClassid());
|
||||||
assertNull(p_out.getPublisher());
|
assertNull(p_out.getPublisher());
|
||||||
|
|
||||||
|
|
Loading…
Reference in New Issue