Merge branch 'master' of https://code-repo.d4science.org/D-Net/dnet-hadoop into islookup_timeout

dhp-schemas/pom.xml

@@ -14,6 +14,37 @@
 
     <description>This module contains common schema classes meant to be used across the dnet-hadoop submodules</description>
 
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>net.alchim31.maven</groupId>
+                <artifactId>scala-maven-plugin</artifactId>
+                <version>4.0.1</version>
+                <executions>
+                    <execution>
+                        <id>scala-compile-first</id>
+                        <phase>initialize</phase>
+                        <goals>
+                            <goal>add-source</goal>
+                            <goal>compile</goal>
+                        </goals>
+                    </execution>
+                    <execution>
+                        <id>scala-test-compile</id>
+                        <phase>process-test-resources</phase>
+                        <goals>
+                            <goal>testCompile</goal>
+                        </goals>
+                    </execution>
+                </executions>
+                <configuration>
+                    <scalaVersion>${scala.version}</scalaVersion>
+                </configuration>
+            </plugin>
+
+        </plugins>
+    </build>
+
     <dependencies>
 
         <dependency>

dhp-schemas/src/main/java/eu/dnetlib/dhp/schema/common/ModelConstants.java

@@ -1,8 +1,6 @@
 
 package eu.dnetlib.dhp.schema.common;
 
-import java.security.Key;
-
 import eu.dnetlib.dhp.schema.oaf.DataInfo;
 import eu.dnetlib.dhp.schema.oaf.KeyValue;
 import eu.dnetlib.dhp.schema.oaf.Qualifier;

dhp-schemas/src/main/java/eu/dnetlib/dhp/schema/scholexplorer/OafUtils.scala

@@ -0,0 +1,90 @@
+package eu.dnetlib.dhp.schema.scholexplorer
+
+import eu.dnetlib.dhp.schema.oaf.{DataInfo, Field, KeyValue, Qualifier, StructuredProperty}
+
+object OafUtils {
+
+
+
+  def generateKeyValue(key: String, value: String): KeyValue = {
+    val kv: KeyValue = new KeyValue()
+    kv.setKey(key)
+    kv.setValue(value)
+    kv.setDataInfo(generateDataInfo("0.9"))
+    kv
+  }
+
+
+  def generateDataInfo(trust: String = "0.9", invisibile: Boolean = false): DataInfo = {
+    val di = new DataInfo
+    di.setDeletedbyinference(false)
+    di.setInferred(false)
+    di.setInvisible(false)
+    di.setTrust(trust)
+    di.setProvenanceaction(createQualifier("sysimport:actionset", "dnet:provenanceActions"))
+    di
+  }
+
+  def createQualifier(cls: String, sch: String): Qualifier = {
+    createQualifier(cls, cls, sch, sch)
+  }
+
+
+  def createQualifier(classId: String, className: String, schemeId: String, schemeName: String): Qualifier = {
+    val q: Qualifier = new Qualifier
+    q.setClassid(classId)
+    q.setClassname(className)
+    q.setSchemeid(schemeId)
+    q.setSchemename(schemeName)
+    q
+  }
+
+
+  def asField[T](value: T): Field[T] = {
+    val tmp = new Field[T]
+    tmp.setValue(value)
+    tmp
+
+
+  }
+
+  def createSP(value: String, classId: String,className:String, schemeId: String, schemeName:String): StructuredProperty = {
+    val sp = new StructuredProperty
+    sp.setQualifier(createQualifier(classId,className, schemeId, schemeName))
+    sp.setValue(value)
+    sp
+
+  }
+
+
+
+  def createSP(value: String, classId: String,className:String, schemeId: String, schemeName:String, dataInfo: DataInfo): StructuredProperty = {
+    val sp = new StructuredProperty
+    sp.setQualifier(createQualifier(classId,className, schemeId, schemeName))
+    sp.setValue(value)
+    sp.setDataInfo(dataInfo)
+    sp
+
+  }
+
+  def createSP(value: String, classId: String, schemeId: String): StructuredProperty = {
+    val sp = new StructuredProperty
+    sp.setQualifier(createQualifier(classId, schemeId))
+    sp.setValue(value)
+    sp
+
+  }
+
+
+
+  def createSP(value: String, classId: String, schemeId: String, dataInfo: DataInfo): StructuredProperty = {
+    val sp = new StructuredProperty
+    sp.setQualifier(createQualifier(classId, schemeId))
+    sp.setValue(value)
+    sp.setDataInfo(dataInfo)
+    sp
+
+  }
+
+
+}

dhp-workflows/dhp-broker-events/pom.xml

@@ -1,5 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+	xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+	xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
 	<parent>
 		<artifactId>dhp-workflows</artifactId>
 		<groupId>eu.dnetlib.dhp</groupId>
@@ -24,6 +26,10 @@
 			<groupId>org.apache.spark</groupId>
 			<artifactId>spark-sql_2.11</artifactId>
 		</dependency>
+		<dependency>
+			<groupId>org.elasticsearch</groupId>
+			<artifactId>elasticsearch-hadoop</artifactId>
+		</dependency>
 
 
 		<dependency>
@@ -51,9 +57,8 @@
 		</dependency>
 
 		<dependency>
-			<groupId>eu.dnetlib</groupId>
+			<groupId>eu.dnetlib.dhp</groupId>
 			<artifactId>dnet-openaire-broker-common</artifactId>
-			<version>[3.0.3,4.0.0)</version>
 		</dependency>
 
 	</dependencies>

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/model/EventFactory.java

@@ -11,6 +11,8 @@ import org.apache.commons.lang3.StringUtils;
 import org.apache.commons.lang3.time.DateUtils;
 
 import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 import eu.dnetlib.dhp.broker.oa.util.UpdateInfo;
 
 public class EventFactory {
@@ -32,7 +34,10 @@ public class EventFactory {
 		final MappedFields map = createMapFromResult(updateInfo);
 
 		final String eventId = calculateEventId(
-			updateInfo.getTopicPath(), updateInfo.getTarget().getOpenaireId(), updateInfo.getHighlightValueAsString());
+			updateInfo.getTopicPath(), updateInfo.getTargetDs().getOpenaireId(), updateInfo
+				.getTarget()
+				.getOpenaireId(),
+			updateInfo.getHighlightValueAsString());
 
 		res.setEventId(eventId);
 		res.setProducerId(PRODUCER_ID);
@@ -42,6 +47,7 @@ public class EventFactory {
 		res.setCreationDate(now);
 		res.setExpiryDate(calculateExpiryDate(now));
 		res.setInstantMessage(false);
+
 		return res;
 	}
 
@@ -51,8 +57,11 @@ public class EventFactory {
 		final OaBrokerMainEntity source = updateInfo.getSource();
 		final OaBrokerMainEntity target = updateInfo.getTarget();
 
-		map.setTargetDatasourceId(target.getCollectedFromId());
-		map.setTargetDatasourceName(target.getCollectedFromName());
+		final OaBrokerRelatedDatasource targetDs = updateInfo.getTargetDs();
+
+		map.setTargetDatasourceId(targetDs.getOpenaireId());
+		map.setTargetDatasourceName(targetDs.getName());
+		map.setTargetDatasourceType(targetDs.getType());
 
 		map.setTargetResultId(target.getOpenaireId());
 
@@ -71,18 +80,29 @@ public class EventFactory {
 
 		// PROVENANCE INFO
 		map.setTrust(updateInfo.getTrust());
-		map.setProvenanceDatasourceId(source.getCollectedFromId());
-		map.setProvenanceDatasourceName(source.getCollectedFromName());
 		map.setProvenanceResultId(source.getOpenaireId());
 
+		source
+			.getDatasources()
+			.stream()
+			.filter(ds -> ds.getRelType().equals(BrokerConstants.COLLECTED_FROM_REL))
+			.findFirst()
+			.ifPresent(ds -> {
+				map.setProvenanceDatasourceId(ds.getOpenaireId());
+				map.setProvenanceDatasourceName(ds.getName());
+				map.setProvenanceDatasourceType(ds.getType());
+			});
+
 		return map;
 	}
 
-	private static String calculateEventId(final String topic, final String publicationId, final String value) {
+	private static String calculateEventId(final String topic, final String dsId, final String publicationId,
+		final String value) {
 		return "event-"
-			+ DigestUtils.md5Hex(topic).substring(0, 6) + "-"
-			+ DigestUtils.md5Hex(publicationId).substring(0, 8) + "-"
-			+ DigestUtils.md5Hex(value).substring(0, 8);
+			+ DigestUtils.md5Hex(topic).substring(0, 4) + "-"
+			+ DigestUtils.md5Hex(dsId).substring(0, 4) + "-"
+			+ DigestUtils.md5Hex(publicationId).substring(0, 7) + "-"
+			+ DigestUtils.md5Hex(value).substring(0, 5);
 	}
 
 	private static long calculateExpiryDate(final long now) {

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/model/MappedFields.java

@@ -13,6 +13,7 @@ public class MappedFields implements Serializable {
 
 	private String targetDatasourceId;
 	private String targetDatasourceName;
+	private String targetDatasourceType;
 	private String targetResultId;
 	private String targetResultTitle;
 	private long targetDateofacceptance;
@@ -21,6 +22,7 @@ public class MappedFields implements Serializable {
 	private float trust;
 	private String provenanceDatasourceId;
 	private String provenanceDatasourceName;
+	private String provenanceDatasourceType;
 	private String provenanceResultId;
 
 	public String getTargetDatasourceId() {
@@ -39,6 +41,14 @@ public class MappedFields implements Serializable {
 		this.targetDatasourceName = targetDatasourceName;
 	}
 
+	public String getTargetDatasourceType() {
+		return targetDatasourceType;
+	}
+
+	public void setTargetDatasourceType(final String targetDatasourceType) {
+		this.targetDatasourceType = targetDatasourceType;
+	}
+
 	public String getTargetResultId() {
 		return targetResultId;
 	}
@@ -103,6 +113,14 @@ public class MappedFields implements Serializable {
 		this.provenanceDatasourceName = provenanceDatasourceName;
 	}
 
+	public String getProvenanceDatasourceType() {
+		return provenanceDatasourceType;
+	}
+
+	public void setProvenanceDatasourceType(final String provenanceDatasourceType) {
+		this.provenanceDatasourceType = provenanceDatasourceType;
+	}
+
 	public String getProvenanceResultId() {
 		return provenanceResultId;
 	}
@@ -111,4 +129,8 @@ public class MappedFields implements Serializable {
 		this.provenanceResultId = provenanceResultId;
 	}
 
+	public static long getSerialversionuid() {
+		return serialVersionUID;
+	}
+
 }

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/CheckDuplictedIdsJob.java

@@ -0,0 +1,112 @@
+
+package eu.dnetlib.dhp.broker.oa;
+
+import org.apache.commons.io.IOUtils;
+import org.apache.commons.lang.StringUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.sql.Encoder;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SaveMode;
+import org.apache.spark.sql.SparkSession;
+import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.sql.expressions.Aggregator;
+import org.apache.spark.util.LongAccumulator;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.ObjectMapper;
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.dhp.broker.model.Event;
+import eu.dnetlib.dhp.broker.oa.util.ClusterUtils;
+import scala.Tuple2;
+
+public class CheckDuplictedIdsJob {
+
+	private static final Logger log = LoggerFactory.getLogger(CheckDuplictedIdsJob.class);
+
+	public static void main(final String[] args) throws Exception {
+
+		final ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					CheckDuplictedIdsJob.class
+						.getResourceAsStream("/eu/dnetlib/dhp/broker/oa/common_params.json")));
+		parser.parseArgument(args);
+
+		final SparkConf conf = new SparkConf();
+
+		final String eventsPath = parser.get("workingPath") + "/events";
+		log.info("eventsPath: {}", eventsPath);
+
+		final String countPath = parser.get("workingPath") + "/counts";
+		log.info("countPath: {}", countPath);
+
+		final SparkSession spark = SparkSession.builder().config(conf).getOrCreate();
+
+		final LongAccumulator total = spark.sparkContext().longAccumulator("invaild_event_id");
+
+		final TypedColumn<Tuple2<String, Long>, Tuple2<String, Long>> agg = new CountAggregator().toColumn();
+
+		ClusterUtils
+			.readPath(spark, eventsPath, Event.class)
+			.map(e -> new Tuple2<>(e.getEventId(), 1l), Encoders.tuple(Encoders.STRING(), Encoders.LONG()))
+			.groupByKey(t -> t._1, Encoders.STRING())
+			.agg(agg)
+			.map(t -> t._2, Encoders.tuple(Encoders.STRING(), Encoders.LONG()))
+			.filter(t -> t._2 > 1)
+			.map(o -> ClusterUtils.incrementAccumulator(o, total), Encoders.tuple(Encoders.STRING(), Encoders.LONG()))
+			.write()
+			.mode(SaveMode.Overwrite)
+			.json(countPath);
+		;
+
+	}
+
+	private static String eventAsJsonString(final Event f) throws JsonProcessingException {
+		return new ObjectMapper().writeValueAsString(f);
+	}
+
+}
+
+class CountAggregator extends Aggregator<Tuple2<String, Long>, Tuple2<String, Long>, Tuple2<String, Long>> {
+
+	/**
+	 *
+	 */
+	private static final long serialVersionUID = 1395935985734672538L;
+
+	@Override
+	public Encoder<Tuple2<String, Long>> bufferEncoder() {
+		return Encoders.tuple(Encoders.STRING(), Encoders.LONG());
+	}
+
+	@Override
+	public Tuple2<String, Long> finish(final Tuple2<String, Long> arg0) {
+		return arg0;
+	}
+
+	@Override
+	public Tuple2<String, Long> merge(final Tuple2<String, Long> arg0, final Tuple2<String, Long> arg1) {
+		final String s = StringUtils.defaultIfBlank(arg0._1, arg1._1);
+		return new Tuple2<>(s, arg0._2 + arg1._2);
+	}
+
+	@Override
+	public Encoder<Tuple2<String, Long>> outputEncoder() {
+		return Encoders.tuple(Encoders.STRING(), Encoders.LONG());
+	}
+
+	@Override
+	public Tuple2<String, Long> reduce(final Tuple2<String, Long> arg0, final Tuple2<String, Long> arg1) {
+		final String s = StringUtils.defaultIfBlank(arg0._1, arg1._1);
+		return new Tuple2<>(s, arg0._2 + arg1._2);
+	}
+
+	@Override
+	public Tuple2<String, Long> zero() {
+		return new Tuple2<>(null, 0l);
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/GenerateEventsJob.java

@@ -3,28 +3,28 @@ package eu.dnetlib.dhp.broker.oa;
 
 import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
 
+import java.util.Map;
 import java.util.Optional;
+import java.util.Set;
+import java.util.stream.Collectors;
 
 import org.apache.commons.io.IOUtils;
+import org.apache.commons.lang3.StringUtils;
 import org.apache.spark.SparkConf;
-import org.apache.spark.api.java.function.MapFunction;
+import org.apache.spark.SparkContext;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
-import com.fasterxml.jackson.databind.ObjectMapper;
-
 import eu.dnetlib.dhp.application.ArgumentApplicationParser;
 import eu.dnetlib.dhp.broker.model.Event;
+import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
 import eu.dnetlib.dhp.broker.oa.util.ClusterUtils;
 import eu.dnetlib.dhp.broker.oa.util.EventFinder;
 import eu.dnetlib.dhp.broker.oa.util.EventGroup;
 import eu.dnetlib.dhp.broker.oa.util.aggregators.simple.ResultGroup;
-import eu.dnetlib.dhp.utils.ISLookupClientFactory;
-import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
-import eu.dnetlib.pace.config.DedupConfig;
 
 public class GenerateEventsJob {
 
@@ -47,57 +47,54 @@ public class GenerateEventsJob {
 		final String workingPath = parser.get("workingPath");
 		log.info("workingPath: {}", workingPath);
 
-		final String isLookupUrl = parser.get("isLookupUrl");
-		log.info("isLookupUrl: {}", isLookupUrl);
-
-		final String dedupConfigProfileId = parser.get("dedupConfProfile");
-		log.info("dedupConfigProfileId: {}", dedupConfigProfileId);
-
 		final String eventsPath = workingPath + "/events";
 		log.info("eventsPath: {}", eventsPath);
 
-		final SparkConf conf = new SparkConf();
+		final Set<String> dsIdWhitelist = ClusterUtils.parseParamAsList(parser, "datasourceIdWhitelist");
+		log.info("datasourceIdWhitelist: {}", StringUtils.join(dsIdWhitelist, ","));
 
-		// TODO UNCOMMENT
-		// final DedupConfig dedupConfig = loadDedupConfig(isLookupUrl, dedupConfigProfileId);
-		final DedupConfig dedupConfig = null;
+		final Set<String> dsTypeWhitelist = ClusterUtils.parseParamAsList(parser, "datasourceTypeWhitelist");
+		log.info("datasourceTypeWhitelist: {}", StringUtils.join(dsTypeWhitelist, ","));
+
+		final Set<String> dsIdBlacklist = ClusterUtils.parseParamAsList(parser, "datasourceIdBlacklist");
+		log.info("datasourceIdBlacklist: {}", StringUtils.join(dsIdBlacklist, ","));
+
+		final SparkConf conf = new SparkConf();
 
 		runWithSparkSession(conf, isSparkSessionManaged, spark -> {
 
 			ClusterUtils.removeDir(spark, eventsPath);
 
+			final Map<String, LongAccumulator> accumulators = prepareAccumulators(spark.sparkContext());
+
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_events");
+
 			final Dataset<ResultGroup> groups = ClusterUtils
 				.readPath(spark, workingPath + "/duplicates", ResultGroup.class);
 
-			final Dataset<Event> events = groups
+			final Dataset<Event> dataset = groups
 				.map(
-					(MapFunction<ResultGroup, EventGroup>) g -> EventFinder.generateEvents(g, dedupConfig),
-					Encoders.bean(EventGroup.class))
-				.flatMap(group -> group.getData().iterator(), Encoders.bean(Event.class));
+					g -> EventFinder
+						.generateEvents(g, dsIdWhitelist, dsIdBlacklist, dsTypeWhitelist, accumulators),
+					Encoders
+						.bean(EventGroup.class))
+				.flatMap(g -> g.getData().iterator(), Encoders.bean(Event.class));
 
-			events.write().mode(SaveMode.Overwrite).json(eventsPath);
+			ClusterUtils.save(dataset, eventsPath, Event.class, total);
 
 		});
 
 	}
 
-	private static DedupConfig loadDedupConfig(final String isLookupUrl, final String profId) throws Exception {
+	public static Map<String, LongAccumulator> prepareAccumulators(final SparkContext sc) {
 
-		final ISLookUpService isLookUpService = ISLookupClientFactory.getLookUpService(isLookupUrl);
+		return EventFinder
+			.getMatchers()
+			.stream()
+			.map(UpdateMatcher::accumulatorName)
+			.distinct()
+			.collect(Collectors.toMap(s -> s, s -> sc.longAccumulator(s)));
 
-		final String conf = isLookUpService
-			.getResourceProfileByQuery(
-				String
-					.format(
-						"for $x in /RESOURCE_PROFILE[.//RESOURCE_IDENTIFIER/@value = '%s'] return $x//DEDUPLICATION/text()",
-						profId));
-
-		final DedupConfig dedupConfig = new ObjectMapper().readValue(conf, DedupConfig.class);
-		dedupConfig.getPace().initModel();
-		dedupConfig.getPace().initTranslationMap();
-		// dedupConfig.getWf().setConfigurationId("???");
-
-		return dedupConfig;
 	}
 
 }

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/GenerateStatsJob.java

@@ -0,0 +1,63 @@
+
+package eu.dnetlib.dhp.broker.oa;
+
+import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
+
+import java.util.Optional;
+
+import org.apache.commons.io.IOUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.TypedColumn;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.dhp.broker.model.Event;
+import eu.dnetlib.dhp.broker.oa.util.ClusterUtils;
+import eu.dnetlib.dhp.broker.oa.util.aggregators.stats.DatasourceStats;
+import eu.dnetlib.dhp.broker.oa.util.aggregators.stats.StatsAggregator;
+
+public class GenerateStatsJob {
+
+	private static final Logger log = LoggerFactory.getLogger(GenerateStatsJob.class);
+
+	public static void main(final String[] args) throws Exception {
+
+		final ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					IndexOnESJob.class
+						.getResourceAsStream("/eu/dnetlib/dhp/broker/oa/common_params.json")));
+		parser.parseArgument(args);
+
+		final Boolean isSparkSessionManaged = Optional
+			.ofNullable(parser.get("isSparkSessionManaged"))
+			.map(Boolean::valueOf)
+			.orElse(Boolean.TRUE);
+		log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
+
+		final SparkConf conf = new SparkConf();
+
+		final String eventsPath = parser.get("workingPath") + "/events";
+		log.info("eventsPath: {}", eventsPath);
+
+		final String statsPath = parser.get("workingPath") + "/stats";
+		log.info("stats: {}", statsPath);
+
+		final TypedColumn<Event, DatasourceStats> aggr = new StatsAggregator().toColumn();
+
+		runWithSparkSession(conf, isSparkSessionManaged, spark -> {
+
+			final Dataset<DatasourceStats> stats = ClusterUtils
+				.readPath(spark, eventsPath, Event.class)
+				.groupByKey(e -> e.getMap().getTargetDatasourceId(), Encoders.STRING())
+				.agg(aggr)
+				.map(t -> t._2, Encoders.bean(DatasourceStats.class));
+
+			ClusterUtils.save(stats, statsPath, DatasourceStats.class, null);
+		});
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/IndexOnESJob.java

@@ -0,0 +1,71 @@
+
+package eu.dnetlib.dhp.broker.oa;
+
+import java.util.HashMap;
+import java.util.Map;
+
+import org.apache.commons.io.IOUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.api.java.JavaRDD;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SparkSession;
+import org.elasticsearch.spark.rdd.api.java.JavaEsSpark;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.ObjectMapper;
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.dhp.broker.model.Event;
+import eu.dnetlib.dhp.broker.oa.util.ClusterUtils;
+
+public class IndexOnESJob {
+
+	private static final Logger log = LoggerFactory.getLogger(IndexOnESJob.class);
+
+	public static void main(final String[] args) throws Exception {
+
+		final ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					IndexOnESJob.class
+						.getResourceAsStream("/eu/dnetlib/dhp/broker/oa/index_es.json")));
+		parser.parseArgument(args);
+
+		final SparkConf conf = new SparkConf();
+
+		final String eventsPath = parser.get("workingPath") + "/events";
+		log.info("eventsPath: {}", eventsPath);
+
+		final String index = parser.get("index");
+		log.info("index: {}", index);
+
+		final String indexHost = parser.get("esHost");
+		log.info("indexHost: {}", indexHost);
+
+		final SparkSession spark = SparkSession.builder().config(conf).getOrCreate();
+
+		final JavaRDD<String> inputRdd = ClusterUtils
+			.readPath(spark, eventsPath, Event.class)
+			// .limit(10000) // TODO REMOVE
+			.map(IndexOnESJob::eventAsJsonString, Encoders.STRING())
+			.javaRDD();
+
+		final Map<String, String> esCfg = new HashMap<>();
+		// esCfg.put("es.nodes", "10.19.65.51, 10.19.65.52, 10.19.65.53, 10.19.65.54");
+		esCfg.put("es.nodes", indexHost);
+		esCfg.put("es.mapping.id", "eventId"); // THE PRIMARY KEY
+		esCfg.put("es.batch.write.retry.count", "8");
+		esCfg.put("es.batch.write.retry.wait", "60s");
+		esCfg.put("es.batch.size.entries", "200");
+		esCfg.put("es.nodes.wan.only", "true");
+
+		JavaEsSpark.saveJsonToEs(inputRdd, index, esCfg);
+	}
+
+	private static String eventAsJsonString(final Event f) throws JsonProcessingException {
+		return new ObjectMapper().writeValueAsString(f);
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/JoinStep0Job.java

@@ -0,0 +1,80 @@
+
+package eu.dnetlib.dhp.broker.oa;
+
+import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
+
+import java.util.Optional;
+
+import org.apache.commons.io.IOUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.util.LongAccumulator;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.dhp.broker.oa.util.ClusterUtils;
+import eu.dnetlib.dhp.broker.oa.util.aggregators.withRels.RelatedDatasource;
+import eu.dnetlib.dhp.broker.oa.util.aggregators.withRels.RelatedDatasourceAggregator;
+import scala.Tuple2;
+
+public class JoinStep0Job {
+
+	private static final Logger log = LoggerFactory.getLogger(JoinStep0Job.class);
+
+	public static void main(final String[] args) throws Exception {
+		final ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					JoinStep0Job.class
+						.getResourceAsStream("/eu/dnetlib/dhp/broker/oa/common_params.json")));
+		parser.parseArgument(args);
+
+		final Boolean isSparkSessionManaged = Optional
+			.ofNullable(parser.get("isSparkSessionManaged"))
+			.map(Boolean::valueOf)
+			.orElse(Boolean.TRUE);
+		log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
+
+		final String graphPath = parser.get("graphPath");
+		log.info("graphPath: {}", graphPath);
+
+		final String workingPath = parser.get("workingPath");
+		log.info("workingPath: {}", workingPath);
+
+		final String joinedEntitiesPath = workingPath + "/joinedEntities_step0";
+		log.info("joinedEntitiesPath: {}", joinedEntitiesPath);
+
+		final SparkConf conf = new SparkConf();
+
+		runWithSparkSession(conf, isSparkSessionManaged, spark -> {
+
+			ClusterUtils.removeDir(spark, joinedEntitiesPath);
+
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_entities");
+
+			final Dataset<OaBrokerMainEntity> sources = ClusterUtils
+				.readPath(spark, workingPath + "/simpleEntities", OaBrokerMainEntity.class);
+
+			final Dataset<RelatedDatasource> typedRels = ClusterUtils
+				.readPath(spark, workingPath + "/relatedDatasources", RelatedDatasource.class);
+
+			final TypedColumn<Tuple2<OaBrokerMainEntity, RelatedDatasource>, OaBrokerMainEntity> aggr = new RelatedDatasourceAggregator()
+				.toColumn();
+
+			final Dataset<OaBrokerMainEntity> dataset = sources
+				.joinWith(typedRels, sources.col("openaireId").equalTo(typedRels.col("source")), "left_outer")
+				.groupByKey(t -> t._1.getOpenaireId(), Encoders.STRING())
+				.agg(aggr)
+				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class));
+
+			ClusterUtils.save(dataset, joinedEntitiesPath, OaBrokerMainEntity.class, total);
+
+		});
+
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/JoinStep1Job.java

@@ -10,8 +10,8 @@ import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -52,8 +52,10 @@ public class JoinStep1Job {
 
 			ClusterUtils.removeDir(spark, joinedEntitiesPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_entities");
+
 			final Dataset<OaBrokerMainEntity> sources = ClusterUtils
-				.readPath(spark, workingPath + "/simpleEntities", OaBrokerMainEntity.class);
+				.readPath(spark, workingPath + "/joinedEntities_step0", OaBrokerMainEntity.class);
 
 			final Dataset<RelatedProject> typedRels = ClusterUtils
 				.readPath(spark, workingPath + "/relatedProjects", RelatedProject.class);
@@ -61,16 +63,15 @@ public class JoinStep1Job {
 			final TypedColumn<Tuple2<OaBrokerMainEntity, RelatedProject>, OaBrokerMainEntity> aggr = new RelatedProjectAggregator()
 				.toColumn();
 
-			sources
+			final Dataset<OaBrokerMainEntity> dataset = sources
 				.joinWith(typedRels, sources.col("openaireId").equalTo(typedRels.col("source")), "left_outer")
 				.groupByKey(
 					(MapFunction<Tuple2<OaBrokerMainEntity, RelatedProject>, String>) t -> t._1.getOpenaireId(),
 					Encoders.STRING())
 				.agg(aggr)
-				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(joinedEntitiesPath);
+				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class));
+
+			ClusterUtils.save(dataset, joinedEntitiesPath, OaBrokerMainEntity.class, total);
 
 		});
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/JoinStep2Job.java

@@ -7,11 +7,10 @@ import java.util.Optional;
 
 import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
-import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -52,6 +51,8 @@ public class JoinStep2Job {
 
 			ClusterUtils.removeDir(spark, joinedEntitiesPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_entities");
+
 			final Dataset<OaBrokerMainEntity> sources = ClusterUtils
 				.readPath(spark, workingPath + "/joinedEntities_step1", OaBrokerMainEntity.class);
 
@@ -61,16 +62,13 @@ public class JoinStep2Job {
 			final TypedColumn<Tuple2<OaBrokerMainEntity, RelatedSoftware>, OaBrokerMainEntity> aggr = new RelatedSoftwareAggregator()
 				.toColumn();
 
-			sources
+			final Dataset<OaBrokerMainEntity> dataset = sources
 				.joinWith(typedRels, sources.col("openaireId").equalTo(typedRels.col("source")), "left_outer")
-				.groupByKey(
-					(MapFunction<Tuple2<OaBrokerMainEntity, RelatedSoftware>, String>) t -> t._1.getOpenaireId(),
-					Encoders.STRING())
+				.groupByKey(t -> t._1.getOpenaireId(), Encoders.STRING())
 				.agg(aggr)
-				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(joinedEntitiesPath);
+				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class));
+
+			ClusterUtils.save(dataset, joinedEntitiesPath, OaBrokerMainEntity.class, total);
 
 		});
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/JoinStep3Job.java

@@ -10,8 +10,8 @@ import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -52,6 +52,8 @@ public class JoinStep3Job {
 
 			ClusterUtils.removeDir(spark, joinedEntitiesPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_entities");
+
 			final Dataset<OaBrokerMainEntity> sources = ClusterUtils
 				.readPath(spark, workingPath + "/joinedEntities_step2", OaBrokerMainEntity.class);
 
@@ -61,16 +63,15 @@ public class JoinStep3Job {
 			final TypedColumn<Tuple2<OaBrokerMainEntity, RelatedDataset>, OaBrokerMainEntity> aggr = new RelatedDatasetAggregator()
 				.toColumn();
 
-			sources
+			final Dataset<OaBrokerMainEntity> dataset = sources
 				.joinWith(typedRels, sources.col("openaireId").equalTo(typedRels.col("source")), "left_outer")
 				.groupByKey(
 					(MapFunction<Tuple2<OaBrokerMainEntity, RelatedDataset>, String>) t -> t._1.getOpenaireId(),
 					Encoders.STRING())
 				.agg(aggr)
-				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(joinedEntitiesPath);
+				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class));
+
+			ClusterUtils.save(dataset, joinedEntitiesPath, OaBrokerMainEntity.class, total);
 
 		});
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/JoinStep4Job.java

@@ -10,8 +10,8 @@ import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -52,6 +52,8 @@ public class JoinStep4Job {
 
 			ClusterUtils.removeDir(spark, joinedEntitiesPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_entities");
+
 			final Dataset<OaBrokerMainEntity> sources = ClusterUtils
 				.readPath(spark, workingPath + "/joinedEntities_step3", OaBrokerMainEntity.class);
 
@@ -61,16 +63,15 @@ public class JoinStep4Job {
 			final TypedColumn<Tuple2<OaBrokerMainEntity, RelatedPublication>, OaBrokerMainEntity> aggr = new RelatedPublicationAggregator()
 				.toColumn();
 
-			sources
+			final Dataset<OaBrokerMainEntity> dataset = sources
 				.joinWith(typedRels, sources.col("openaireId").equalTo(typedRels.col("source")), "left_outer")
 				.groupByKey(
 					(MapFunction<Tuple2<OaBrokerMainEntity, RelatedPublication>, String>) t -> t._1.getOpenaireId(),
 					Encoders.STRING())
 				.agg(aggr)
-				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(joinedEntitiesPath);
+				.map(t -> t._2, Encoders.bean(OaBrokerMainEntity.class));
+
+			ClusterUtils.save(dataset, joinedEntitiesPath, OaBrokerMainEntity.class, total);
 
 		});
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/PrepareGroupsJob.java

@@ -10,8 +10,8 @@ import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -57,6 +57,8 @@ public class PrepareGroupsJob {
 
 			ClusterUtils.removeDir(spark, groupsPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_groups");
+
 			final Dataset<OaBrokerMainEntity> results = ClusterUtils
 				.readPath(spark, workingPath + "/joinedEntities_step4", OaBrokerMainEntity.class);
 
@@ -67,20 +69,16 @@ public class PrepareGroupsJob {
 			final TypedColumn<Tuple2<OaBrokerMainEntity, Relation>, ResultGroup> aggr = new ResultAggregator()
 				.toColumn();
 
-			final Dataset<ResultGroup> groups = results
+			final Dataset<ResultGroup> dataset = results
 				.joinWith(mergedRels, results.col("openaireId").equalTo(mergedRels.col("source")), "inner")
 				.groupByKey(
 					(MapFunction<Tuple2<OaBrokerMainEntity, Relation>, String>) t -> t._2.getTarget(),
 					Encoders.STRING())
 				.agg(aggr)
-				.map(
-					(MapFunction<Tuple2<String, ResultGroup>, ResultGroup>) t -> t._2, Encoders.bean(ResultGroup.class))
+				.map(t -> t._2, Encoders.bean(ResultGroup.class))
 				.filter(rg -> rg.getData().size() > 1);
 
-			groups
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(groupsPath);
+			ClusterUtils.save(dataset, groupsPath, ResultGroup.class, total);
 
 		});
 	}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/PrepareRelatedDatasetsJob.java

@@ -9,7 +9,7 @@ import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -54,6 +54,8 @@ public class PrepareRelatedDatasetsJob {
 
 			ClusterUtils.removeDir(spark, relsPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_rels");
+
 			final Dataset<OaBrokerRelatedDataset> datasets = ClusterUtils
 				.readPath(spark, graphPath + "/dataset", eu.dnetlib.dhp.schema.oaf.Dataset.class)
 				.filter(d -> !ClusterUtils.isDedupRoot(d.getId()))
@@ -67,16 +69,15 @@ public class PrepareRelatedDatasetsJob {
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getSource()))
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getTarget()));
 
-			rels
+			final Dataset<RelatedDataset> dataset = rels
 				.joinWith(datasets, datasets.col("openaireId").equalTo(rels.col("target")), "inner")
 				.map(t -> {
 					final RelatedDataset rel = new RelatedDataset(t._1.getSource(), t._2);
 					rel.getRelDataset().setRelType(t._1.getRelClass());
 					return rel;
-				}, Encoders.bean(RelatedDataset.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(relsPath);
+				}, Encoders.bean(RelatedDataset.class));
+
+			ClusterUtils.save(dataset, relsPath, RelatedDataset.class, total);
 
 		});
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/PrepareRelatedDatasourcesJob.java

@@ -0,0 +1,107 @@
+
+package eu.dnetlib.dhp.broker.oa;
+
+import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
+
+import java.util.Optional;
+
+import org.apache.commons.io.IOUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SparkSession;
+import org.apache.spark.util.LongAccumulator;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.dhp.broker.oa.util.ClusterUtils;
+import eu.dnetlib.dhp.broker.oa.util.ConversionUtils;
+import eu.dnetlib.dhp.broker.oa.util.DatasourceRelationsAccumulator;
+import eu.dnetlib.dhp.broker.oa.util.aggregators.withRels.RelatedDatasource;
+import eu.dnetlib.dhp.schema.oaf.Datasource;
+import eu.dnetlib.dhp.schema.oaf.OtherResearchProduct;
+import eu.dnetlib.dhp.schema.oaf.Publication;
+import eu.dnetlib.dhp.schema.oaf.Result;
+import eu.dnetlib.dhp.schema.oaf.Software;
+import scala.Tuple3;
+
+public class PrepareRelatedDatasourcesJob {
+
+	private static final Logger log = LoggerFactory.getLogger(PrepareRelatedDatasourcesJob.class);
+
+	public static void main(final String[] args) throws Exception {
+		final ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					PrepareRelatedDatasourcesJob.class
+						.getResourceAsStream("/eu/dnetlib/dhp/broker/oa/common_params.json")));
+		parser.parseArgument(args);
+
+		final Boolean isSparkSessionManaged = Optional
+			.ofNullable(parser.get("isSparkSessionManaged"))
+			.map(Boolean::valueOf)
+			.orElse(Boolean.TRUE);
+		log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
+
+		final String graphPath = parser.get("graphPath");
+		log.info("graphPath: {}", graphPath);
+
+		final String workingPath = parser.get("workingPath");
+		log.info("workingPath: {}", workingPath);
+
+		final String relsPath = workingPath + "/relatedDatasources";
+		log.info("relsPath: {}", relsPath);
+
+		final SparkConf conf = new SparkConf();
+
+		runWithSparkSession(conf, isSparkSessionManaged, spark -> {
+
+			ClusterUtils.removeDir(spark, relsPath);
+
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_datasources");
+
+			final Dataset<Tuple3<String, String, String>> rels = prepareResultTuples(
+				spark, graphPath, Publication.class)
+					.union(prepareResultTuples(spark, graphPath, eu.dnetlib.dhp.schema.oaf.Dataset.class))
+					.union(prepareResultTuples(spark, graphPath, Software.class))
+					.union(prepareResultTuples(spark, graphPath, OtherResearchProduct.class));
+
+			final Dataset<OaBrokerRelatedDatasource> datasources = ClusterUtils
+				.readPath(spark, graphPath + "/datasource", Datasource.class)
+				.map(ConversionUtils::oafDatasourceToBrokerDatasource, Encoders.bean(OaBrokerRelatedDatasource.class));
+
+			final Dataset<RelatedDatasource> dataset = rels
+				.joinWith(datasources, datasources.col("openaireId").equalTo(rels.col("_2")), "inner")
+				.map(t -> {
+					final RelatedDatasource r = new RelatedDatasource();
+					r.setSource(t._1._1());
+					r.setRelDatasource(t._2);
+					r.getRelDatasource().setRelType(t._1._3());
+					return r;
+				}, Encoders.bean(RelatedDatasource.class));
+
+			ClusterUtils.save(dataset, relsPath, RelatedDatasource.class, total);
+
+		});
+
+	}
+
+	private static final Dataset<Tuple3<String, String, String>> prepareResultTuples(final SparkSession spark,
+		final String graphPath,
+		final Class<? extends Result> sourceClass) {
+
+		return ClusterUtils
+			.readPath(spark, graphPath + "/" + sourceClass.getSimpleName().toLowerCase(), sourceClass)
+			.filter(r -> !ClusterUtils.isDedupRoot(r.getId()))
+			.filter(r -> r.getDataInfo().getDeletedbyinference())
+			.map(
+				r -> DatasourceRelationsAccumulator.calculateTuples(r),
+				Encoders.bean(DatasourceRelationsAccumulator.class))
+			.flatMap(
+				acc -> acc.getRels().iterator(),
+				Encoders.tuple(Encoders.STRING(), Encoders.STRING(), Encoders.STRING()));
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/PrepareRelatedProjectsJob.java

@@ -9,7 +9,7 @@ import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -56,6 +56,8 @@ public class PrepareRelatedProjectsJob {
 
 			ClusterUtils.removeDir(spark, relsPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_rels");
+
 			final Dataset<OaBrokerProject> projects = ClusterUtils
 				.readPath(spark, graphPath + "/project", Project.class)
 				.filter(p -> !ClusterUtils.isDedupRoot(p.getId()))
@@ -69,12 +71,12 @@ public class PrepareRelatedProjectsJob {
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getSource()))
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getTarget()));
 
-			rels
+			final Dataset<RelatedProject> dataset = rels
 				.joinWith(projects, projects.col("openaireId").equalTo(rels.col("target")), "inner")
-				.map(t -> new RelatedProject(t._1.getSource(), t._2), Encoders.bean(RelatedProject.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(relsPath);
+				.map(t -> new RelatedProject(t._1.getSource(), t._2), Encoders.bean(RelatedProject.class));
+
+			ClusterUtils.save(dataset, relsPath, RelatedProject.class, total);
+
 		});
 
 	}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/PrepareRelatedPublicationsJob.java

@@ -9,7 +9,7 @@ import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -55,6 +55,8 @@ public class PrepareRelatedPublicationsJob {
 
 			ClusterUtils.removeDir(spark, relsPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_rels");
+
 			final Dataset<OaBrokerRelatedPublication> pubs = ClusterUtils
 				.readPath(spark, graphPath + "/publication", Publication.class)
 				.filter(p -> !ClusterUtils.isDedupRoot(p.getId()))
@@ -70,16 +72,15 @@ public class PrepareRelatedPublicationsJob {
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getSource()))
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getTarget()));
 
-			rels
+			final Dataset<RelatedPublication> dataset = rels
 				.joinWith(pubs, pubs.col("openaireId").equalTo(rels.col("target")), "inner")
 				.map(t -> {
 					final RelatedPublication rel = new RelatedPublication(t._1.getSource(), t._2);
 					rel.getRelPublication().setRelType(t._1.getRelClass());
 					return rel;
-				}, Encoders.bean(RelatedPublication.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(relsPath);
+				}, Encoders.bean(RelatedPublication.class));
+
+			ClusterUtils.save(dataset, relsPath, RelatedPublication.class, total);
 
 		});
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/PrepareRelatedSoftwaresJob.java

@@ -9,7 +9,7 @@ import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -56,6 +56,8 @@ public class PrepareRelatedSoftwaresJob {
 
 			ClusterUtils.removeDir(spark, relsPath);
 
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_rels");
+
 			final Dataset<OaBrokerRelatedSoftware> softwares = ClusterUtils
 				.readPath(spark, graphPath + "/software", Software.class)
 				.filter(sw -> !ClusterUtils.isDedupRoot(sw.getId()))
@@ -69,12 +71,11 @@ public class PrepareRelatedSoftwaresJob {
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getSource()))
 				.filter(r -> !ClusterUtils.isDedupRoot(r.getTarget()));
 
-			rels
+			final Dataset<RelatedSoftware> dataset = rels
 				.joinWith(softwares, softwares.col("openaireId").equalTo(rels.col("target")), "inner")
-				.map(t -> new RelatedSoftware(t._1.getSource(), t._2), Encoders.bean(RelatedSoftware.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(relsPath);
+				.map(t -> new RelatedSoftware(t._1.getSource(), t._2), Encoders.bean(RelatedSoftware.class));
+
+			ClusterUtils.save(dataset, relsPath, RelatedSoftware.class, total);
 
 		});
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/PrepareSimpleEntititiesJob.java

@@ -9,8 +9,8 @@ import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
-import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.SparkSession;
+import org.apache.spark.util.LongAccumulator;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -56,13 +56,14 @@ public class PrepareSimpleEntititiesJob {
 
 			ClusterUtils.removeDir(spark, simpleEntitiesPath);
 
-			prepareSimpleEntities(spark, graphPath, Publication.class)
+			final LongAccumulator total = spark.sparkContext().longAccumulator("total_entities");
+
+			final Dataset<OaBrokerMainEntity> dataset = prepareSimpleEntities(spark, graphPath, Publication.class)
 				.union(prepareSimpleEntities(spark, graphPath, eu.dnetlib.dhp.schema.oaf.Dataset.class))
 				.union(prepareSimpleEntities(spark, graphPath, Software.class))
-				.union(prepareSimpleEntities(spark, graphPath, OtherResearchProduct.class))
-				.write()
-				.mode(SaveMode.Overwrite)
-				.json(simpleEntitiesPath);
+				.union(prepareSimpleEntities(spark, graphPath, OtherResearchProduct.class));
+
+			ClusterUtils.save(dataset, simpleEntitiesPath, OaBrokerMainEntity.class, total);
 		});
 
 	}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/UpdateMatcher.java

@@ -12,11 +12,12 @@ import java.util.stream.Collectors;
 
 import org.apache.commons.codec.digest.DigestUtils;
 import org.apache.commons.lang3.StringUtils;
+import org.apache.spark.util.LongAccumulator;
 
 import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.util.UpdateInfo;
-import eu.dnetlib.pace.config.DedupConfig;
 
 public abstract class UpdateMatcher<T> {
 
@@ -34,20 +35,21 @@ public abstract class UpdateMatcher<T> {
 		this.highlightToStringFunction = highlightToStringFunction;
 	}
 
-	public Collection<UpdateInfo<T>> searchUpdatesForRecord(final OaBrokerMainEntity res,
+	public Collection<UpdateInfo<T>> searchUpdatesForRecord(final OaBrokerMainEntity target,
+		final OaBrokerRelatedDatasource targetDs,
 		final Collection<OaBrokerMainEntity> others,
-		final DedupConfig dedupConfig) {
+		final Map<String, LongAccumulator> accumulators) {
 
 		final Map<String, UpdateInfo<T>> infoMap = new HashMap<>();
 
 		for (final OaBrokerMainEntity source : others) {
-			if (source != res) {
-				for (final T hl : findDifferences(source, res)) {
+			if (source != target) {
+				for (final T hl : findDifferences(source, target)) {
 					final Topic topic = getTopicFunction().apply(hl);
 					if (topic != null) {
-						final UpdateInfo<T> info = new UpdateInfo<>(topic, hl, source, res,
+						final UpdateInfo<T> info = new UpdateInfo<>(topic, hl, source, target, targetDs,
 							getCompileHighlightFunction(),
-							getHighlightToStringFunction(), dedupConfig);
+							getHighlightToStringFunction());
 
 						final String s = DigestUtils.md5Hex(info.getHighlightValueAsString());
 						if (!infoMap.containsKey(s) || infoMap.get(s).getTrust() < info.getTrust()) {
@@ -67,9 +69,10 @@ public abstract class UpdateMatcher<T> {
 		if (values.isEmpty()) {
 			return new ArrayList<>();
 		} else if (values.size() > maxNumber) {
-			System.err.println("Too many events (" + values.size() + ") matched by " + getClass().getSimpleName());
+			incrementAccumulator(accumulators, maxNumber);
 			return values.subList(0, maxNumber);
 		} else {
+			incrementAccumulator(accumulators, values.size());
 			return values;
 		}
 	}
@@ -80,8 +83,8 @@ public abstract class UpdateMatcher<T> {
 		return list == null || list.isEmpty() || StringUtils.isBlank(list.get(0));
 	}
 
-	protected boolean isMissing(final String field) {
-		return StringUtils.isBlank(field);
+	protected boolean isMissing(final String s) {
+		return StringUtils.isBlank(s);
 	}
 
 	public int getMaxNumber() {
@@ -100,4 +103,14 @@ public abstract class UpdateMatcher<T> {
 		return highlightToStringFunction;
 	}
 
+	public String accumulatorName() {
+		return "event_matcher_" + getClass().getSimpleName().toLowerCase();
+	}
+
+	public void incrementAccumulator(final Map<String, LongAccumulator> accumulators, final long n) {
+		if (accumulators != null && accumulators.containsKey(accumulatorName())) {
+			accumulators.get(accumulatorName()).add(n);
+		}
+	}
+
 }

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/relatedDatasets/AbstractEnrichMissingDataset.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.relatedDatasets;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -9,6 +10,7 @@ import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerRelatedDataset;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public abstract class AbstractEnrichMissingDataset extends UpdateMatcher<OaBrokerRelatedDataset> {
 
@@ -25,6 +27,10 @@ public abstract class AbstractEnrichMissingDataset extends UpdateMatcher<OaBroke
 	protected final List<OaBrokerRelatedDataset> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
 
+		if (target.getDatasets().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingDatasets = target
 			.getDatasets()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/relatedProjects/EnrichMissingProject.java

@@ -15,7 +15,7 @@ public class EnrichMissingProject extends UpdateMatcher<OaBrokerProject> {
 		super(20,
 			prj -> Topic.ENRICH_MISSING_PROJECT,
 			(p, prj) -> p.getProjects().add(prj),
-			prj -> prj.getFunder() + "::" + prj.getFundingProgram() + prj.getCode());
+			prj -> prj.getOpenaireId());
 	}
 
 	@Override

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/relatedProjects/EnrichMoreProject.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.relatedProjects;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -9,6 +10,7 @@ import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerProject;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public class EnrichMoreProject extends UpdateMatcher<OaBrokerProject> {
 
@@ -16,27 +18,27 @@ public class EnrichMoreProject extends UpdateMatcher<OaBrokerProject> {
 		super(20,
 			prj -> Topic.ENRICH_MORE_PROJECT,
 			(p, prj) -> p.getProjects().add(prj),
-			prj -> projectAsString(prj));
-	}
-
-	private static String projectAsString(final OaBrokerProject prj) {
-		return prj.getFunder() + "::" + prj.getFundingProgram() + "::" + prj.getCode();
+			prj -> prj.getOpenaireId());
 	}
 
 	@Override
 	protected List<OaBrokerProject> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
 
+		if (target.getProjects().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingProjects = target
 			.getProjects()
 			.stream()
-			.map(EnrichMoreProject::projectAsString)
+			.map(p -> p.getOpenaireId())
 			.collect(Collectors.toSet());
 
 		return source
 			.getProjects()
 			.stream()
-			.filter(p -> !existingProjects.contains(projectAsString(p)))
+			.filter(p -> !existingProjects.contains(p.getOpenaireId()))
 			.collect(Collectors.toList());
 	}
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/relatedPublications/AbstractEnrichMissingPublication.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.relatedPublications;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -9,6 +10,7 @@ import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerRelatedPublication;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public abstract class AbstractEnrichMissingPublication extends UpdateMatcher<OaBrokerRelatedPublication> {
 
@@ -27,6 +29,10 @@ public abstract class AbstractEnrichMissingPublication extends UpdateMatcher<OaB
 		final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
 
+		if (target.getPublications().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingPublications = target
 			.getPublications()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/relatedSoftware/EnrichMoreSoftware.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.relatedSoftware;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -9,6 +10,7 @@ import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerRelatedSoftware;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public class EnrichMoreSoftware extends UpdateMatcher<OaBrokerRelatedSoftware> {
 
@@ -24,6 +26,10 @@ public class EnrichMoreSoftware extends UpdateMatcher<OaBrokerRelatedSoftware> {
 		final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
 
+		if (target.getSoftwares().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingSoftwares = source
 			.getSoftwares()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMissingAuthorOrcid.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.simple;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -11,6 +12,7 @@ import eu.dnetlib.broker.objects.OaBrokerAuthor;
 import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public class EnrichMissingAuthorOrcid extends UpdateMatcher<OaBrokerAuthor> {
 
@@ -25,6 +27,10 @@ public class EnrichMissingAuthorOrcid extends UpdateMatcher<OaBrokerAuthor> {
 	protected List<OaBrokerAuthor> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
 
+		if (target.getCreators().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingOrcids = target
 			.getCreators()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMissingOpenAccess.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.simple;
 
+import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
 import java.util.stream.Collectors;
@@ -23,6 +24,11 @@ public class EnrichMissingOpenAccess extends UpdateMatcher<OaBrokerInstance> {
 	@Override
 	protected List<OaBrokerInstance> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
+
+		if (target.getInstances().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final long count = target
 			.getInstances()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMissingPid.java

@@ -22,9 +22,8 @@ public class EnrichMissingPid extends UpdateMatcher<OaBrokerTypedValue> {
 	@Override
 	protected List<OaBrokerTypedValue> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
-		final long count = target.getPids().size();
 
-		if (count > 0) {
+		if (target.getPids().size() > 0) {
 			return Arrays.asList();
 		}
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMissingSubject.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.simple;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -9,6 +10,7 @@ import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerTypedValue;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public class EnrichMissingSubject extends UpdateMatcher<OaBrokerTypedValue> {
 
@@ -22,6 +24,11 @@ public class EnrichMissingSubject extends UpdateMatcher<OaBrokerTypedValue> {
 	@Override
 	protected List<OaBrokerTypedValue> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
+
+		if (target.getSubjects().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingSubject = target
 			.getSubjects()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMoreOpenAccess.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.simple;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -23,6 +24,11 @@ public class EnrichMoreOpenAccess extends UpdateMatcher<OaBrokerInstance> {
 	@Override
 	protected List<OaBrokerInstance> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
+
+		if (target.getInstances().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> urls = target
 			.getInstances()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMorePid.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.simple;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -9,6 +10,7 @@ import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerTypedValue;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public class EnrichMorePid extends UpdateMatcher<OaBrokerTypedValue> {
 
@@ -22,6 +24,11 @@ public class EnrichMorePid extends UpdateMatcher<OaBrokerTypedValue> {
 	@Override
 	protected List<OaBrokerTypedValue> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
+
+		if (target.getPids().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingPids = target
 			.getPids()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMoreSubject.java

@@ -1,6 +1,7 @@
 
 package eu.dnetlib.dhp.broker.oa.matchers.simple;
 
+import java.util.ArrayList;
 import java.util.List;
 import java.util.Set;
 import java.util.stream.Collectors;
@@ -9,6 +10,7 @@ import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerTypedValue;
 import eu.dnetlib.dhp.broker.model.Topic;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
 
 public class EnrichMoreSubject extends UpdateMatcher<OaBrokerTypedValue> {
 
@@ -23,6 +25,10 @@ public class EnrichMoreSubject extends UpdateMatcher<OaBrokerTypedValue> {
 	protected List<OaBrokerTypedValue> findDifferences(final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target) {
 
+		if (target.getSubjects().size() >= BrokerConstants.MAX_LIST_SIZE) {
+			return new ArrayList<>();
+		}
+
 		final Set<String> existingSubjects = target
 			.getSubjects()
 			.stream()

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/BrokerConstants.java

@@ -14,11 +14,19 @@ public class BrokerConstants {
 	public static final String OPEN_ACCESS = "OPEN";
 	public static final String IS_MERGED_IN_CLASS = "isMergedIn";
 
+	public static final String COLLECTED_FROM_REL = "collectedFrom";
+
+	public static final String HOSTED_BY_REL = "hostedBy";
+
 	public static final float MIN_TRUST = 0.25f;
 	public static final float MAX_TRUST = 1.00f;
 
 	public static final int MAX_NUMBER_OF_RELS = 20;
 
+	public static final int MAX_STRING_SIZE = 3000;
+
+	public static final int MAX_LIST_SIZE = 50;
+
 	public static Class<?>[] getModelClasses() {
 		final Set<Class<?>> list = new HashSet<>();
 		list.addAll(Arrays.asList(ModelSupport.getOafModelClasses()));

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/ClusterUtils.java

@@ -1,13 +1,21 @@
 
 package eu.dnetlib.dhp.broker.oa.util;
 
+import java.util.Arrays;
+import java.util.HashSet;
+import java.util.Set;
+
+import org.apache.commons.lang3.StringUtils;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.SparkSession;
+import org.apache.spark.util.LongAccumulator;
 
 import com.fasterxml.jackson.databind.ObjectMapper;
 
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
 import eu.dnetlib.dhp.common.HdfsSupport;
 
 public class ClusterUtils {
@@ -44,4 +52,38 @@ public class ClusterUtils {
 			|| s.equals("isSupplementedTo");
 	}
 
+	public static <T> T incrementAccumulator(final T o, final LongAccumulator acc) {
+		if (acc != null) {
+			acc.add(1);
+		}
+		return o;
+	}
+
+	public static <T> void save(final Dataset<T> dataset,
+		final String path,
+		final Class<T> clazz,
+		final LongAccumulator acc) {
+		dataset
+			.map(o -> ClusterUtils.incrementAccumulator(o, acc), Encoders.bean(clazz))
+			.write()
+			.mode(SaveMode.Overwrite)
+			.json(path);
+	}
+
+	public static Set<String> parseParamAsList(final ArgumentApplicationParser parser, final String key) {
+		final String s = parser.get(key).trim();
+
+		final Set<String> res = new HashSet<>();
+
+		if (s.length() > 1) { // A value of a single char (for example: '-') indicates an empty list
+			Arrays
+				.stream(s.split(","))
+				.map(String::trim)
+				.filter(StringUtils::isNotBlank)
+				.forEach(res::add);
+		}
+
+		return res;
+	}
+
 }

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/ConversionUtils.java

@@ -22,11 +22,13 @@ import eu.dnetlib.broker.objects.OaBrokerJournal;
 import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerProject;
 import eu.dnetlib.broker.objects.OaBrokerRelatedDataset;
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
 import eu.dnetlib.broker.objects.OaBrokerRelatedPublication;
 import eu.dnetlib.broker.objects.OaBrokerRelatedSoftware;
 import eu.dnetlib.broker.objects.OaBrokerTypedValue;
 import eu.dnetlib.dhp.schema.oaf.Author;
 import eu.dnetlib.dhp.schema.oaf.Dataset;
+import eu.dnetlib.dhp.schema.oaf.Datasource;
 import eu.dnetlib.dhp.schema.oaf.ExternalReference;
 import eu.dnetlib.dhp.schema.oaf.Field;
 import eu.dnetlib.dhp.schema.oaf.Instance;
@@ -119,11 +121,10 @@ public class ConversionUtils {
 		res
 			.setJournal(
 				result instanceof Publication ? oafJournalToBrokerJournal(((Publication) result).getJournal()) : null);
-		res.setCollectedFromId(mappedFirst(result.getCollectedfrom(), KeyValue::getKey));
-		res.setCollectedFromName(mappedFirst(result.getCollectedfrom(), KeyValue::getValue));
 		res.setPids(mappedList(result.getPid(), ConversionUtils::oafPidToBrokerPid));
 		res.setInstances(flatMappedList(result.getInstance(), ConversionUtils::oafInstanceToBrokerInstances));
-		res.setExternalReferences(mappedList(result.getExternalReference(), ConversionUtils::oafExtRefToBrokerExtRef));
+		res
+			.setExternalReferences(mappedList(result.getExternalReference(), ConversionUtils::oafExtRefToBrokerExtRef));
 
 		return res;
 	}
@@ -141,6 +142,7 @@ public class ConversionUtils {
 			.filter(pid -> pid.getQualifier().getClassid() != null)
 			.filter(pid -> pid.getQualifier().getClassid().equalsIgnoreCase("orcid"))
 			.map(pid -> pid.getValue())
+			.map(pid -> cleanOrcid(pid))
 			.filter(StringUtils::isNotBlank)
 			.findFirst()
 			.orElse(null) : null;
@@ -148,6 +150,11 @@ public class ConversionUtils {
 		return new OaBrokerAuthor(author.getFullname(), pids);
 	}
 
+	private static String cleanOrcid(final String s) {
+		final String match = "//orcid.org/";
+		return s.contains(match) ? StringUtils.substringAfter(s, match) : s;
+	}
+
 	private static OaBrokerJournal oafJournalToBrokerJournal(final Journal journal) {
 		if (journal == null) {
 			return null;
@@ -216,6 +223,18 @@ public class ConversionUtils {
 		return res;
 	}
 
+	public static final OaBrokerRelatedDatasource oafDatasourceToBrokerDatasource(final Datasource ds) {
+		if (ds == null) {
+			return null;
+		}
+
+		final OaBrokerRelatedDatasource res = new OaBrokerRelatedDatasource();
+		res.setName(StringUtils.defaultIfBlank(fieldValue(ds.getOfficialname()), fieldValue(ds.getEnglishname())));
+		res.setOpenaireId(ds.getId());
+		res.setType(classId(ds.getDatasourcetype()));
+		return res;
+	}
+
 	private static String first(final List<String> list) {
 		return list != null && list.size() > 0 ? list.get(0) : null;
 	}
@@ -245,7 +264,13 @@ public class ConversionUtils {
 
 	private static List<String> fieldList(final List<Field<String>> fl) {
 		return fl != null
-			? fl.stream().map(Field::getValue).filter(StringUtils::isNotBlank).collect(Collectors.toList())
+			? fl
+				.stream()
+				.map(Field::getValue)
+				.map(s -> StringUtils.abbreviate(s, BrokerConstants.MAX_STRING_SIZE))
+				.filter(StringUtils::isNotBlank)
+				.limit(BrokerConstants.MAX_LIST_SIZE)
+				.collect(Collectors.toList())
 			: new ArrayList<>();
 	}
 
@@ -255,6 +280,7 @@ public class ConversionUtils {
 				.stream()
 				.map(StructuredProperty::getValue)
 				.filter(StringUtils::isNotBlank)
+				.limit(BrokerConstants.MAX_LIST_SIZE)
 				.collect(Collectors.toList())
 			: new ArrayList<>();
 	}
@@ -280,6 +306,7 @@ public class ConversionUtils {
 			.stream()
 			.map(func::apply)
 			.filter(Objects::nonNull)
+			.limit(BrokerConstants.MAX_LIST_SIZE)
 			.collect(Collectors.toList());
 	}
 
@@ -293,6 +320,7 @@ public class ConversionUtils {
 			.map(func::apply)
 			.flatMap(List::stream)
 			.filter(Objects::nonNull)
+			.limit(BrokerConstants.MAX_LIST_SIZE)
 			.collect(Collectors.toList());
 	}
 

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/DatasourceRelationsAccumulator.java

@@ -0,0 +1,68 @@
+
+package eu.dnetlib.dhp.broker.oa.util;
+
+import java.io.Serializable;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Objects;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+import org.apache.commons.lang3.StringUtils;
+
+import eu.dnetlib.dhp.schema.oaf.Result;
+import scala.Tuple3;
+
+public class DatasourceRelationsAccumulator implements Serializable {
+
+	/**
+	 *
+	 */
+	private static final long serialVersionUID = 3256220670651218957L;
+
+	private List<Tuple3<String, String, String>> rels = new ArrayList<>();
+
+	public List<Tuple3<String, String, String>> getRels() {
+		return rels;
+	}
+
+	public void setRels(final List<Tuple3<String, String, String>> rels) {
+		this.rels = rels;
+	}
+
+	protected void addTuple(final Tuple3<String, String, String> t) {
+		rels.add(t);
+	}
+
+	public static final DatasourceRelationsAccumulator calculateTuples(final Result r) {
+
+		final Set<String> collectedFromSet = r
+			.getCollectedfrom()
+			.stream()
+			.map(kv -> kv.getKey())
+			.filter(StringUtils::isNotBlank)
+			.distinct()
+			.collect(Collectors.toSet());
+
+		final Set<String> hostedBySet = r
+			.getInstance()
+			.stream()
+			.map(i -> i.getHostedby())
+			.filter(Objects::nonNull)
+			.filter(kv -> !StringUtils.equalsIgnoreCase(kv.getValue(), "Unknown Repository"))
+			.map(kv -> kv.getKey())
+			.filter(StringUtils::isNotBlank)
+			.distinct()
+			.filter(id -> !collectedFromSet.contains(id))
+			.collect(Collectors.toSet());
+
+		final DatasourceRelationsAccumulator res = new DatasourceRelationsAccumulator();
+		collectedFromSet
+			.stream()
+			.map(s -> new Tuple3<>(r.getId(), s, BrokerConstants.COLLECTED_FROM_REL))
+			.forEach(res::addTuple);
+		hostedBySet.stream().map(s -> new Tuple3<>(r.getId(), s, BrokerConstants.HOSTED_BY_REL)).forEach(res::addTuple);
+		return res;
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/EventFinder.java

@@ -3,11 +3,31 @@ package eu.dnetlib.dhp.broker.oa.util;
 
 import java.util.ArrayList;
 import java.util.List;
+import java.util.Map;
+import java.util.Set;
+
+import org.apache.spark.util.LongAccumulator;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 
 import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
 import eu.dnetlib.dhp.broker.model.EventFactory;
 import eu.dnetlib.dhp.broker.oa.matchers.UpdateMatcher;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedDatasets.EnrichMissingDatasetIsReferencedBy;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedDatasets.EnrichMissingDatasetIsRelatedTo;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedDatasets.EnrichMissingDatasetIsSupplementedBy;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedDatasets.EnrichMissingDatasetIsSupplementedTo;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedDatasets.EnrichMissingDatasetReferences;
 import eu.dnetlib.dhp.broker.oa.matchers.relatedProjects.EnrichMissingProject;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedProjects.EnrichMoreProject;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedPublications.EnrichMissingPublicationIsReferencedBy;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedPublications.EnrichMissingPublicationIsRelatedTo;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedPublications.EnrichMissingPublicationIsSupplementedBy;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedPublications.EnrichMissingPublicationIsSupplementedTo;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedPublications.EnrichMissingPublicationReferences;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedSoftware.EnrichMissingSoftware;
+import eu.dnetlib.dhp.broker.oa.matchers.relatedSoftware.EnrichMoreSoftware;
 import eu.dnetlib.dhp.broker.oa.matchers.simple.EnrichMissingAbstract;
 import eu.dnetlib.dhp.broker.oa.matchers.simple.EnrichMissingAuthorOrcid;
 import eu.dnetlib.dhp.broker.oa.matchers.simple.EnrichMissingOpenAccess;
@@ -18,11 +38,12 @@ import eu.dnetlib.dhp.broker.oa.matchers.simple.EnrichMoreOpenAccess;
 import eu.dnetlib.dhp.broker.oa.matchers.simple.EnrichMorePid;
 import eu.dnetlib.dhp.broker.oa.matchers.simple.EnrichMoreSubject;
 import eu.dnetlib.dhp.broker.oa.util.aggregators.simple.ResultGroup;
-import eu.dnetlib.pace.config.DedupConfig;
 
 public class EventFinder {
 
-	private static List<UpdateMatcher<?>> matchers = new ArrayList<>();
+	private static final Logger log = LoggerFactory.getLogger(EventFinder.class);
+
+	private static final List<UpdateMatcher<?>> matchers = new ArrayList<>();
 	static {
 		matchers.add(new EnrichMissingAbstract());
 		matchers.add(new EnrichMissingAuthorOrcid());
@@ -34,40 +55,66 @@ public class EventFinder {
 		matchers.add(new EnrichMorePid());
 		matchers.add(new EnrichMoreSubject());
 
-		// // Advanced matchers
+		// Advanced matchers
 		matchers.add(new EnrichMissingProject());
-		// matchers.add(new EnrichMoreProject());
-		// matchers.add(new EnrichMissingSoftware());
-		// matchers.add(new EnrichMoreSoftware());
-		// matchers.add(new EnrichMissingPublicationIsRelatedTo());
-		// matchers.add(new EnrichMissingPublicationIsReferencedBy());
-		// matchers.add(new EnrichMissingPublicationReferences());
-		// matchers.add(new EnrichMissingPublicationIsSupplementedTo());
-		// matchers.add(new EnrichMissingPublicationIsSupplementedBy());
-		// matchers.add(new EnrichMissingDatasetIsRelatedTo());
-		// matchers.add(new EnrichMissingDatasetIsReferencedBy());
-		// matchers.add(new EnrichMissingDatasetReferences());
-		// matchers.add(new EnrichMissingDatasetIsSupplementedTo());
-		// matchers.add(new EnrichMissingDatasetIsSupplementedBy());
-		// matchers.add(new EnrichMissingAbstract());
+		matchers.add(new EnrichMoreProject());
+		matchers.add(new EnrichMissingSoftware());
+		matchers.add(new EnrichMoreSoftware());
+		matchers.add(new EnrichMissingPublicationIsRelatedTo());
+		matchers.add(new EnrichMissingPublicationIsReferencedBy());
+		matchers.add(new EnrichMissingPublicationReferences());
+		matchers.add(new EnrichMissingPublicationIsSupplementedTo());
+		matchers.add(new EnrichMissingPublicationIsSupplementedBy());
+		matchers.add(new EnrichMissingDatasetIsRelatedTo());
+		matchers.add(new EnrichMissingDatasetIsReferencedBy());
+		matchers.add(new EnrichMissingDatasetReferences());
+		matchers.add(new EnrichMissingDatasetIsSupplementedTo());
+		matchers.add(new EnrichMissingDatasetIsSupplementedBy());
 	}
 
-	public static EventGroup generateEvents(final ResultGroup results, final DedupConfig dedupConfig) {
+	public static EventGroup generateEvents(final ResultGroup results,
+		final Set<String> dsIdWhitelist,
+		final Set<String> dsIdBlacklist,
+		final Set<String> dsTypeWhitelist,
+		final Map<String, LongAccumulator> accumulators) {
+
 		final List<UpdateInfo<?>> list = new ArrayList<>();
 
 		for (final OaBrokerMainEntity target : results.getData()) {
+			for (final OaBrokerRelatedDatasource targetDs : target.getDatasources()) {
+				if (verifyTarget(targetDs, dsIdWhitelist, dsIdBlacklist, dsTypeWhitelist)) {
 					for (final UpdateMatcher<?> matcher : matchers) {
-				list.addAll(matcher.searchUpdatesForRecord(target, results.getData(), dedupConfig));
+						list.addAll(matcher.searchUpdatesForRecord(target, targetDs, results.getData(), accumulators));
+					}
+				}
 			}
 		}
 
 		return asEventGroup(list);
 	}
 
+	private static boolean verifyTarget(final OaBrokerRelatedDatasource target,
+		final Set<String> dsIdWhitelist,
+		final Set<String> dsIdBlacklist,
+		final Set<String> dsTypeWhitelist) {
+
+		if (dsIdWhitelist.contains(target.getOpenaireId())) {
+			return true;
+		} else if (dsIdBlacklist.contains(target.getOpenaireId())) {
+			return false;
+		} else {
+			return dsTypeWhitelist.contains(target.getType());
+		}
+	}
+
 	private static EventGroup asEventGroup(final List<UpdateInfo<?>> list) {
 		final EventGroup events = new EventGroup();
 		list.stream().map(EventFactory::newBrokerEvent).forEach(events::addElement);
 		return events;
 	}
 
+	public static List<UpdateMatcher<?>> getMatchers() {
+		return matchers;
+	}
+
 }

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/TrustUtils.java

@@ -1,8 +1,62 @@
 
 package eu.dnetlib.dhp.broker.oa.util;
 
+import java.io.IOException;
+
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import com.fasterxml.jackson.databind.ObjectMapper;
+
+import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.pace.config.DedupConfig;
+import eu.dnetlib.pace.model.MapDocument;
+import eu.dnetlib.pace.tree.support.TreeProcessor;
+import eu.dnetlib.pace.util.MapDocumentUtil;
+
 public class TrustUtils {
 
+	private static final Logger log = LoggerFactory.getLogger(TrustUtils.class);
+
+	private static DedupConfig dedupConfig;
+
+	static {
+		final ObjectMapper mapper = new ObjectMapper();
+		try {
+			dedupConfig = mapper
+				.readValue(
+					DedupConfig.class.getResourceAsStream("/eu/dnetlib/dhp/broker/oa/dedupConfig/dedupConfig.json"),
+					DedupConfig.class);
+		} catch (final IOException e) {
+			log.error("Error loading dedupConfig, e");
+		}
+
+	}
+
+	protected static float calculateTrust(final OaBrokerMainEntity r1, final OaBrokerMainEntity r2) {
+
+		if (dedupConfig == null) {
+			return BrokerConstants.MIN_TRUST;
+		}
+
+		try {
+			final ObjectMapper objectMapper = new ObjectMapper();
+			final MapDocument doc1 = MapDocumentUtil
+				.asMapDocumentWithJPath(dedupConfig, objectMapper.writeValueAsString(r1));
+			final MapDocument doc2 = MapDocumentUtil
+				.asMapDocumentWithJPath(dedupConfig, objectMapper.writeValueAsString(r2));
+
+			final double score = new TreeProcessor(dedupConfig).computeScore(doc1, doc2);
+
+			final double threshold = dedupConfig.getWf().getThreshold();
+
+			return TrustUtils.rescale(score, threshold);
+		} catch (final Exception e) {
+			log.error("Error computing score between results", e);
+			return BrokerConstants.MIN_TRUST;
+		}
+	}
+
 	public static float rescale(final double score, final double threshold) {
 		if (score >= BrokerConstants.MAX_TRUST) {
 			return BrokerConstants.MAX_TRUST;

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/UpdateInfo.java

@@ -4,20 +4,12 @@ package eu.dnetlib.dhp.broker.oa.util;
 import java.util.function.BiConsumer;
 import java.util.function.Function;
 
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import com.fasterxml.jackson.databind.ObjectMapper;
-
 import eu.dnetlib.broker.objects.OaBrokerEventPayload;
 import eu.dnetlib.broker.objects.OaBrokerInstance;
 import eu.dnetlib.broker.objects.OaBrokerMainEntity;
 import eu.dnetlib.broker.objects.OaBrokerProvenance;
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
 import eu.dnetlib.dhp.broker.model.Topic;
-import eu.dnetlib.pace.config.DedupConfig;
-import eu.dnetlib.pace.model.MapDocument;
-import eu.dnetlib.pace.tree.support.TreeProcessor;
-import eu.dnetlib.pace.util.MapDocumentUtil;
 
 public final class UpdateInfo<T> {
 
@@ -29,26 +21,27 @@ public final class UpdateInfo<T> {
 
 	private final OaBrokerMainEntity target;
 
+	private final OaBrokerRelatedDatasource targetDs;
+
 	private final BiConsumer<OaBrokerMainEntity, T> compileHighlight;
 
 	private final Function<T, String> highlightToString;
 
 	private final float trust;
 
-	private static final Logger log = LoggerFactory.getLogger(UpdateInfo.class);
-
 	public UpdateInfo(final Topic topic, final T highlightValue, final OaBrokerMainEntity source,
 		final OaBrokerMainEntity target,
+		final OaBrokerRelatedDatasource targetDs,
 		final BiConsumer<OaBrokerMainEntity, T> compileHighlight,
-		final Function<T, String> highlightToString,
-		final DedupConfig dedupConfig) {
+		final Function<T, String> highlightToString) {
 		this.topic = topic;
 		this.highlightValue = highlightValue;
 		this.source = source;
 		this.target = target;
+		this.targetDs = targetDs;
 		this.compileHighlight = compileHighlight;
 		this.highlightToString = highlightToString;
-		this.trust = calculateTrust(dedupConfig, source, target);
+		this.trust = TrustUtils.calculateTrust(source, target);
 	}
 
 	public T getHighlightValue() {
@@ -63,29 +56,8 @@ public final class UpdateInfo<T> {
 		return target;
 	}
 
-	private float calculateTrust(final DedupConfig dedupConfig,
-		final OaBrokerMainEntity r1,
-		final OaBrokerMainEntity r2) {
-
-		if (dedupConfig == null) {
-			return BrokerConstants.MIN_TRUST;
-		}
-
-		try {
-			final ObjectMapper objectMapper = new ObjectMapper();
-			final MapDocument doc1 = MapDocumentUtil
-				.asMapDocumentWithJPath(dedupConfig, objectMapper.writeValueAsString(r1));
-			final MapDocument doc2 = MapDocumentUtil
-				.asMapDocumentWithJPath(dedupConfig, objectMapper.writeValueAsString(r2));
-
-			final double score = new TreeProcessor(dedupConfig).computeScore(doc1, doc2);
-			final double threshold = dedupConfig.getWf().getThreshold();
-
-			return TrustUtils.rescale(score, threshold);
-		} catch (final Exception e) {
-			log.error("Error computing score between results", e);
-			return BrokerConstants.MIN_TRUST;
-		}
+	public OaBrokerRelatedDatasource getTargetDs() {
+		return targetDs;
 	}
 
 	protected Topic getTopic() {
@@ -112,7 +84,20 @@ public final class UpdateInfo<T> {
 		compileHighlight.accept(hl, getHighlightValue());
 
 		final String provId = getSource().getOpenaireId();
-		final String provRepo = getSource().getCollectedFromName();
+		final String provRepo = getSource()
+			.getDatasources()
+			.stream()
+			.filter(ds -> ds.getRelType().equals(BrokerConstants.COLLECTED_FROM_REL))
+			.map(ds -> ds.getName())
+			.findFirst()
+			.orElse("");
+		final String provType = getSource()
+			.getDatasources()
+			.stream()
+			.filter(ds -> ds.getRelType().equals(BrokerConstants.COLLECTED_FROM_REL))
+			.map(ds -> ds.getType())
+			.findFirst()
+			.orElse("");
 
 		final String provUrl = getSource()
 			.getInstances()
@@ -122,7 +107,7 @@ public final class UpdateInfo<T> {
 			.orElse(null);
 		;
 
-		final OaBrokerProvenance provenance = new OaBrokerProvenance(provId, provRepo, provUrl);
+		final OaBrokerProvenance provenance = new OaBrokerProvenance(provId, provRepo, provType, provUrl);
 
 		final OaBrokerEventPayload res = new OaBrokerEventPayload();
 		res.setResult(target);

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/aggregators/stats/DatasourceStats.java

@@ -0,0 +1,61 @@
+
+package eu.dnetlib.dhp.broker.oa.util.aggregators.stats;
+
+import java.io.Serializable;
+import java.util.HashMap;
+import java.util.Map;
+
+public class DatasourceStats implements Serializable {
+
+	/**
+	 *
+	 */
+	private static final long serialVersionUID = -282112564184047677L;
+
+	private String id;
+	private String name;
+	private String type;
+	private Map<String, Long> topics = new HashMap<>();
+
+	public String getId() {
+		return id;
+	}
+
+	public void setId(final String id) {
+		this.id = id;
+	}
+
+	public String getName() {
+		return name;
+	}
+
+	public void setName(final String name) {
+		this.name = name;
+	}
+
+	public String getType() {
+		return type;
+	}
+
+	public void setType(final String type) {
+		this.type = type;
+	}
+
+	public Map<String, Long> getTopics() {
+		return topics;
+	}
+
+	public void setTopics(final Map<String, Long> topics) {
+		this.topics = topics;
+	}
+
+	public void incrementTopic(final String topic, final long inc) {
+		if (topics.containsKey(topic)) {
+			topics.put(topic, topics.get(topic) + inc);
+		} else {
+			topics.put(topic, inc);
+		}
+
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/aggregators/stats/StatsAggregator.java

@@ -0,0 +1,59 @@
+
+package eu.dnetlib.dhp.broker.oa.util.aggregators.stats;
+
+import org.apache.commons.lang.StringUtils;
+import org.apache.spark.sql.Encoder;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.expressions.Aggregator;
+
+import eu.dnetlib.dhp.broker.model.Event;
+
+public class StatsAggregator extends Aggregator<Event, DatasourceStats, DatasourceStats> {
+
+	/**
+	 *
+	 */
+	private static final long serialVersionUID = 6652105853037330529L;
+
+	@Override
+	public DatasourceStats zero() {
+		return new DatasourceStats();
+	}
+
+	@Override
+	public DatasourceStats reduce(final DatasourceStats stats, final Event e) {
+		stats.setId(e.getMap().getTargetDatasourceId());
+		stats.setName(e.getMap().getTargetDatasourceName());
+		stats.setType(e.getMap().getTargetDatasourceType());
+		stats.incrementTopic(e.getTopic(), 1l);
+		return stats;
+	}
+
+	@Override
+	public DatasourceStats merge(final DatasourceStats stats0, final DatasourceStats stats1) {
+		if (StringUtils.isBlank(stats0.getId())) {
+			stats0.setId(stats1.getId());
+			stats0.setName(stats1.getName());
+			stats0.setType(stats1.getType());
+		}
+		stats1.getTopics().entrySet().forEach(e -> stats0.incrementTopic(e.getKey(), e.getValue()));
+		return stats0;
+	}
+
+	@Override
+	public Encoder<DatasourceStats> bufferEncoder() {
+		return Encoders.bean(DatasourceStats.class);
+
+	}
+
+	@Override
+	public DatasourceStats finish(final DatasourceStats stats) {
+		return stats;
+	}
+
+	@Override
+	public Encoder<DatasourceStats> outputEncoder() {
+		return Encoders.bean(DatasourceStats.class);
+
+	}
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/aggregators/withRels/RelatedDatasource.java

@@ -0,0 +1,42 @@
+
+package eu.dnetlib.dhp.broker.oa.util.aggregators.withRels;
+
+import java.io.Serializable;
+
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
+
+public class RelatedDatasource implements Serializable {
+
+	/**
+	 *
+	 */
+	private static final long serialVersionUID = 3015550240920424010L;
+
+	private String source;
+	private OaBrokerRelatedDatasource relDatasource;
+
+	public RelatedDatasource() {
+	}
+
+	public RelatedDatasource(final String source, final OaBrokerRelatedDatasource relDatasource) {
+		this.source = source;
+		this.relDatasource = relDatasource;
+	}
+
+	public String getSource() {
+		return source;
+	}
+
+	public void setSource(final String source) {
+		this.source = source;
+	}
+
+	public OaBrokerRelatedDatasource getRelDatasource() {
+		return relDatasource;
+	}
+
+	public void setRelDatasource(final OaBrokerRelatedDatasource relDatasource) {
+		this.relDatasource = relDatasource;
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/java/eu/dnetlib/dhp/broker/oa/util/aggregators/withRels/RelatedDatasourceAggregator.java

@@ -0,0 +1,69 @@
+
+package eu.dnetlib.dhp.broker.oa.util.aggregators.withRels;
+
+import org.apache.commons.lang3.StringUtils;
+import org.apache.spark.sql.Encoder;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.expressions.Aggregator;
+
+import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.dhp.broker.oa.util.BrokerConstants;
+import scala.Tuple2;
+
+public class RelatedDatasourceAggregator
+	extends Aggregator<Tuple2<OaBrokerMainEntity, RelatedDatasource>, OaBrokerMainEntity, OaBrokerMainEntity> {
+
+	/**
+	 *
+	 */
+	private static final long serialVersionUID = -7212121913834713672L;
+
+	@Override
+	public OaBrokerMainEntity zero() {
+		return new OaBrokerMainEntity();
+	}
+
+	@Override
+	public OaBrokerMainEntity finish(final OaBrokerMainEntity g) {
+		return g;
+	}
+
+	@Override
+	public OaBrokerMainEntity reduce(final OaBrokerMainEntity g,
+		final Tuple2<OaBrokerMainEntity, RelatedDatasource> t) {
+		final OaBrokerMainEntity res = StringUtils.isNotBlank(g.getOpenaireId()) ? g : t._1;
+		if (t._2 != null && res.getDatasources().size() < BrokerConstants.MAX_NUMBER_OF_RELS) {
+			res.getDatasources().add(t._2.getRelDatasource());
+		}
+		return res;
+
+	}
+
+	@Override
+	public OaBrokerMainEntity merge(final OaBrokerMainEntity g1, final OaBrokerMainEntity g2) {
+		if (StringUtils.isNotBlank(g1.getOpenaireId())) {
+			final int availables = BrokerConstants.MAX_NUMBER_OF_RELS - g1.getDatasources().size();
+			if (availables > 0) {
+				if (g2.getDatasources().size() <= availables) {
+					g1.getDatasources().addAll(g2.getDatasources());
+				} else {
+					g1.getDatasources().addAll(g2.getDatasources().subList(0, availables));
+				}
+			}
+			return g1;
+		} else {
+			return g2;
+		}
+	}
+
+	@Override
+	public Encoder<OaBrokerMainEntity> bufferEncoder() {
+		return Encoders.bean(OaBrokerMainEntity.class);
+	}
+
+	@Override
+	public Encoder<OaBrokerMainEntity> outputEncoder() {
+		return Encoders.bean(OaBrokerMainEntity.class);
+	}
+
+}

dhp-workflows/dhp-broker-events/src/main/resources/eu/dnetlib/dhp/broker/oa/dedupConfig/dedupConfig.json

@@ -0,0 +1,122 @@
+{
+	"wf": {
+		
+	},
+	"pace": {
+		"clustering": [
+			{
+				"name": "wordssuffixprefix",
+				"fields": [
+					"title"
+				],
+				"params": {
+					"max": "2",
+					"len": "3"
+				}
+			},
+			{
+				"name": "lowercase",
+				"fields": [
+					"doi"
+				],
+				"params": {
+					
+				}
+			}
+		],
+		"decisionTree": {
+			"start": {
+				"fields": [
+					{
+						"field": "doi",
+						"comparator": "exactMatch",
+						"weight": 1.0,
+						"countIfUndefined": "false",
+						"params": {
+							
+						}
+					}
+				],
+				"threshold": 0.5,
+				"aggregation": "AVG",
+				"positive": "MATCH",
+				"negative": "layer1",
+				"undefined": "layer1",
+				"ignoreUndefined": "true"
+			},
+			"layer1": {
+				"fields": [
+					{
+						"field": "title",
+						"comparator": "titleVersionMatch",
+						"weight": 0.9,
+						"countIfUndefined": "false",
+						"params": {
+							
+						}
+					},
+					{
+						"field": "authors",
+						"comparator": "sizeMatch",
+						"weight": 0.9,
+						"countIfUndefined": "false",
+						"params": {
+							
+						}
+					}
+				],
+				"threshold": 0.5,
+				"aggregation": "AVG",
+				"positive": "MATCH",
+				"negative": "layer2",
+				"undefined": "layer2",
+				"ignoreUndefined": "true"
+			},
+			"layer2": {
+				"fields": [
+					{
+						"field": "title",
+						"comparator": "levensteinTitle",
+						"weight": 1.0,
+						"countIfUndefined": "true",
+						"params": {
+							
+						}
+					}
+				],
+				"threshold": 0.99,
+				"aggregation": "AVG",
+				"positive": "MATCH",
+				"negative": "NO_MATCH",
+				"undefined": "NO_MATCH",
+				"ignoreUndefined": "true"
+			}
+		},
+		"model": [
+			{
+				"name": "doi",
+				"type": "String",
+				"path": "$.pids[?(@.type == 'doi')].value"
+			},
+			{
+				"name": "title",
+				"type": "String",
+				"path": "$.titles",
+				"length": 250,
+				"size": 5
+			},
+			{
+				"name": "authors",
+				"type": "List",
+				"path": "$.creators[*].fullname",
+				"size": 200
+			}
+		],
+		"blacklists": {
+			
+		},
+		"synonyms": {
+			
+		}
+	}
+}

dhp-workflows/dhp-broker-events/src/main/resources/eu/dnetlib/dhp/broker/oa/generate_all/oozie_app/workflow.xml

@@ -10,14 +10,28 @@
             <description>the path where the the generated data will be stored</description>
         </property>
 		<property>
-            <name>isLookupUrl</name>
-            <description>the address of the lookUp service</description>
+            <name>datasourceIdWhitelist</name>
+            <value>-</value>
+            <description>a white list (comma separeted, - for empty list) of datasource ids</description>
         </property>
 		<property>
-            <name>dedupConfProfId</name>
-            <description>the id of a valid Dedup Configuration Profile</description>
+            <name>datasourceTypeWhitelist</name>
+            <value>-</value>
+            <description>a white list (comma separeted, - for empty list) of datasource types</description>
+        </property>
+		<property>
+            <name>datasourceIdBlacklist</name>
+            <value>-</value>
+            <description>a black list (comma separeted, - for empty list) of datasource ids</description>
+        </property>
+        <property>
+            <name>esIndexName</name>
+            <description>the elasticsearch index name</description>
+        </property>
+        <property>
+            <name>esIndexHost</name>
+            <description>the elasticsearch host</description>
         </property>
-
         <property>
             <name>sparkDriverMemory</name>
             <description>memory for driver process</description>
@@ -89,6 +103,7 @@
     
     <fork name="start_entities_and_rels">
 		<path start="prepare_simple_entities"/>
+		<path start="prepare_related_datasources"/>
         <path start="prepare_related_softwares"/> 
         <path start="prepare_related_datasets"/>
         <path start="prepare_related_projects"/>
@@ -119,6 +134,30 @@
         <error to="Kill"/>
     </action>
     
+    <action name="prepare_related_datasources">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>PrepareRelatedDatasourcesJob</name>
+            <class>eu.dnetlib.dhp.broker.oa.PrepareRelatedDatasourcesJob</class>
+            <jar>dhp-broker-events-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=3840
+            </spark-opts>
+            <arg>--graphPath</arg><arg>${graphInputPath}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+        </spark>
+        <ok to="wait_entities_and_rels"/>
+        <error to="Kill"/>
+    </action>
+
  
     <action name="prepare_related_datasets">
         <spark xmlns="uri:oozie:spark-action:0.2">
@@ -216,7 +255,31 @@
         <error to="Kill"/>
     </action>
  
-	<join name="wait_entities_and_rels" to="join_entities_step1"/>
+	<join name="wait_entities_and_rels" to="join_entities_step0"/>
+    
+    <action name="join_entities_step0">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>JoinStep0</name>
+            <class>eu.dnetlib.dhp.broker.oa.JoinStep0Job</class>
+            <jar>dhp-broker-events-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=3840
+            </spark-opts>
+            <arg>--graphPath</arg><arg>${graphInputPath}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+        </spark>
+        <ok to="join_entities_step1"/>
+        <error to="Kill"/>
+    </action>
     
     <action name="join_entities_step1">
         <spark xmlns="uri:oozie:spark-action:0.2">
@@ -356,8 +419,58 @@
                 --conf spark.sql.shuffle.partitions=3840
             </spark-opts>
             <arg>--workingPath</arg><arg>${workingPath}</arg>
-            <arg>--isLookupUrl</arg><arg>${isLookupUrl}</arg>
-            <arg>--dedupConfProfile</arg><arg>${dedupConfProfId}</arg>
+			<arg>--datasourceIdWhitelist</arg><arg>${datasourceIdWhitelist}</arg>
+			<arg>--datasourceTypeWhitelist</arg><arg>${datasourceTypeWhitelist}</arg>
+			<arg>--datasourceIdBlacklist</arg><arg>${datasourceIdBlacklist}</arg>
+        </spark>
+        <ok to="index_es"/>
+        <error to="Kill"/>
+    </action>
+    
+     <action name="index_es">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>IndexOnESJob</name>
+            <class>eu.dnetlib.dhp.broker.oa.IndexOnESJob</class>
+            <jar>dhp-broker-events-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.dynamicAllocation.maxExecutors="8" 
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=3840
+            </spark-opts>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+            <arg>--index</arg><arg>${esIndexName}</arg>
+            <arg>--esHost</arg><arg>${esIndexHost}</arg>
+        </spark>
+        <ok to="stats"/>
+        <error to="Kill"/>
+    </action>
+    
+    <action name="stats">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>GenerateStatsJob</name>
+            <class>eu.dnetlib.dhp.broker.oa.GenerateStatsJob</class>
+            <jar>dhp-broker-events-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=3840
+            </spark-opts>
+            <arg>--graphPath</arg><arg>${graphInputPath}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
         </spark>
         <ok to="End"/>
         <error to="Kill"/>

dhp-workflows/dhp-broker-events/src/main/resources/eu/dnetlib/dhp/broker/oa/generate_events.json

@@ -6,15 +6,21 @@
 		"paramRequired": true
 	},
 	{
-		"paramName": "lu",
-		"paramLongName": "isLookupUrl",
-		"paramDescription": "the address of the ISLookUpService",
+		"paramName": "datasourceIdWhitelist",
+		"paramLongName": "datasourceIdWhitelist",
+		"paramDescription": "a white list (comma separeted, - for empty list) of datasource ids",
 		"paramRequired": true
 	},
 	{
-		"paramName": "d",
-		"paramLongName": "dedupConfProfile",
-		"paramDescription": "the id of a valid Dedup Configuration Profile",
+		"paramName": "datasourceTypeWhitelist",
+		"paramLongName": "datasourceTypeWhitelist",
+		"paramDescription": "a white list (comma separeted, - for empty list) of datasource types",
+		"paramRequired": true
+	},
+	{
+		"paramName": "datasourceIdBlacklist",
+		"paramLongName": "datasourceIdBlacklist",
+		"paramDescription": "a black list (comma separeted, - for empty list) of datasource ids",
 		"paramRequired": true
 	}
 ]

dhp-workflows/dhp-broker-events/src/main/resources/eu/dnetlib/dhp/broker/oa/index_es.json

@@ -0,0 +1,20 @@
+[
+	{
+		"paramName": "o",
+		"paramLongName": "workingPath",
+		"paramDescription": "the workinh path",
+		"paramRequired": true
+	},
+	{
+		"paramName": "idx",
+		"paramLongName": "index",
+		"paramDescription": "the ES index",
+		"paramRequired": true
+	},
+	{
+		"paramName": "es",
+		"paramLongName": "esHost",
+		"paramDescription": "the ES host",
+		"paramRequired": true
+	}
+]

dhp-workflows/dhp-broker-events/src/main/resources/eu/dnetlib/dhp/broker/oa/partial/oozie_app/workflow.xml

@@ -1,4 +1,4 @@
-<workflow-app name="create broker events" xmlns="uri:oozie:workflow:0.5">
+<workflow-app name="create broker events - partial" xmlns="uri:oozie:workflow:0.5">
 
     <parameters>
         <property>
@@ -9,15 +9,6 @@
             <name>workingPath</name>
             <description>the path where the the generated data will be stored</description>
         </property>
-        <property>
-            <name>isLookupUrl</name>
-            <description>the address of the lookUp service</description>
-        </property>
-        <property>
-            <name>dedupConfProfId</name>
-            <description>the id of a valid Dedup Configuration Profile</description>
-        </property>
-
         <property>
             <name>sparkDriverMemory</name>
             <description>memory for driver process</description>
@@ -79,7 +70,6 @@
         <message>Action failed, error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
     </kill>
    
-    
     <action name="generate_events">
         <spark xmlns="uri:oozie:spark-action:0.2">
             <master>yarn</master>
@@ -98,8 +88,58 @@
                 --conf spark.sql.shuffle.partitions=3840
             </spark-opts>
             <arg>--workingPath</arg><arg>${workingPath}</arg>
-            <arg>--isLookupUrl</arg><arg>${isLookupUrl}</arg>
-            <arg>--dedupConfProfile</arg><arg>${dedupConfProfId}</arg>
+			<arg>--datasourceIdWhitelist</arg><arg>${datasourceIdWhitelist}</arg>
+			<arg>--datasourceTypeWhitelist</arg><arg>${datasourceTypeWhitelist}</arg>
+			<arg>--datasourceIdBlacklist</arg><arg>${datasourceIdBlacklist}</arg>
+        </spark>
+        <ok to="index_es"/>
+        <error to="Kill"/>
+    </action>
+    
+     <action name="index_es">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>IndexOnESJob</name>
+            <class>eu.dnetlib.dhp.broker.oa.IndexOnESJob</class>
+            <jar>dhp-broker-events-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.dynamicAllocation.maxExecutors="8" 
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=3840
+            </spark-opts>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+            <arg>--index</arg><arg>${esIndexName}</arg>
+            <arg>--esHost</arg><arg>${esIndexHost}</arg>
+        </spark>
+        <ok to="stats"/>
+        <error to="Kill"/>
+       </action>
+    	
+    	<action name="stats">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>GenerateStatsJob</name>
+            <class>eu.dnetlib.dhp.broker.oa.GenerateStatsJob</class>
+            <jar>dhp-broker-events-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=3840
+            </spark-opts>
+            <arg>--graphPath</arg><arg>${graphInputPath}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
         </spark>
         <ok to="End"/>
         <error to="Kill"/>

dhp-workflows/dhp-broker-events/src/test/java/eu/dnetlib/dhp/broker/oa/matchers/UpdateMatcherTest.java

@@ -0,0 +1,133 @@
+
+package eu.dnetlib.dhp.broker.oa.matchers;
+
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+import java.util.Arrays;
+import java.util.Collection;
+
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.extension.ExtendWith;
+import org.mockito.Mock;
+import org.mockito.junit.jupiter.MockitoExtension;
+
+import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.broker.objects.OaBrokerRelatedDatasource;
+import eu.dnetlib.dhp.broker.oa.matchers.simple.EnrichMissingPublicationDate;
+import eu.dnetlib.dhp.broker.oa.util.UpdateInfo;
+
+@ExtendWith(MockitoExtension.class)
+class UpdateMatcherTest {
+
+	UpdateMatcher<String> matcher = new EnrichMissingPublicationDate();
+
+	@Mock
+	private OaBrokerRelatedDatasource targetDs;
+
+	@BeforeEach
+	void setUp() throws Exception {
+	}
+
+	@Test
+	void testSearchUpdatesForRecord_1() {
+		final OaBrokerMainEntity res = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p1 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p2 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p3 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p4 = new OaBrokerMainEntity();
+
+		final Collection<UpdateInfo<String>> list = matcher
+			.searchUpdatesForRecord(res, targetDs, Arrays.asList(p1, p2, p3, p4), null);
+
+		assertTrue(list.isEmpty());
+	}
+
+	@Test
+	void testSearchUpdatesForRecord_2() {
+		final OaBrokerMainEntity res = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p1 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p2 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p3 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p4 = new OaBrokerMainEntity();
+
+		res.setPublicationdate("2018");
+
+		final Collection<UpdateInfo<String>> list = matcher
+			.searchUpdatesForRecord(res, targetDs, Arrays.asList(p1, p2, p3, p4), null);
+
+		assertTrue(list.isEmpty());
+	}
+
+	@Test
+	void testSearchUpdatesForRecord_3() {
+		final OaBrokerMainEntity res = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p1 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p2 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p3 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p4 = new OaBrokerMainEntity();
+
+		p2.setPublicationdate("2018");
+
+		final Collection<UpdateInfo<String>> list = matcher
+			.searchUpdatesForRecord(res, targetDs, Arrays.asList(p1, p2, p3, p4), null);
+
+		assertTrue(list.size() == 1);
+	}
+
+	@Test
+	void testSearchUpdatesForRecord_4() {
+		final OaBrokerMainEntity res = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p1 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p2 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p3 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p4 = new OaBrokerMainEntity();
+
+		res.setPublicationdate("2018");
+		p2.setPublicationdate("2018");
+
+		final Collection<UpdateInfo<String>> list = matcher
+			.searchUpdatesForRecord(res, targetDs, Arrays.asList(p1, p2, p3, p4), null);
+
+		assertTrue(list.isEmpty());
+	}
+
+	@Test
+	void testSearchUpdatesForRecord_5() {
+		final OaBrokerMainEntity res = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p1 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p2 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p3 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p4 = new OaBrokerMainEntity();
+		res.setPublicationdate("2018");
+		p1.setPublicationdate("2018");
+		p2.setPublicationdate("2018");
+		p3.setPublicationdate("2018");
+		p4.setPublicationdate("2018");
+
+		final Collection<UpdateInfo<String>> list = matcher
+			.searchUpdatesForRecord(res, targetDs, Arrays.asList(p1, p2, p3, p4), null);
+
+		assertTrue(list.isEmpty());
+	}
+
+	@Test
+	void testSearchUpdatesForRecord_6() {
+		final OaBrokerMainEntity res = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p1 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p2 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p3 = new OaBrokerMainEntity();
+		final OaBrokerMainEntity p4 = new OaBrokerMainEntity();
+
+		p1.setPublicationdate("2018");
+		p2.setPublicationdate("2018");
+		p3.setPublicationdate("2018");
+		p4.setPublicationdate("2018");
+
+		final Collection<UpdateInfo<String>> list = matcher
+			.searchUpdatesForRecord(res, targetDs, Arrays.asList(p1, p2, p3, p4), null);
+
+		assertTrue(list.size() == 1);
+	}
+
+}

dhp-workflows/dhp-broker-events/src/test/java/eu/dnetlib/dhp/broker/oa/matchers/simple/EnrichMissingPublicationDateTest.java

@@ -0,0 +1,57 @@
+
+package eu.dnetlib.dhp.broker.oa.matchers.simple;
+
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+import java.util.List;
+
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+
+import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+
+class EnrichMissingPublicationDateTest {
+
+	final EnrichMissingPublicationDate matcher = new EnrichMissingPublicationDate();
+
+	@BeforeEach
+	void setUp() throws Exception {
+	}
+
+	@Test
+	void testFindDifferences_1() {
+		final OaBrokerMainEntity source = new OaBrokerMainEntity();
+		final OaBrokerMainEntity target = new OaBrokerMainEntity();
+		final List<String> list = matcher.findDifferences(source, target);
+		assertTrue(list.isEmpty());
+	}
+
+	@Test
+	void testFindDifferences_2() {
+		final OaBrokerMainEntity source = new OaBrokerMainEntity();
+		final OaBrokerMainEntity target = new OaBrokerMainEntity();
+		source.setPublicationdate("2018");
+		final List<String> list = matcher.findDifferences(source, target);
+		assertTrue(list.size() == 1);
+	}
+
+	@Test
+	void testFindDifferences_3() {
+		final OaBrokerMainEntity source = new OaBrokerMainEntity();
+		final OaBrokerMainEntity target = new OaBrokerMainEntity();
+		target.setPublicationdate("2018");
+		final List<String> list = matcher.findDifferences(source, target);
+		assertTrue(list.isEmpty());
+	}
+
+	@Test
+	void testFindDifferences_4() {
+		final OaBrokerMainEntity source = new OaBrokerMainEntity();
+		final OaBrokerMainEntity target = new OaBrokerMainEntity();
+		source.setPublicationdate("2018");
+		target.setPublicationdate("2018");
+		final List<String> list = matcher.findDifferences(source, target);
+		assertTrue(list.isEmpty());
+	}
+
+}

dhp-workflows/dhp-broker-events/src/test/java/eu/dnetlib/dhp/broker/oa/util/TrustUtilsTest.java

@@ -5,6 +5,10 @@ import static org.junit.jupiter.api.Assertions.assertTrue;
 
 import org.junit.jupiter.api.Test;
 
+import eu.dnetlib.broker.objects.OaBrokerAuthor;
+import eu.dnetlib.broker.objects.OaBrokerMainEntity;
+import eu.dnetlib.broker.objects.OaBrokerTypedValue;
+
 public class TrustUtilsTest {
 
 	private static final double THRESHOLD = 0.95;
@@ -64,6 +68,23 @@ public class TrustUtilsTest {
 		verifyValue(2.00, BrokerConstants.MAX_TRUST);
 	}
 
+	@Test
+	public void test() throws Exception {
+		final OaBrokerMainEntity r1 = new OaBrokerMainEntity();
+		r1.getTitles().add("D-NET Service Package: Data Import");
+		r1.getPids().add(new OaBrokerTypedValue("doi", "123"));
+		r1.getCreators().add(new OaBrokerAuthor("Michele Artini", null));
+		r1.getCreators().add(new OaBrokerAuthor("Claudio Atzori", null));
+
+		final OaBrokerMainEntity r2 = new OaBrokerMainEntity();
+		r2.getTitles().add("D-NET Service Package: Data Import");
+		// r2.getPids().add(new OaBrokerTypedValue("doi", "123"));
+		r2.getCreators().add(new OaBrokerAuthor("Michele Artini", null));
+		// r2.getCreators().add(new OaBrokerAuthor("Claudio Atzori", null));
+
+		System.out.println("TRUST: " + TrustUtils.calculateTrust(r1, r2));
+	}
+
 	private void verifyValue(final double originalScore, final float expectedTrust) {
 		final float trust = TrustUtils.rescale(originalScore, THRESHOLD);
 		System.out.println(trust);

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/AbstractSparkAction.java

@@ -28,6 +28,8 @@ import eu.dnetlib.pace.config.DedupConfig;
 
 abstract class AbstractSparkAction implements Serializable {
 
+	protected static final int NUM_PARTITIONS = 1000;
+
 	protected static final ObjectMapper OBJECT_MAPPER = new ObjectMapper()
 		.configure(DeserializationFeature.FAIL_ON_UNKNOWN_PROPERTIES, false);
 

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/DedupUtility.java

@@ -100,6 +100,11 @@ public class DedupUtility {
 		return String.format("%s/%s/%s_mergerel", basePath, actionSetId, entityType);
 	}
 
+	public static String createBlockStatsPath(
+		final String basePath, final String actionSetId, final String entityType) {
+		return String.format("%s/%s/%s_blockstats", basePath, actionSetId, entityType);
+	}
+
 	public static List<DedupConfig> getConfigurations(String isLookUpUrl, String orchestrator)
 		throws ISLookUpException, DocumentException {
 		final ISLookUpService isLookUpService = ISLookupClientFactory.getLookUpService(isLookUpUrl);

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/Deduper.java

@@ -37,7 +37,7 @@ public class Deduper implements Serializable {
 	public static JavaPairRDD<String, Block> createSortedBlocks(
 		JavaPairRDD<String, MapDocument> mapDocs, DedupConfig config) {
 		final String of = config.getWf().getOrderField();
-		final int maxQueueSize = config.getWf().getGroupMaxSize();
+		final int maxQueueSize = config.getWf().getQueueMaxSize();
 
 		return mapDocs
 			// the reduce is just to be sure that we haven't document with same id
@@ -52,6 +52,7 @@ public class Deduper implements Serializable {
 					.collect(Collectors.toList())
 					.iterator())
 			.mapToPair(block -> new Tuple2<>(block.getKey(), block))
-			.reduceByKey((b1, b2) -> Block.from(b1, b2, of, maxQueueSize));
+			.reduceByKey((b1, b2) -> Block.from(b1, b2, of, maxQueueSize))
+			.filter(b -> b._2().getDocuments().size() > 1);
 	}
 }

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/RelationAggregator.java

@@ -0,0 +1,57 @@
+
+package eu.dnetlib.dhp.oa.dedup;
+
+import java.util.Objects;
+
+import org.apache.spark.sql.Encoder;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.expressions.Aggregator;
+
+import eu.dnetlib.dhp.schema.oaf.Relation;
+
+public class RelationAggregator extends Aggregator<Relation, Relation, Relation> {
+
+	private static Relation ZERO = new Relation();
+
+	@Override
+	public Relation zero() {
+		return ZERO;
+	}
+
+	@Override
+	public Relation reduce(Relation b, Relation a) {
+		return mergeRel(b, a);
+	}
+
+	@Override
+	public Relation merge(Relation b, Relation a) {
+		return mergeRel(b, a);
+	}
+
+	@Override
+	public Relation finish(Relation r) {
+		return r;
+	}
+
+	private Relation mergeRel(Relation b, Relation a) {
+		if (Objects.equals(b, ZERO)) {
+			return a;
+		}
+		if (Objects.equals(a, ZERO)) {
+			return b;
+		}
+
+		b.mergeFrom(a);
+		return b;
+	}
+
+	@Override
+	public Encoder<Relation> bufferEncoder() {
+		return Encoders.kryo(Relation.class);
+	}
+
+	@Override
+	public Encoder<Relation> outputEncoder() {
+		return Encoders.kryo(Relation.class);
+	}
+}

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/SparkBlockStats.java

@@ -0,0 +1,126 @@
+
+package eu.dnetlib.dhp.oa.dedup;
+
+import java.io.IOException;
+import java.util.Optional;
+
+import org.apache.commons.io.IOUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.api.java.JavaPairRDD;
+import org.apache.spark.api.java.JavaRDD;
+import org.apache.spark.api.java.JavaSparkContext;
+import org.apache.spark.api.java.function.FilterFunction;
+import org.apache.spark.api.java.function.PairFunction;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SaveMode;
+import org.apache.spark.sql.SparkSession;
+import org.dom4j.DocumentException;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.dhp.oa.dedup.model.Block;
+import eu.dnetlib.dhp.oa.dedup.model.BlockStats;
+import eu.dnetlib.dhp.utils.ISLookupClientFactory;
+import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException;
+import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
+import eu.dnetlib.pace.config.DedupConfig;
+import eu.dnetlib.pace.model.MapDocument;
+import eu.dnetlib.pace.util.MapDocumentUtil;
+import scala.Tuple2;
+
+public class SparkBlockStats extends AbstractSparkAction {
+
+	private static final Logger log = LoggerFactory.getLogger(SparkBlockStats.class);
+
+	public SparkBlockStats(ArgumentApplicationParser parser, SparkSession spark) {
+		super(parser, spark);
+	}
+
+	public static void main(String[] args) throws Exception {
+		ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					SparkBlockStats.class
+						.getResourceAsStream(
+							"/eu/dnetlib/dhp/oa/dedup/createBlockStats_parameters.json")));
+		parser.parseArgument(args);
+
+		SparkConf conf = new SparkConf();
+
+		new SparkBlockStats(parser, getSparkSession(conf))
+			.run(ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl")));
+	}
+
+	public Long computeComparisons(Long blockSize, Long slidingWindowSize) {
+
+		if (slidingWindowSize >= blockSize)
+			return (slidingWindowSize * (slidingWindowSize - 1)) / 2;
+		else {
+			return (blockSize - slidingWindowSize + 1) * (slidingWindowSize * (slidingWindowSize - 1)) / 2;
+		}
+	}
+
+	@Override
+	public void run(ISLookUpService isLookUpService)
+		throws DocumentException, IOException, ISLookUpException {
+
+		// read oozie parameters
+		final String graphBasePath = parser.get("graphBasePath");
+		final String isLookUpUrl = parser.get("isLookUpUrl");
+		final String actionSetId = parser.get("actionSetId");
+		final String workingPath = parser.get("workingPath");
+		final int numPartitions = Optional
+			.ofNullable(parser.get("numPartitions"))
+			.map(Integer::valueOf)
+			.orElse(NUM_PARTITIONS);
+
+		log.info("graphBasePath: '{}'", graphBasePath);
+		log.info("isLookUpUrl:   '{}'", isLookUpUrl);
+		log.info("actionSetId:   '{}'", actionSetId);
+		log.info("workingPath:   '{}'", workingPath);
+
+		// for each dedup configuration
+		for (DedupConfig dedupConf : getConfigurations(isLookUpService, actionSetId)) {
+
+			final String subEntity = dedupConf.getWf().getSubEntityValue();
+			log.info("Creating blockstats for: '{}'", subEntity);
+
+			final String outputPath = DedupUtility.createBlockStatsPath(workingPath, actionSetId, subEntity);
+			removeOutputDir(spark, outputPath);
+
+			JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
+
+			JavaPairRDD<String, MapDocument> mapDocuments = sc
+				.textFile(DedupUtility.createEntityPath(graphBasePath, subEntity))
+				.repartition(numPartitions)
+				.mapToPair(
+					(PairFunction<String, String, MapDocument>) s -> {
+						MapDocument d = MapDocumentUtil.asMapDocumentWithJPath(dedupConf, s);
+						return new Tuple2<>(d.getIdentifier(), d);
+					});
+
+			// create blocks for deduplication
+			JavaRDD<BlockStats> blockStats = Deduper
+				.createSortedBlocks(mapDocuments, dedupConf)
+				.repartition(numPartitions)
+				.map(b -> asBlockStats(dedupConf, b));
+
+			// save the blockstats in the workingdir
+			spark
+				.createDataset(blockStats.rdd(), Encoders.bean(BlockStats.class))
+				.write()
+				.mode(SaveMode.Overwrite)
+				.save(outputPath);
+		}
+	}
+
+	private BlockStats asBlockStats(DedupConfig dedupConf, Tuple2<String, Block> b) {
+		return new BlockStats(
+			b._1(),
+			(long) b._2().getDocuments().size(),
+			computeComparisons(
+				(long) b._2().getDocuments().size(), (long) dedupConf.getWf().getSlidingWindowSize()));
+	}
+
+}

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/SparkCreateMergeRels.java

@@ -5,11 +5,13 @@ import java.io.IOException;
 import java.util.ArrayList;
 import java.util.Iterator;
 import java.util.List;
+import java.util.Optional;
 
 import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.JavaPairRDD;
 import org.apache.spark.api.java.JavaSparkContext;
+import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.api.java.function.PairFunction;
 import org.apache.spark.graphx.Edge;
 import org.apache.spark.rdd.RDD;
@@ -75,7 +77,11 @@ public class SparkCreateMergeRels extends AbstractSparkAction {
 		final String workingPath = parser.get("workingPath");
 		final String isLookUpUrl = parser.get("isLookUpUrl");
 		final String actionSetId = parser.get("actionSetId");
-
+		int cut = Optional
+			.ofNullable(parser.get("cutConnectedComponent"))
+			.map(Integer::valueOf)
+			.orElse(0);
+		log.info("connected component cut: '{}'", cut);
 		log.info("graphBasePath: '{}'", graphBasePath);
 		log.info("isLookUpUrl:   '{}'", isLookUpUrl);
 		log.info("actionSetId:   '{}'", actionSetId);
@@ -100,8 +106,10 @@ public class SparkCreateMergeRels extends AbstractSparkAction {
 
 			final RDD<Edge<String>> edgeRdd = spark
 				.read()
-				.load(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity))
-				.as(Encoders.bean(Relation.class))
+				.textFile(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity))
+				.map(
+					(MapFunction<String, Relation>) r -> OBJECT_MAPPER.readValue(r, Relation.class),
+					Encoders.bean(Relation.class))
 				.javaRDD()
 				.map(it -> new Edge<>(hash(it.getSource()), hash(it.getTarget()), it.getRelClass()))
 				.rdd();
@@ -109,7 +117,7 @@ public class SparkCreateMergeRels extends AbstractSparkAction {
 			final Dataset<Relation> mergeRels = spark
 				.createDataset(
 					GraphProcessor
-						.findCCs(vertexes.rdd(), edgeRdd, maxIterations)
+						.findCCs(vertexes.rdd(), edgeRdd, maxIterations, cut)
 						.toJavaRDD()
 						.filter(k -> k.getDocIds().size() > 1)
 						.flatMap(cc -> ccToMergeRel(cc, dedupConf))
@@ -117,6 +125,7 @@ public class SparkCreateMergeRels extends AbstractSparkAction {
 					Encoders.bean(Relation.class));
 
 			mergeRels.write().mode(SaveMode.Append).parquet(mergeRelPath);
+
 		}
 	}
 

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/SparkCreateSimRels.java

@@ -2,6 +2,7 @@
 package eu.dnetlib.dhp.oa.dedup;
 
 import java.io.IOException;
+import java.util.Optional;
 
 import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
@@ -48,13 +49,6 @@ public class SparkCreateSimRels extends AbstractSparkAction {
 		parser.parseArgument(args);
 
 		SparkConf conf = new SparkConf();
-		conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer");
-		conf
-			.registerKryoClasses(
-				new Class[] {
-					MapDocument.class, FieldListImpl.class, FieldValueImpl.class, Block.class
-				});
-
 		new SparkCreateSimRels(parser, getSparkSession(conf))
 			.run(ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl")));
 	}
@@ -68,7 +62,12 @@ public class SparkCreateSimRels extends AbstractSparkAction {
 		final String isLookUpUrl = parser.get("isLookUpUrl");
 		final String actionSetId = parser.get("actionSetId");
 		final String workingPath = parser.get("workingPath");
+		final int numPartitions = Optional
+			.ofNullable(parser.get("numPartitions"))
+			.map(Integer::valueOf)
+			.orElse(NUM_PARTITIONS);
 
+		log.info("numPartitions: '{}'", numPartitions);
 		log.info("graphBasePath: '{}'", graphBasePath);
 		log.info("isLookUpUrl:   '{}'", isLookUpUrl);
 		log.info("actionSetId:   '{}'", actionSetId);
@@ -88,6 +87,7 @@ public class SparkCreateSimRels extends AbstractSparkAction {
 
 			JavaPairRDD<String, MapDocument> mapDocuments = sc
 				.textFile(DedupUtility.createEntityPath(graphBasePath, subEntity))
+				.repartition(numPartitions)
 				.mapToPair(
 					(PairFunction<String, String, MapDocument>) s -> {
 						MapDocument d = MapDocumentUtil.asMapDocumentWithJPath(dedupConf, s);
@@ -95,19 +95,17 @@ public class SparkCreateSimRels extends AbstractSparkAction {
 					});
 
 			// create blocks for deduplication
-			JavaPairRDD<String, Block> blocks = Deduper.createSortedBlocks(mapDocuments, dedupConf);
+			JavaPairRDD<String, Block> blocks = Deduper
+				.createSortedBlocks(mapDocuments, dedupConf)
+				.repartition(numPartitions);
 
 			// create relations by comparing only elements in the same group
-			JavaRDD<Relation> relations = Deduper
+			Deduper
 				.computeRelations(sc, blocks, dedupConf)
-				.map(t -> createSimRel(t._1(), t._2(), entity));
-
-			// save the simrel in the workingdir
-			spark
-				.createDataset(relations.rdd(), Encoders.bean(Relation.class))
-				.write()
-				.mode(SaveMode.Append)
-				.save(outputPath);
+				.map(t -> createSimRel(t._1(), t._2(), entity))
+				.repartition(numPartitions)
+				.map(r -> OBJECT_MAPPER.writeValueAsString(r))
+				.saveAsTextFile(outputPath);
 		}
 	}
 

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/SparkPropagateRelation.java

@@ -4,7 +4,9 @@ package eu.dnetlib.dhp.oa.dedup;
 import static org.apache.spark.sql.functions.col;
 
 import org.apache.commons.io.IOUtils;
+import org.apache.commons.lang3.StringUtils;
 import org.apache.spark.SparkConf;
+import org.apache.spark.api.java.function.FilterFunction;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.sql.*;
 import org.slf4j.Logger;
@@ -95,7 +97,24 @@ public class SparkPropagateRelation extends AbstractSparkAction {
 			FieldType.TARGET,
 			getDeletedFn());
 
-		save(newRels.union(updated).union(mergeRels), outputRelationPath, SaveMode.Overwrite);
+		save(
+			distinctRelations(
+				newRels
+					.union(updated)
+					.union(mergeRels)
+					.map((MapFunction<Relation, Relation>) r -> r, Encoders.kryo(Relation.class))),
+			outputRelationPath, SaveMode.Overwrite);
+	}
+
+	private Dataset<Relation> distinctRelations(Dataset<Relation> rels) {
+		return rels
+			.filter(getRelationFilterFunction())
+			.groupByKey(
+				(MapFunction<Relation, String>) r -> String
+					.join(r.getSource(), r.getTarget(), r.getRelType(), r.getSubRelType(), r.getRelClass()),
+				Encoders.STRING())
+			.agg(new RelationAggregator().toColumn())
+			.map((MapFunction<Tuple2<String, Relation>, Relation>) t -> t._2(), Encoders.bean(Relation.class));
 	}
 
 	private static Dataset<Relation> processDataset(
@@ -112,6 +131,14 @@ public class SparkPropagateRelation extends AbstractSparkAction {
 			.map(mapFn, Encoders.bean(Relation.class));
 	}
 
+	private FilterFunction<Relation> getRelationFilterFunction() {
+		return (FilterFunction<Relation>) r -> StringUtils.isNotBlank(r.getSource()) ||
+			StringUtils.isNotBlank(r.getTarget()) ||
+			StringUtils.isNotBlank(r.getRelClass()) ||
+			StringUtils.isNotBlank(r.getSubRelType()) ||
+			StringUtils.isNotBlank(r.getRelClass());
+	}
+
 	private static MapFunction<String, Relation> patchRelFn() {
 		return value -> {
 			final Relation rel = OBJECT_MAPPER.readValue(value, Relation.class);

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/graph/ConnectedComponent.java

@@ -4,6 +4,7 @@ package eu.dnetlib.dhp.oa.dedup.graph;
 import java.io.IOException;
 import java.io.Serializable;
 import java.util.Set;
+import java.util.stream.Collectors;
 
 import org.apache.commons.lang.StringUtils;
 import org.codehaus.jackson.annotate.JsonIgnore;
@@ -18,12 +19,17 @@ public class ConnectedComponent implements Serializable {
 	private Set<String> docIds;
 	private String ccId;
 
-	public ConnectedComponent() {
-	}
-
-	public ConnectedComponent(Set<String> docIds) {
+	public ConnectedComponent(Set<String> docIds, final int cut) {
 		this.docIds = docIds;
 		createID();
+		if (cut > 0 && docIds.size() > cut) {
+			this.docIds = docIds
+				.stream()
+				.filter(s -> !ccId.equalsIgnoreCase(s))
+				.limit(cut - 1)
+				.collect(Collectors.toSet());
+			this.docIds.add(ccId);
+		}
 	}
 
 	public String createID() {
@@ -41,6 +47,7 @@ public class ConnectedComponent implements Serializable {
 	public String getMin() {
 
 		final StringBuilder min = new StringBuilder();
+
 		docIds
 			.forEach(
 				i -> {

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/graph/GraphProcessor.scala

@@ -7,7 +7,7 @@ import scala.collection.JavaConversions;
 
 object GraphProcessor {
 
-  def findCCs(vertexes: RDD[(VertexId, String)], edges: RDD[Edge[String]], maxIterations: Int): RDD[ConnectedComponent] = {
+  def findCCs(vertexes: RDD[(VertexId, String)], edges: RDD[Edge[String]], maxIterations: Int, cut:Int): RDD[ConnectedComponent] = {
     val graph: Graph[String, String] = Graph(vertexes, edges).partitionBy(PartitionStrategy.RandomVertexCut) //TODO remember to remove partitionby
     val cc = graph.connectedComponents(maxIterations).vertices
 
@@ -22,15 +22,15 @@ object GraphProcessor {
       }
     }
     val connectedComponents = joinResult.groupByKey()
-      .map[ConnectedComponent](cc => asConnectedComponent(cc))
+      .map[ConnectedComponent](cc => asConnectedComponent(cc, cut))
     connectedComponents
   }
 
 
 
-  def asConnectedComponent(group: (VertexId, Iterable[String])): ConnectedComponent = {
+  def asConnectedComponent(group: (VertexId, Iterable[String]), cut:Int): ConnectedComponent = {
     val docs = group._2.toSet[String]
-    val connectedComponent = new ConnectedComponent(JavaConversions.setAsJavaSet[String](docs));
+    val connectedComponent = new ConnectedComponent(JavaConversions.setAsJavaSet[String](docs), cut);
     connectedComponent
   }
 

dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/model/BlockStats.java

@@ -0,0 +1,45 @@
+
+package eu.dnetlib.dhp.oa.dedup.model;
+
+import java.io.Serializable;
+
+public class BlockStats implements Serializable {
+
+	private String key; // key of the block
+	private Long size; // number of elements in the block
+	private Long comparisons; // number of comparisons in the block
+
+	public BlockStats() {
+	}
+
+	public BlockStats(String key, Long size, Long comparisons) {
+		this.key = key;
+		this.size = size;
+		this.comparisons = comparisons;
+	}
+
+	public String getKey() {
+		return key;
+	}
+
+	public void setKey(String key) {
+		this.key = key;
+	}
+
+	public Long getSize() {
+		return size;
+	}
+
+	public void setSize(Long size) {
+		this.size = size;
+	}
+
+	public Long getComparisons() {
+		return comparisons;
+	}
+
+	public void setComparisons(Long comparisons) {
+		this.comparisons = comparisons;
+	}
+
+}

dhp-workflows/dhp-dedup-openaire/src/main/resources/eu/dnetlib/dhp/oa/dedup/createBlockStats_parameters.json

@@ -0,0 +1,32 @@
+[
+  {
+    "paramName": "la",
+    "paramLongName": "isLookUpUrl",
+    "paramDescription": "address for the LookUp",
+    "paramRequired": true
+  },
+  {
+    "paramName": "asi",
+    "paramLongName": "actionSetId",
+    "paramDescription": "action set identifier (name of the orchestrator)",
+    "paramRequired": true
+  },
+  {
+    "paramName": "i",
+    "paramLongName": "graphBasePath",
+    "paramDescription": "the base path of the raw graph",
+    "paramRequired": true
+  },
+  {
+    "paramName": "w",
+    "paramLongName": "workingPath",
+    "paramDescription": "path of the working directory",
+    "paramRequired": true
+  },
+  {
+    "paramName": "np",
+    "paramLongName": "numPartitions",
+    "paramDescription": "number of partitions for the similarity relations intermediate phases",
+    "paramRequired": false
+  }
+]

dhp-workflows/dhp-dedup-openaire/src/main/resources/eu/dnetlib/dhp/oa/dedup/createCC_parameters.json

@@ -17,6 +17,12 @@
     "paramDescription": "the url for the lookup service",
     "paramRequired": true
   },
+  {
+    "paramName": "cc",
+    "paramLongName": "cutConnectedComponent",
+    "paramDescription": "the number of maximum elements that belongs to a connected components",
+    "paramRequired": false
+  },
   {
     "paramName": "w",
     "paramLongName": "workingPath",

dhp-workflows/dhp-dedup-openaire/src/main/resources/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json

@@ -22,5 +22,11 @@
     "paramLongName": "workingPath",
     "paramDescription": "path of the working directory",
     "paramRequired": true
+  },
+  {
+    "paramName": "np",
+    "paramLongName": "numPartitions",
+    "paramDescription": "number of partitions for the similarity relations intermediate phases",
+    "paramRequired": false
   }
 ]

dhp-workflows/dhp-dedup-openaire/src/main/resources/eu/dnetlib/dhp/oa/dedup/scan/oozie_app/workflow.xml

@@ -20,6 +20,10 @@
             <name>dedupGraphPath</name>
             <description>path for the output graph</description>
         </property>
+        <property>
+            <name>cutConnectedComponent</name>
+            <description>max number of elements in a connected component</description>
+        </property>
         <property>
             <name>sparkDriverMemory</name>
             <description>memory for driver process</description>
@@ -106,10 +110,11 @@
                 --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
                 --conf spark.sql.shuffle.partitions=3840
             </spark-opts>
-            <arg>--i</arg><arg>${graphBasePath}</arg>
-            <arg>--la</arg><arg>${isLookUpUrl}</arg>
-            <arg>--asi</arg><arg>${actionSetId}</arg>
-            <arg>--w</arg><arg>${workingPath}</arg>
+            <arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
+            <arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
+            <arg>--actionSetId</arg><arg>${actionSetId}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+            <arg>--numPartitions</arg><arg>8000</arg>
         </spark>
         <ok to="CreateMergeRel"/>
         <error to="Kill"/>
@@ -132,10 +137,11 @@
                 --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
                 --conf spark.sql.shuffle.partitions=3840
             </spark-opts>
-            <arg>--i</arg><arg>${graphBasePath}</arg>
-            <arg>--w</arg><arg>${workingPath}</arg>
-            <arg>--la</arg><arg>${isLookUpUrl}</arg>
-            <arg>--asi</arg><arg>${actionSetId}</arg>
+            <arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+            <arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
+            <arg>--actionSetId</arg><arg>${actionSetId}</arg>
+            <arg>--cutConnectedComponent</arg><arg>${cutConnectedComponent}</arg>
         </spark>
         <ok to="CreateDedupRecord"/>
         <error to="Kill"/>
@@ -158,10 +164,10 @@
                 --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
                 --conf spark.sql.shuffle.partitions=3840
             </spark-opts>
-            <arg>--i</arg><arg>${graphBasePath}</arg>
-            <arg>--w</arg><arg>${workingPath}</arg>
-            <arg>--la</arg><arg>${isLookUpUrl}</arg>
-            <arg>--asi</arg><arg>${actionSetId}</arg>
+            <arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+            <arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
+            <arg>--actionSetId</arg><arg>${actionSetId}</arg>
         </spark>
         <ok to="UpdateEntity"/>
         <error to="Kill"/>
@@ -184,9 +190,9 @@
                 --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
                 --conf spark.sql.shuffle.partitions=3840
             </spark-opts>
-            <arg>--i</arg><arg>${graphBasePath}</arg>
-            <arg>--w</arg><arg>${workingPath}</arg>
-            <arg>--o</arg><arg>${dedupGraphPath}</arg>
+            <arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
+            <arg>--workingPath</arg><arg>${workingPath}</arg>
+            <arg>--dedupGraphPath</arg><arg>${dedupGraphPath}</arg>
         </spark>
         <ok to="copyRelations"/>
         <error to="Kill"/>

dhp-workflows/dhp-dedup-openaire/src/main/resources/eu/dnetlib/dhp/oa/dedup/statistics/oozie_app/workflow.xml

@@ -0,0 +1,108 @@
+<workflow-app name="Create dedup blocks" xmlns="uri:oozie:workflow:0.5">
+    <parameters>
+        <property>
+            <name>graphBasePath</name>
+            <description>the raw graph base path</description>
+        </property>
+        <property>
+            <name>isLookUpUrl</name>
+            <description>the address of the lookUp service</description>
+        </property>
+        <property>
+            <name>actionSetId</name>
+            <description>id of the actionSet</description>
+        </property>
+        <property>
+            <name>numPartitions</name>
+            <description>number of partitions for the similarity relations intermediate phases</description>
+        </property>
+        <property>
+            <name>sparkDriverMemory</name>
+            <description>memory for driver process</description>
+        </property>
+        <property>
+            <name>sparkExecutorMemory</name>
+            <description>memory for individual executor</description>
+        </property>
+        <property>
+            <name>sparkExecutorCores</name>
+            <description>number of cores used by single executor</description>
+        </property>
+        <property>
+            <name>oozieActionShareLibForSpark2</name>
+            <description>oozie action sharelib for spark 2.*</description>
+        </property>
+        <property>
+            <name>spark2ExtraListeners</name>
+            <value>com.cloudera.spark.lineage.NavigatorAppListener</value>
+            <description>spark 2.* extra listeners classname</description>
+        </property>
+        <property>
+            <name>spark2SqlQueryExecutionListeners</name>
+            <value>com.cloudera.spark.lineage.NavigatorQueryListener</value>
+            <description>spark 2.* sql query execution listeners classname</description>
+        </property>
+        <property>
+            <name>spark2YarnHistoryServerAddress</name>
+            <description>spark 2.* yarn history server address</description>
+        </property>
+        <property>
+            <name>spark2EventLogDir</name>
+            <description>spark 2.* event log dir location</description>
+        </property>
+    </parameters>
+
+    <global>
+        <job-tracker>${jobTracker}</job-tracker>
+        <name-node>${nameNode}</name-node>
+        <configuration>
+            <property>
+                <name>mapreduce.job.queuename</name>
+                <value>${queueName}</value>
+            </property>
+            <property>
+                <name>oozie.launcher.mapred.job.queue.name</name>
+                <value>${oozieLauncherQueueName}</value>
+            </property>
+            <property>
+                <name>oozie.action.sharelib.for.spark</name>
+                <value>${oozieActionShareLibForSpark2}</value>
+            </property>
+        </configuration>
+    </global>
+
+    <start to="CreateBlockStats"/>
+
+    <kill name="Kill">
+        <message>Action failed, error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
+    </kill>
+
+    <action name="CreateBlockStats">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Create deduplication blocks</name>
+            <class>eu.dnetlib.dhp.oa.dedup.SparkBlockStats</class>
+            <jar>dhp-dedup-openaire-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-memory=${sparkExecutorMemory}
+                --executor-cores=${sparkExecutorCores}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=3840
+            </spark-opts>
+            <arg>--graphBasePath</arg><arg>${graphBasePath}</arg>
+            <arg>--isLookUpUrl</arg><arg>${isLookUpUrl}</arg>
+            <arg>--actionSetId</arg><arg>${actionSetId}</arg>
+            <arg>--workingPath</arg><arg>${workingDir}</arg>
+            <arg>--numPartitions</arg><arg>${numPartitions}</arg>
+        </spark>
+        <ok to="End"/>
+        <error to="Kill"/>
+    </action>
+
+    <end name="End"/>
+</workflow-app>

dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/EntityMergerTest.java

@@ -45,6 +45,17 @@ public class EntityMergerTest implements Serializable {
 
 	}
 
+	@Test
+	public void softwareMergerTest() throws InstantiationException, IllegalAccessException {
+		List<Tuple2<String, Software>> softwares = readSample(
+			testEntityBasePath + "/software_merge.json", Software.class);
+
+		Software merged = DedupRecordFactory
+			.entityMerger(dedupId, softwares.iterator(), 0, dataInfo, Software.class);
+
+		assertEquals(merged.getBestaccessright().getClassid(), "OPEN SOURCE");
+	}
+
 	@Test
 	public void publicationMergerTest() throws InstantiationException, IllegalAccessException {
 

dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/SparkDedupTest.java

@@ -3,6 +3,8 @@ package eu.dnetlib.dhp.oa.dedup;
 
 import static java.nio.file.Files.createTempDirectory;
 
+import static org.apache.spark.sql.functions.col;
+import static org.apache.spark.sql.functions.count;
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import static org.mockito.Mockito.lenient;
 
@@ -11,6 +13,9 @@ import java.io.IOException;
 import java.io.Serializable;
 import java.net.URISyntaxException;
 import java.nio.file.Paths;
+import java.util.HashSet;
+import java.util.Set;
+import java.util.stream.Collectors;
 
 import org.apache.commons.io.FileUtils;
 import org.apache.commons.io.IOUtils;
@@ -18,6 +23,7 @@ import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.JavaPairRDD;
 import org.apache.spark.api.java.JavaRDD;
 import org.apache.spark.api.java.JavaSparkContext;
+import org.apache.spark.api.java.function.FilterFunction;
 import org.apache.spark.api.java.function.MapFunction;
 import org.apache.spark.api.java.function.PairFunction;
 import org.apache.spark.sql.Dataset;
@@ -71,11 +77,13 @@ public class SparkDedupTest implements Serializable {
 		FileUtils.deleteDirectory(new File(testOutputBasePath));
 		FileUtils.deleteDirectory(new File(testDedupGraphBasePath));
 
+		final SparkConf conf = new SparkConf();
+		conf.set("spark.sql.shuffle.partitions", "200");
 		spark = SparkSession
 			.builder()
 			.appName(SparkDedupTest.class.getSimpleName())
 			.master("local[*]")
-			.config(new SparkConf())
+			.config(conf)
 			.getOrCreate();
 
 		jsc = JavaSparkContext.fromSparkContext(spark.sparkContext());
@@ -152,33 +160,38 @@ public class SparkDedupTest implements Serializable {
 		parser
 			.parseArgument(
 				new String[] {
-					"-i",
-					testGraphBasePath,
-					"-asi",
-					testActionSetId,
-					"-la",
-					"lookupurl",
-					"-w",
-					testOutputBasePath
+					"-i", testGraphBasePath,
+					"-asi", testActionSetId,
+					"-la", "lookupurl",
+					"-w", testOutputBasePath,
+					"-np", "50"
 				});
 
 		new SparkCreateSimRels(parser, spark).run(isLookUpService);
 
 		long orgs_simrel = spark
 			.read()
-			.load(testOutputBasePath + "/" + testActionSetId + "/organization_simrel")
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/organization_simrel")
 			.count();
+
 		long pubs_simrel = spark
 			.read()
-			.load(testOutputBasePath + "/" + testActionSetId + "/publication_simrel")
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/publication_simrel")
 			.count();
-		long sw_simrel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/software_simrel").count();
 
-		long ds_simrel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/dataset_simrel").count();
+		long sw_simrel = spark
+			.read()
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/software_simrel")
+			.count();
+
+		long ds_simrel = spark
+			.read()
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/dataset_simrel")
+			.count();
 
 		long orp_simrel = spark
 			.read()
-			.load(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_simrel")
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_simrel")
 			.count();
 
 		assertEquals(3432, orgs_simrel);
@@ -190,6 +203,101 @@ public class SparkDedupTest implements Serializable {
 
 	@Test
 	@Order(2)
+	public void cutMergeRelsTest() throws Exception {
+
+		ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					SparkCreateMergeRels.class
+						.getResourceAsStream(
+							"/eu/dnetlib/dhp/oa/dedup/createCC_parameters.json")));
+		parser
+			.parseArgument(
+				new String[] {
+					"-i",
+					testGraphBasePath,
+					"-asi",
+					testActionSetId,
+					"-la",
+					"lookupurl",
+					"-w",
+					testOutputBasePath,
+					"-cc",
+					"3"
+				});
+
+		new SparkCreateMergeRels(parser, spark).run(isLookUpService);
+
+		long orgs_mergerel = spark
+			.read()
+			.load(testOutputBasePath + "/" + testActionSetId + "/organization_mergerel")
+			.as(Encoders.bean(Relation.class))
+			.filter((FilterFunction<Relation>) r -> r.getRelClass().equalsIgnoreCase("merges"))
+			.groupBy("source")
+			.agg(count("target").alias("cnt"))
+			.select("source", "cnt")
+			.where("cnt > 3")
+			.count();
+
+		long pubs_mergerel = spark
+			.read()
+			.load(testOutputBasePath + "/" + testActionSetId + "/publication_mergerel")
+			.as(Encoders.bean(Relation.class))
+			.filter((FilterFunction<Relation>) r -> r.getRelClass().equalsIgnoreCase("merges"))
+			.groupBy("source")
+			.agg(count("target").alias("cnt"))
+			.select("source", "cnt")
+			.where("cnt > 3")
+			.count();
+		long sw_mergerel = spark
+			.read()
+			.load(testOutputBasePath + "/" + testActionSetId + "/software_mergerel")
+			.as(Encoders.bean(Relation.class))
+			.filter((FilterFunction<Relation>) r -> r.getRelClass().equalsIgnoreCase("merges"))
+			.groupBy("source")
+			.agg(count("target").alias("cnt"))
+			.select("source", "cnt")
+			.where("cnt > 3")
+			.count();
+
+		long ds_mergerel = spark
+			.read()
+			.load(testOutputBasePath + "/" + testActionSetId + "/dataset_mergerel")
+			.as(Encoders.bean(Relation.class))
+			.filter((FilterFunction<Relation>) r -> r.getRelClass().equalsIgnoreCase("merges"))
+			.groupBy("source")
+			.agg(count("target").alias("cnt"))
+			.select("source", "cnt")
+			.where("cnt > 3")
+			.count();
+
+		long orp_mergerel = spark
+			.read()
+			.load(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_mergerel")
+			.as(Encoders.bean(Relation.class))
+			.filter((FilterFunction<Relation>) r -> r.getRelClass().equalsIgnoreCase("merges"))
+			.groupBy("source")
+			.agg(count("target").alias("cnt"))
+			.select("source", "cnt")
+			.where("cnt > 3")
+			.count();
+
+		assertEquals(0, orgs_mergerel);
+		assertEquals(0, pubs_mergerel);
+		assertEquals(0, sw_mergerel);
+		assertEquals(0, ds_mergerel);
+		assertEquals(0, orp_mergerel);
+
+		FileUtils.deleteDirectory(new File(testOutputBasePath + "/" + testActionSetId + "/organization_mergerel"));
+		FileUtils.deleteDirectory(new File(testOutputBasePath + "/" + testActionSetId + "/publication_mergerel"));
+		FileUtils.deleteDirectory(new File(testOutputBasePath + "/" + testActionSetId + "/software_mergerel"));
+		FileUtils.deleteDirectory(new File(testOutputBasePath + "/" + testActionSetId + "/dataset_mergerel"));
+		FileUtils
+			.deleteDirectory(new File(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_mergerel"));
+	}
+
+	@Test
+	@Order(3)
 	public void createMergeRelsTest() throws Exception {
 
 		ArgumentApplicationParser parser = new ArgumentApplicationParser(
@@ -225,8 +333,10 @@ public class SparkDedupTest implements Serializable {
 			.read()
 			.load(testOutputBasePath + "/" + testActionSetId + "/software_mergerel")
 			.count();
-
-		long ds_mergerel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/dataset_mergerel").count();
+		long ds_mergerel = spark
+			.read()
+			.load(testOutputBasePath + "/" + testActionSetId + "/dataset_mergerel")
+			.count();
 
 		long orp_mergerel = spark
 			.read()
@@ -241,7 +351,7 @@ public class SparkDedupTest implements Serializable {
 	}
 
 	@Test
-	@Order(3)
+	@Order(4)
 	public void createDedupRecordTest() throws Exception {
 
 		ArgumentApplicationParser parser = new ArgumentApplicationParser(
@@ -288,7 +398,7 @@ public class SparkDedupTest implements Serializable {
 	}
 
 	@Test
-	@Order(4)
+	@Order(5)
 	public void updateEntityTest() throws Exception {
 
 		ArgumentApplicationParser parser = new ArgumentApplicationParser(
@@ -404,7 +514,7 @@ public class SparkDedupTest implements Serializable {
 	}
 
 	@Test
-	@Order(5)
+	@Order(6)
 	public void propagateRelationTest() throws Exception {
 
 		ArgumentApplicationParser parser = new ArgumentApplicationParser(
@@ -423,7 +533,7 @@ public class SparkDedupTest implements Serializable {
 
 		long relations = jsc.textFile(testDedupGraphBasePath + "/relation").count();
 
-		assertEquals(4975, relations);
+		assertEquals(4866, relations);
 
 		// check deletedbyinference
 		final Dataset<Relation> mergeRels = spark
@@ -454,7 +564,7 @@ public class SparkDedupTest implements Serializable {
 	}
 
 	@Test
-	@Order(6)
+	@Order(7)
 	public void testRelations() throws Exception {
 		testUniqueness("/eu/dnetlib/dhp/dedup/test/relation_1.json", 12, 10);
 		testUniqueness("/eu/dnetlib/dhp/dedup/test/relation_2.json", 10, 2);

dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/SparkStatsTest.java

@@ -0,0 +1,177 @@
+
+package eu.dnetlib.dhp.oa.dedup;
+
+import static java.nio.file.Files.createTempDirectory;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.mockito.Mockito.lenient;
+
+import java.io.File;
+import java.io.IOException;
+import java.io.Serializable;
+import java.net.URISyntaxException;
+import java.nio.file.Paths;
+
+import org.apache.commons.io.FileUtils;
+import org.apache.commons.io.IOUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.api.java.JavaSparkContext;
+import org.apache.spark.sql.SparkSession;
+import org.junit.jupiter.api.*;
+import org.junit.jupiter.api.extension.ExtendWith;
+import org.mockito.Mock;
+import org.mockito.Mockito;
+import org.mockito.junit.jupiter.MockitoExtension;
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException;
+import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
+
+@ExtendWith(MockitoExtension.class)
+public class SparkStatsTest implements Serializable {
+
+	@Mock(serializable = true)
+	ISLookUpService isLookUpService;
+
+	private static SparkSession spark;
+	private static JavaSparkContext jsc;
+
+	private static String testGraphBasePath;
+	private static String testOutputBasePath;
+	private static final String testActionSetId = "test-orchestrator";
+
+	@BeforeAll
+	public static void cleanUp() throws IOException, URISyntaxException {
+
+		testGraphBasePath = Paths
+			.get(SparkDedupTest.class.getResource("/eu/dnetlib/dhp/dedup/entities").toURI())
+			.toFile()
+			.getAbsolutePath();
+		testOutputBasePath = createTempDirectory(SparkDedupTest.class.getSimpleName() + "-")
+			.toAbsolutePath()
+			.toString();
+
+		FileUtils.deleteDirectory(new File(testOutputBasePath));
+
+		final SparkConf conf = new SparkConf();
+		conf.set("spark.sql.shuffle.partitions", "200");
+		spark = SparkSession
+			.builder()
+			.appName(SparkDedupTest.class.getSimpleName())
+			.master("local[*]")
+			.config(conf)
+			.getOrCreate();
+
+		jsc = JavaSparkContext.fromSparkContext(spark.sparkContext());
+	}
+
+	@BeforeEach
+	public void setUp() throws IOException, ISLookUpException {
+
+		lenient()
+			.when(isLookUpService.getResourceProfileByQuery(Mockito.contains(testActionSetId)))
+			.thenReturn(
+				IOUtils
+					.toString(
+						SparkDedupTest.class
+							.getResourceAsStream(
+								"/eu/dnetlib/dhp/dedup/profiles/mock_orchestrator.xml")));
+
+		lenient()
+			.when(isLookUpService.getResourceProfileByQuery(Mockito.contains("organization")))
+			.thenReturn(
+				IOUtils
+					.toString(
+						SparkDedupTest.class
+							.getResourceAsStream(
+								"/eu/dnetlib/dhp/dedup/conf/org.curr.conf.json")));
+
+		lenient()
+			.when(isLookUpService.getResourceProfileByQuery(Mockito.contains("publication")))
+			.thenReturn(
+				IOUtils
+					.toString(
+						SparkDedupTest.class
+							.getResourceAsStream(
+								"/eu/dnetlib/dhp/dedup/conf/pub.curr.conf.json")));
+
+		lenient()
+			.when(isLookUpService.getResourceProfileByQuery(Mockito.contains("software")))
+			.thenReturn(
+				IOUtils
+					.toString(
+						SparkDedupTest.class
+							.getResourceAsStream(
+								"/eu/dnetlib/dhp/dedup/conf/sw.curr.conf.json")));
+
+		lenient()
+			.when(isLookUpService.getResourceProfileByQuery(Mockito.contains("dataset")))
+			.thenReturn(
+				IOUtils
+					.toString(
+						SparkDedupTest.class
+							.getResourceAsStream(
+								"/eu/dnetlib/dhp/dedup/conf/ds.curr.conf.json")));
+
+		lenient()
+			.when(isLookUpService.getResourceProfileByQuery(Mockito.contains("otherresearchproduct")))
+			.thenReturn(
+				IOUtils
+					.toString(
+						SparkDedupTest.class
+							.getResourceAsStream(
+								"/eu/dnetlib/dhp/dedup/conf/orp.curr.conf.json")));
+	}
+
+	@Test
+	public void createBlockStatsTest() throws Exception {
+
+		ArgumentApplicationParser parser = new ArgumentApplicationParser(
+			IOUtils
+				.toString(
+					SparkCreateSimRels.class
+						.getResourceAsStream(
+							"/eu/dnetlib/dhp/oa/dedup/createBlockStats_parameters.json")));
+		parser
+			.parseArgument(
+				new String[] {
+					"-i", testGraphBasePath,
+					"-asi", testActionSetId,
+					"-la", "lookupurl",
+					"-w", testOutputBasePath
+				});
+
+		new SparkBlockStats(parser, spark).run(isLookUpService);
+
+		long orgs_blocks = spark
+			.read()
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/organization_blockstats")
+			.count();
+
+		long pubs_blocks = spark
+			.read()
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/publication_blockstats")
+			.count();
+
+		long sw_blocks = spark
+			.read()
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/software_blockstats")
+			.count();
+
+		long ds_blocks = spark
+			.read()
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/dataset_blockstats")
+			.count();
+
+		long orp_blocks = spark
+			.read()
+			.textFile(testOutputBasePath + "/" + testActionSetId + "/otherresearchproduct_blockstats")
+			.count();
+
+		assertEquals(121, orgs_blocks);
+		assertEquals(110, pubs_blocks);
+		assertEquals(21, sw_blocks);
+		assertEquals(67, ds_blocks);
+		assertEquals(55, orp_blocks);
+	}
+}

dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/conf/ds.curr.conf.json

@@ -6,10 +6,10 @@
     "subEntityType" : "resulttype",
     "subEntityValue" : "dataset",
     "orderField" : "title",
-    "queueMaxSize" : "2000",
+    "queueMaxSize" : "100",
     "groupMaxSize" : "100",
     "maxChildren" : "100",
-    "slidingWindowSize" : "200",
+    "slidingWindowSize" : "100",
     "rootBuilder" : ["result", "resultProject_outcome_isProducedBy", "resultResult_publicationDataset_isRelatedTo", "resultResult_similarity_isAmongTopNSimilarDocuments", "resultResult_similarity_hasAmongTopNSimilarDocuments", "resultOrganization_affiliation_hasAuthorInstitution", "resultResult_part_hasPart", "resultResult_part_isPartOf", "resultResult_supplement_isSupplementTo", "resultResult_supplement_isSupplementedBy", "resultResult_version_isVersionOf" ],
     "includeChildren" : "true",
     "idPath" : "$.id",

dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/conf/orp.curr.conf.json

@@ -6,10 +6,10 @@
     "subEntityType" : "resulttype",
     "subEntityValue" : "otherresearchproduct",
     "orderField" : "title",
-    "queueMaxSize" : "2000",
+    "queueMaxSize" : "100",
     "groupMaxSize" : "100",
     "maxChildren" : "100",
-    "slidingWindowSize" : "200",
+    "slidingWindowSize" : "100",
     "rootBuilder" : [ "result", "resultProject_outcome_isProducedBy", "resultResult_publicationDataset_isRelatedTo", "resultResult_similarity_isAmongTopNSimilarDocuments", "resultResult_similarity_hasAmongTopNSimilarDocuments", "resultOrganization_affiliation_hasAuthorInstitution", "resultResult_part_hasPart", "resultResult_part_isPartOf", "resultResult_supplement_isSupplementTo", "resultResult_supplement_isSupplementedBy", "resultResult_version_isVersionOf" ],
     "includeChildren" : "true",
     "idPath" : "$.id",

dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/conf/pub.curr.conf.json

@@ -6,10 +6,10 @@
     "subEntityType": "resulttype",
     "subEntityValue": "publication",
     "orderField": "title",
-    "queueMaxSize": "2000",
+    "queueMaxSize": "100",
     "groupMaxSize": "100",
     "maxChildren": "100",
-    "slidingWindowSize": "200",
+    "slidingWindowSize": "100",
     "rootBuilder": [
       "result",
       "resultProject_outcome_isProducedBy",

dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/conf/sw.curr.conf.json

@@ -6,10 +6,10 @@
       "subEntityType" : "resulttype",
       "subEntityValue" : "software",
       "orderField" : "title",
-      "queueMaxSize" : "2000",
+      "queueMaxSize" : "100",
       "groupMaxSize" : "100",
       "maxChildren" : "100",
-      "slidingWindowSize" : "200",
+      "slidingWindowSize" : "100",
       "rootBuilder" : [ "result", "resultProject_outcome_isProducedBy", "resultResult_publicationDataset_isRelatedTo", "resultResult_similarity_isAmongTopNSimilarDocuments", "resultResult_similarity_hasAmongTopNSimilarDocuments", "resultOrganization_affiliation_hasAuthorInstitution", "resultResult_part_hasPart", "resultResult_part_isPartOf", "resultResult_supplement_isSupplementTo", "resultResult_supplement_isSupplementedBy", "resultResult_version_isVersionOf" ],
       "includeChildren" : "true",
       "idPath" : "$.id",
@@ -19,7 +19,7 @@
       "clustering" : [
         { "name" : "ngrampairs", "fields" : [ "title" ], "params" : { "max" : "1", "ngramLen" : "3"} },
         { "name" : "suffixprefix", "fields" : [ "title" ], "params" : { "max" : "1", "len" : "3" } },
-        { "name" : "lowercase", "fields" : [ "doi", "url" ], "params" : { } }
+        { "name" : "lowercase", "fields" : [ "doi" ], "params" : { } }
       ],
       "decisionTree": {
         "start": {

dhp-workflows/dhp-graph-mapper/pom.xml

@@ -9,6 +9,37 @@
 
     <artifactId>dhp-graph-mapper</artifactId>
 
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>net.alchim31.maven</groupId>
+                <artifactId>scala-maven-plugin</artifactId>
+                <version>4.0.1</version>
+                <executions>
+                    <execution>
+                        <id>scala-compile-first</id>
+                        <phase>initialize</phase>
+                        <goals>
+                            <goal>add-source</goal>
+                            <goal>compile</goal>
+                        </goals>
+                    </execution>
+                    <execution>
+                        <id>scala-test-compile</id>
+                        <phase>process-test-resources</phase>
+                        <goals>
+                            <goal>testCompile</goal>
+                        </goals>
+                    </execution>
+                </executions>
+                <configuration>
+                    <scalaVersion>${scala.version}</scalaVersion>
+                </configuration>
+            </plugin>
+        </plugins>
+
+    </build>
+
     <dependencies>
 
         <dependency>
@@ -61,6 +92,13 @@
             <groupId>org.postgresql</groupId>
             <artifactId>postgresql</artifactId>
         </dependency>
+        <dependency>
+            <groupId>org.json4s</groupId>
+            <artifactId>json4s-jackson_2.11</artifactId>
+            <version>3.5.3</version>
+        </dependency>
+
+
 
     </dependencies>
 

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/oa/graph/clean/CleanGraphSparkJob.java

@@ -23,6 +23,7 @@ import com.fasterxml.jackson.databind.ObjectMapper;
 
 import eu.dnetlib.dhp.application.ArgumentApplicationParser;
 import eu.dnetlib.dhp.common.HdfsSupport;
+import eu.dnetlib.dhp.oa.graph.raw.AbstractMdRecordToOafMapper;
 import eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils;
 import eu.dnetlib.dhp.oa.graph.raw.common.VocabularyGroup;
 import eu.dnetlib.dhp.schema.common.ModelConstants;
@@ -97,7 +98,7 @@ public class CleanGraphSparkJob {
 			.json(outputPath);
 	}
 
-	private static <T extends Oaf> T fixDefaults(T value) {
+	protected static <T extends Oaf> T fixDefaults(T value) {
 		if (value instanceof Datasource) {
 			// nothing to clean here
 		} else if (value instanceof Project) {
@@ -134,11 +135,6 @@ public class CleanGraphSparkJob {
 					.setResourcetype(
 						qualifier("UNKNOWN", "Unknown", ModelConstants.DNET_DATA_CITE_RESOURCE));
 			}
-			if (Objects.isNull(r.getBestaccessright()) || StringUtils.isBlank(r.getBestaccessright().getClassid())) {
-				r
-					.setBestaccessright(
-						qualifier("UNKNOWN", "not available", ModelConstants.DNET_ACCESS_MODES));
-			}
 			if (Objects.nonNull(r.getInstance())) {
 				for (Instance i : r.getInstance()) {
 					if (Objects.isNull(i.getAccessright()) || StringUtils.isBlank(i.getAccessright().getClassid())) {
@@ -152,6 +148,16 @@ public class CleanGraphSparkJob {
 					}
 				}
 			}
+			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()

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/oa/graph/hive/GraphHiveTableImporterJob.java

@@ -9,6 +9,7 @@ import java.util.Optional;
 import org.apache.commons.io.IOUtils;
 import org.apache.spark.SparkConf;
 import org.apache.spark.api.java.function.MapFunction;
+import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Encoders;
 import org.apache.spark.sql.SaveMode;
 import org.apache.spark.sql.SparkSession;
@@ -42,6 +43,12 @@ public class GraphHiveTableImporterJob {
 			.orElse(Boolean.TRUE);
 		log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
 
+		int numPartitions = Optional
+			.ofNullable(parser.get("numPartitions"))
+			.map(Integer::valueOf)
+			.orElse(-1);
+		log.info("numPartitions: {}", numPartitions);
+
 		String inputPath = parser.get("inputPath");
 		log.info("inputPath: {}", inputPath);
 
@@ -60,16 +67,21 @@ public class GraphHiveTableImporterJob {
 		conf.set("hive.metastore.uris", hiveMetastoreUris);
 
 		runWithSparkHiveSession(
-			conf, isSparkSessionManaged, spark -> loadGraphTable(spark, inputPath, hiveDbName, clazz));
+			conf, isSparkSessionManaged, spark -> loadGraphTable(spark, inputPath, hiveDbName, clazz, numPartitions));
 	}
 
 	// protected for testing
 	private static <T extends Oaf> void loadGraphTable(SparkSession spark, String inputPath, String hiveDbName,
-		Class<T> clazz) {
+		Class<T> clazz, int numPartitions) {
 
-		spark
-			.read()
-			.textFile(inputPath)
+		Dataset<String> dataset = spark.read().textFile(inputPath);
+
+		if (numPartitions > 0) {
+			log.info("repartitioning {} to {} partitions", clazz.getSimpleName(), numPartitions);
+			dataset = dataset.repartition(numPartitions);
+		}
+
+		dataset
 			.map((MapFunction<String, T>) s -> OBJECT_MAPPER.readValue(s, clazz), Encoders.bean(clazz))
 			.write()
 			.mode(SaveMode.Overwrite)

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/oa/graph/merge/MergeGraphSparkJob.java

@@ -0,0 +1,162 @@
+
+package eu.dnetlib.dhp.oa.graph.merge;
+
+import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
+
+import java.util.Objects;
+import java.util.Optional;
+
+import org.apache.commons.io.IOUtils;
+import org.apache.spark.SparkConf;
+import org.apache.spark.api.java.function.FilterFunction;
+import org.apache.spark.api.java.function.MapFunction;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SaveMode;
+import org.apache.spark.sql.SparkSession;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import com.fasterxml.jackson.databind.ObjectMapper;
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser;
+import eu.dnetlib.dhp.common.HdfsSupport;
+import eu.dnetlib.dhp.oa.graph.clean.CleanGraphSparkJob;
+import eu.dnetlib.dhp.schema.common.ModelSupport;
+import eu.dnetlib.dhp.schema.oaf.*;
+import scala.Tuple2;
+
+/**
+ * Combines the content from two aggregator graph tables of the same type, entities (or relationships) with the same ids
+ * are picked preferring those from the BETA aggregator rather then from PROD. The identity of a relationship is defined
+ * by eu.dnetlib.dhp.schema.common.ModelSupport#idFn()
+ */
+public class MergeGraphSparkJob {
+
+	private static final Logger log = LoggerFactory.getLogger(CleanGraphSparkJob.class);
+
+	private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
+
+	private static final String PRIORITY_DEFAULT = "BETA"; // BETA | PROD
+
+	public static void main(String[] args) throws Exception {
+
+		String jsonConfiguration = IOUtils
+			.toString(
+				CleanGraphSparkJob.class
+					.getResourceAsStream(
+						"/eu/dnetlib/dhp/oa/graph/merge_graphs_parameters.json"));
+		final ArgumentApplicationParser parser = new ArgumentApplicationParser(jsonConfiguration);
+		parser.parseArgument(args);
+
+		String priority = Optional
+			.ofNullable(parser.get("priority"))
+			.orElse(PRIORITY_DEFAULT);
+		log.info("priority: {}", priority);
+
+		Boolean isSparkSessionManaged = Optional
+			.ofNullable(parser.get("isSparkSessionManaged"))
+			.map(Boolean::valueOf)
+			.orElse(Boolean.TRUE);
+		log.info("isSparkSessionManaged: {}", isSparkSessionManaged);
+
+		String betaInputPath = parser.get("betaInputPath");
+		log.info("betaInputPath: {}", betaInputPath);
+
+		String prodInputPath = parser.get("prodInputPath");
+		log.info("prodInputPath: {}", prodInputPath);
+
+		String outputPath = parser.get("outputPath");
+		log.info("outputPath: {}", outputPath);
+
+		String graphTableClassName = parser.get("graphTableClassName");
+		log.info("graphTableClassName: {}", graphTableClassName);
+
+		Class<? extends OafEntity> entityClazz = (Class<? extends OafEntity>) Class.forName(graphTableClassName);
+
+		SparkConf conf = new SparkConf();
+		conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer");
+		conf.registerKryoClasses(ModelSupport.getOafModelClasses());
+
+		runWithSparkSession(
+			conf,
+			isSparkSessionManaged,
+			spark -> {
+				removeOutputDir(spark, outputPath);
+				mergeGraphTable(spark, priority, betaInputPath, prodInputPath, entityClazz, entityClazz, outputPath);
+			});
+	}
+
+	private static <P extends Oaf, B extends Oaf> void mergeGraphTable(
+		SparkSession spark,
+		String priority,
+		String betaInputPath,
+		String prodInputPath,
+		Class<P> p_clazz,
+		Class<B> b_clazz,
+		String outputPath) {
+
+		Dataset<Tuple2<String, B>> beta = readTableFromPath(spark, betaInputPath, b_clazz);
+		Dataset<Tuple2<String, P>> prod = readTableFromPath(spark, prodInputPath, p_clazz);
+
+		prod
+			.joinWith(beta, prod.col("_1").equalTo(beta.col("_1")), "full_outer")
+			.map((MapFunction<Tuple2<Tuple2<String, P>, Tuple2<String, B>>, P>) value -> {
+				Optional<P> p = Optional.ofNullable(value._1()).map(Tuple2::_2);
+				Optional<B> b = Optional.ofNullable(value._2()).map(Tuple2::_2);
+				switch (priority) {
+					default:
+					case "BETA":
+						return mergeWithPriorityToBETA(p, b);
+					case "PROD":
+						return mergeWithPriorityToPROD(p, b);
+				}
+			}, Encoders.bean(p_clazz))
+			.filter((FilterFunction<P>) Objects::nonNull)
+			.write()
+			.mode(SaveMode.Overwrite)
+			.option("compression", "gzip")
+			.json(outputPath);
+	}
+
+	private static <P extends Oaf, B extends Oaf> P mergeWithPriorityToPROD(Optional<P> p, Optional<B> b) {
+		if (b.isPresent() & !p.isPresent()) {
+			return (P) b.get();
+		}
+		if (p.isPresent()) {
+			return p.get();
+		}
+		return null;
+	}
+
+	private static <P extends Oaf, B extends Oaf> P mergeWithPriorityToBETA(Optional<P> p, Optional<B> b) {
+		if (p.isPresent() & !b.isPresent()) {
+			return p.get();
+		}
+		if (b.isPresent()) {
+			return (P) b.get();
+		}
+		return null;
+	}
+
+	private static <T extends Oaf> Dataset<Tuple2<String, T>> readTableFromPath(
+		SparkSession spark, String inputEntityPath, Class<T> clazz) {
+
+		log.info("Reading Graph table from: {}", inputEntityPath);
+		return spark
+			.read()
+			.textFile(inputEntityPath)
+			.map(
+				(MapFunction<String, Tuple2<String, T>>) value -> {
+					final T t = OBJECT_MAPPER.readValue(value, clazz);
+					final String id = ModelSupport.idFn().apply(t);
+					return new Tuple2<>(id, t);
+				},
+				Encoders.tuple(Encoders.STRING(), Encoders.kryo(clazz)));
+	}
+
+	private static void removeOutputDir(SparkSession spark, String path) {
+		HdfsSupport.remove(path, spark.sparkContext().hadoopConfiguration());
+	}
+
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/oa/graph/raw/AbstractMdRecordToOafMapper.java

@@ -1,36 +1,10 @@
 
 package eu.dnetlib.dhp.oa.graph.raw;
 
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.createOpenaireId;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.dataInfo;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.field;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.journal;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.keyValue;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.listFields;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.oaiIProvenance;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.qualifier;
-import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.structuredProperty;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.DATASET_DEFAULT_RESULTTYPE;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.DNET_ACCESS_MODES;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.DNET_PID_TYPES;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.IS_PRODUCED_BY;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.NOT_AVAILABLE;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.ORP_DEFAULT_RESULTTYPE;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.OUTCOME;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.PRODUCES;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.PUBLICATION_DEFAULT_RESULTTYPE;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.REPOSITORY_PROVENANCE_ACTIONS;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.RESULT_PROJECT;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.SOFTWARE_DEFAULT_RESULTTYPE;
-import static eu.dnetlib.dhp.schema.common.ModelConstants.UNKNOWN;
+import static eu.dnetlib.dhp.oa.graph.raw.common.OafMapperUtils.*;
+import static eu.dnetlib.dhp.schema.common.ModelConstants.*;
 
-import java.util.ArrayList;
-import java.util.Arrays;
-import java.util.Date;
-import java.util.HashMap;
-import java.util.List;
-import java.util.Map;
-import java.util.Optional;
+import java.util.*;
 
 import org.apache.commons.lang3.StringUtils;
 import org.dom4j.Document;
@@ -40,24 +14,8 @@ import org.dom4j.Node;
 
 import eu.dnetlib.dhp.oa.graph.raw.common.VocabularyGroup;
 import eu.dnetlib.dhp.schema.common.LicenseComparator;
-import eu.dnetlib.dhp.schema.oaf.Author;
-import eu.dnetlib.dhp.schema.oaf.Context;
-import eu.dnetlib.dhp.schema.oaf.DataInfo;
-import eu.dnetlib.dhp.schema.oaf.Dataset;
-import eu.dnetlib.dhp.schema.oaf.Field;
-import eu.dnetlib.dhp.schema.oaf.GeoLocation;
-import eu.dnetlib.dhp.schema.oaf.Instance;
-import eu.dnetlib.dhp.schema.oaf.Journal;
-import eu.dnetlib.dhp.schema.oaf.KeyValue;
-import eu.dnetlib.dhp.schema.oaf.OAIProvenance;
-import eu.dnetlib.dhp.schema.oaf.Oaf;
-import eu.dnetlib.dhp.schema.oaf.OtherResearchProduct;
-import eu.dnetlib.dhp.schema.oaf.Publication;
-import eu.dnetlib.dhp.schema.oaf.Qualifier;
-import eu.dnetlib.dhp.schema.oaf.Relation;
-import eu.dnetlib.dhp.schema.oaf.Result;
-import eu.dnetlib.dhp.schema.oaf.Software;
-import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
+import eu.dnetlib.dhp.schema.common.ModelConstants;
+import eu.dnetlib.dhp.schema.oaf.*;
 
 public abstract class AbstractMdRecordToOafMapper {
 
@@ -99,7 +57,6 @@ public abstract class AbstractMdRecordToOafMapper {
 			final Document doc = DocumentHelper
 				.parseText(xml.replaceAll(DATACITE_SCHEMA_KERNEL_4, DATACITE_SCHEMA_KERNEL_3));
 
-			final String type = doc.valueOf("//dr:CobjCategory/@type");
 			final KeyValue collectedFrom = getProvenanceDatasource(
 				doc, "//oaf:collectedFrom/@id", "//oaf:collectedFrom/@name");
 
@@ -118,12 +75,39 @@ public abstract class AbstractMdRecordToOafMapper {
 			final DataInfo info = prepareDataInfo(doc, invisible);
 			final long lastUpdateTimestamp = new Date().getTime();
 
-			return createOafs(doc, type, collectedFrom, hostedBy, info, lastUpdateTimestamp);
+			final List<Instance> instances = prepareInstances(doc, info, collectedFrom, hostedBy);
+
+			final String type = getResultType(doc, instances);
+
+			return createOafs(doc, type, instances, collectedFrom, info, lastUpdateTimestamp);
 		} catch (final Exception e) {
 			throw new RuntimeException(e);
 		}
 	}
 
+	protected String getResultType(final Document doc, final List<Instance> instances) {
+		String type = doc.valueOf("//dr:CobjCategory/@type");
+
+		if (StringUtils.isBlank(type) & vocs.vocabularyExists(ModelConstants.DNET_RESULT_TYPOLOGIES)) {
+			String instanceType = instances
+				.stream()
+				.map(i -> i.getInstancetype().getClassid())
+				.findFirst()
+				.map(s -> UNKNOWN.equalsIgnoreCase(s) ? "0000" : s)
+				.orElse("0000"); // Unknown
+			return Optional
+				.ofNullable(vocs.getSynonymAsQualifier(ModelConstants.DNET_RESULT_TYPOLOGIES, instanceType))
+				.map(q -> q.getClassid())
+				.orElse("0000");
+			/*
+			 * .orElseThrow( () -> new IllegalArgumentException( String.format("'%s' not mapped in %s", instanceType,
+			 * DNET_RESULT_TYPOLOGIES)));
+			 */
+		}
+
+		return type;
+	}
+
 	private KeyValue getProvenanceDatasource(final Document doc, final String xpathId, final String xpathName) {
 		final String dsId = doc.valueOf(xpathId);
 		final String dsName = doc.valueOf(xpathName);
@@ -138,8 +122,8 @@ public abstract class AbstractMdRecordToOafMapper {
 	protected List<Oaf> createOafs(
 		final Document doc,
 		final String type,
+		final List<Instance> instances,
 		final KeyValue collectedFrom,
-		final KeyValue hostedBy,
 		final DataInfo info,
 		final long lastUpdateTimestamp) {
 
@@ -148,14 +132,14 @@ public abstract class AbstractMdRecordToOafMapper {
 		switch (type.toLowerCase()) {
 			case "publication":
 				final Publication p = new Publication();
-				populateResultFields(p, doc, collectedFrom, hostedBy, info, lastUpdateTimestamp);
+				populateResultFields(p, doc, instances, collectedFrom, info, lastUpdateTimestamp);
 				p.setResulttype(PUBLICATION_DEFAULT_RESULTTYPE);
 				p.setJournal(prepareJournal(doc, info));
 				oafs.add(p);
 				break;
 			case "dataset":
 				final Dataset d = new Dataset();
-				populateResultFields(d, doc, collectedFrom, hostedBy, info, lastUpdateTimestamp);
+				populateResultFields(d, doc, instances, collectedFrom, info, lastUpdateTimestamp);
 				d.setResulttype(DATASET_DEFAULT_RESULTTYPE);
 				d.setStoragedate(prepareDatasetStorageDate(doc, info));
 				d.setDevice(prepareDatasetDevice(doc, info));
@@ -168,7 +152,7 @@ public abstract class AbstractMdRecordToOafMapper {
 				break;
 			case "software":
 				final Software s = new Software();
-				populateResultFields(s, doc, collectedFrom, hostedBy, info, lastUpdateTimestamp);
+				populateResultFields(s, doc, instances, collectedFrom, info, lastUpdateTimestamp);
 				s.setResulttype(SOFTWARE_DEFAULT_RESULTTYPE);
 				s.setDocumentationUrl(prepareSoftwareDocumentationUrls(doc, info));
 				s.setLicense(prepareSoftwareLicenses(doc, info));
@@ -180,7 +164,7 @@ public abstract class AbstractMdRecordToOafMapper {
 			case "otherresearchproducts":
 			default:
 				final OtherResearchProduct o = new OtherResearchProduct();
-				populateResultFields(o, doc, collectedFrom, hostedBy, info, lastUpdateTimestamp);
+				populateResultFields(o, doc, instances, collectedFrom, info, lastUpdateTimestamp);
 				o.setResulttype(ORP_DEFAULT_RESULTTYPE);
 				o.setContactperson(prepareOtherResearchProductContactPersons(doc, info));
 				o.setContactgroup(prepareOtherResearchProductContactGroups(doc, info));
@@ -259,14 +243,16 @@ public abstract class AbstractMdRecordToOafMapper {
 	private void populateResultFields(
 		final Result r,
 		final Document doc,
+		final List<Instance> instances,
 		final KeyValue collectedFrom,
-		final KeyValue hostedBy,
 		final DataInfo info,
 		final long lastUpdateTimestamp) {
 		r.setDataInfo(info);
 		r.setLastupdatetimestamp(lastUpdateTimestamp);
 		r.setId(createOpenaireId(50, doc.valueOf("//dri:objIdentifier"), false));
-		r.setOriginalId(Arrays.asList(doc.valueOf("//dri:objIdentifier")));
+
+		r.setOriginalId(Arrays.asList(findOriginalId(doc)));
+
 		r.setCollectedfrom(Arrays.asList(collectedFrom));
 		r.setPid(prepareResultPids(doc, info));
 		r.setDateofcollection(doc.valueOf("//dr:dateOfCollection"));
@@ -291,7 +277,7 @@ public abstract class AbstractMdRecordToOafMapper {
 		r.setCoverage(prepareCoverages(doc, info));
 		r.setContext(prepareContexts(doc, info));
 		r.setExternalReference(new ArrayList<>()); // NOT PRESENT IN MDSTORES
-		final List<Instance> instances = prepareInstances(doc, info, collectedFrom, hostedBy);
+
 		r.setInstance(instances);
 		r.setBestaccessright(getBestAccessRights(instances));
 	}
@@ -378,6 +364,10 @@ public abstract class AbstractMdRecordToOafMapper {
 
 	protected abstract Field<String> prepareDatasetStorageDate(Document doc, DataInfo info);
 
+	public static Qualifier createBestAccessRights(final List<Instance> instanceList) {
+		return getBestAccessRights(instanceList);
+	}
+
 	protected static Qualifier getBestAccessRights(final List<Instance> instanceList) {
 		if (instanceList != null) {
 			final Optional<Qualifier> min = instanceList
@@ -425,6 +415,18 @@ public abstract class AbstractMdRecordToOafMapper {
 		return null;
 	}
 
+	private String findOriginalId(final Document doc) {
+		final Node n = doc.selectSingleNode("//*[local-name()='provenance']/*[local-name()='originDescription']");
+		if (n != null) {
+			final String id = n.valueOf("./*[local-name()='identifier']");
+			if (StringUtils.isNotBlank(id)) {
+				return id;
+			}
+		}
+		return doc.valueOf("//*[local-name()='header']/*[local-name()='identifier']");
+
+	}
+
 	protected Qualifier prepareQualifier(final Node node, final String xpath, final String schemeId) {
 		return prepareQualifier(node.valueOf(xpath).trim(), schemeId);
 	}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/oa/graph/raw/common/OafMapperUtils.java

@@ -4,7 +4,11 @@ package eu.dnetlib.dhp.oa.graph.raw.common;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.List;
+import java.util.Map;
 import java.util.Objects;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.function.Function;
+import java.util.function.Predicate;
 import java.util.stream.Collectors;
 
 import org.apache.commons.lang3.StringUtils;
@@ -57,6 +61,7 @@ public class OafMapperUtils {
 			.stream(values)
 			.map(v -> field(v, info))
 			.filter(Objects::nonNull)
+			.filter(distinctByKey(f -> f.getValue()))
 			.collect(Collectors.toList());
 	}
 
@@ -65,6 +70,7 @@ public class OafMapperUtils {
 			.stream()
 			.map(v -> field(v, info))
 			.filter(Objects::nonNull)
+			.filter(distinctByKey(f -> f.getValue()))
 			.collect(Collectors.toList());
 	}
 
@@ -237,4 +243,10 @@ public class OafMapperUtils {
 	public static String asString(final Object o) {
 		return o == null ? "" : o.toString();
 	}
+
+	public static <T> Predicate<T> distinctByKey(
+		final Function<? super T, ?> keyExtractor) {
+		final Map<Object, Boolean> seen = new ConcurrentHashMap<>();
+		return t -> seen.putIfAbsent(keyExtractor.apply(t), Boolean.TRUE) == null;
+	}
 }

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/EBIAggregator.scala

@@ -0,0 +1,89 @@
+package eu.dnetlib.dhp.sx.ebi
+import eu.dnetlib.dhp.schema.oaf.{Publication, Relation, Dataset => OafDataset}
+import org.apache.spark.sql.{Encoder, Encoders}
+import org.apache.spark.sql.expressions.Aggregator
+
+
+
+object EBIAggregator {
+
+  def getDatasetAggregator(): Aggregator[(String, OafDataset), OafDataset, OafDataset] = new Aggregator[(String, OafDataset), OafDataset, OafDataset]{
+
+    override def zero: OafDataset = new OafDataset()
+
+    override def reduce(b: OafDataset, a: (String, OafDataset)): OafDataset = {
+      b.mergeFrom(a._2)
+      if (b.getId == null)
+        b.setId(a._2.getId)
+      b
+    }
+
+
+    override def merge(wx: OafDataset, wy: OafDataset): OafDataset = {
+      wx.mergeFrom(wy)
+      if(wx.getId == null && wy.getId.nonEmpty)
+        wx.setId(wy.getId)
+      wx
+    }
+    override def finish(reduction: OafDataset): OafDataset = reduction
+
+    override def bufferEncoder: Encoder[OafDataset] =
+      Encoders.kryo(classOf[OafDataset])
+
+    override def outputEncoder: Encoder[OafDataset] =
+      Encoders.kryo(classOf[OafDataset])
+  }
+
+
+  def getPublicationAggregator(): Aggregator[(String, Publication), Publication, Publication] = new Aggregator[(String, Publication), Publication, Publication]{
+
+    override def zero: Publication = new Publication()
+
+    override def reduce(b: Publication, a: (String, Publication)): Publication = {
+      b.mergeFrom(a._2)
+      if (b.getId == null)
+        b.setId(a._2.getId)
+      b
+    }
+
+
+    override def merge(wx: Publication, wy: Publication): Publication = {
+      wx.mergeFrom(wy)
+      if(wx.getId == null && wy.getId.nonEmpty)
+        wx.setId(wy.getId)
+      wx
+    }
+    override def finish(reduction: Publication): Publication = reduction
+
+    override def bufferEncoder: Encoder[Publication] =
+      Encoders.kryo(classOf[Publication])
+
+    override def outputEncoder: Encoder[Publication] =
+      Encoders.kryo(classOf[Publication])
+  }
+
+
+  def getRelationAggregator(): Aggregator[(String, Relation), Relation, Relation] = new Aggregator[(String, Relation), Relation, Relation]{
+
+    override def zero: Relation = new Relation()
+
+    override def reduce(b: Relation, a: (String, Relation)): Relation = {
+      a._2
+    }
+
+
+    override def merge(a: Relation, b: Relation): Relation = {
+      if(b!= null) b else a
+    }
+    override def finish(reduction: Relation): Relation = reduction
+
+    override def bufferEncoder: Encoder[Relation] =
+      Encoders.kryo(classOf[Relation])
+
+    override def outputEncoder: Encoder[Relation] =
+      Encoders.kryo(classOf[Relation])
+  }
+
+
+
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/SparkAddLinkUpdates.scala

@@ -0,0 +1,138 @@
+package eu.dnetlib.dhp.sx.ebi
+import eu.dnetlib.dhp.application.ArgumentApplicationParser
+import eu.dnetlib.dhp.schema.oaf.{Instance, KeyValue, Oaf}
+import eu.dnetlib.dhp.schema.scholexplorer.OafUtils.createQualifier
+import eu.dnetlib.dhp.schema.scholexplorer.{DLIDataset, DLIRelation, OafUtils, ProvenaceInfo}
+import eu.dnetlib.dhp.utils.DHPUtils
+import eu.dnetlib.scholexplorer.relation.RelationMapper
+import org.apache.commons.io.IOUtils
+import org.apache.spark.SparkConf
+import org.apache.spark.sql._
+import org.json4s
+import org.json4s.DefaultFormats
+import org.json4s.JsonAST.{JField, JObject, JString}
+import org.json4s.jackson.JsonMethods.parse
+
+import scala.collection.JavaConverters._
+
+object SparkAddLinkUpdates {
+
+  val relationMapper = RelationMapper.load
+
+
+case class EBILinks(relation:String, pubdate:String, tpid:String, tpidType:String, turl:String, title:String, publisher:String) {}
+
+
+  def generatePubmedDLICollectedFrom(): KeyValue = {
+    OafUtils.generateKeyValue("dli_________::europe_pmc__", "Europe PMC")
+  }
+
+
+  def ebiLinksToOaf(input:(String, String)):List[Oaf] = {
+    val pmid :String = input._1
+    val input_json :String = input._2
+    implicit lazy val formats: DefaultFormats.type = org.json4s.DefaultFormats
+    lazy val json: json4s.JValue = parse(input_json)
+
+
+    val targets:List[EBILinks] = for {
+      JObject(link) <- json \\ "Category" \\ "Link"
+      JField("PublicationDate", JString(pubdate)) <- link
+      JField("RelationshipType", JObject(relationshipType)) <- link
+      JField("Name", JString(relname)) <- relationshipType
+      JField("Target", JObject(target)) <- link
+      JField("Identifier", JObject(identifier)) <- target
+      JField("ID", JString(tpid)) <- identifier
+      JField("IDScheme", JString(tpidtype)) <- identifier
+      JField("IDURL", JString(turl)) <- identifier
+      JField("Title", JString(title)) <- target
+      JField("Publisher", JObject(pub)) <- target
+      JField("Name", JString(publisher)) <- pub
+    } yield EBILinks(relname, pubdate, tpid, tpidtype, turl,title, publisher)
+
+
+
+    val dnetPublicationId = s"50|${DHPUtils.md5(s"$pmid::pmid")}"
+
+    targets.flatMap(l => {
+      val relation = new DLIRelation
+      val inverseRelation = new DLIRelation
+      val targetDnetId =  s"50|${DHPUtils.md5(s"${l.tpid.toLowerCase.trim}::${l.tpidType.toLowerCase.trim}")}"
+      val relInfo = relationMapper.get(l.relation.toLowerCase)
+      val relationSemantic = relInfo.getOriginal
+      val inverseRelationSemantic = relInfo.getInverse
+
+      relation.setSource(dnetPublicationId)
+      relation.setTarget(targetDnetId)
+      relation.setRelClass("datacite")
+      relation.setRelType(relationSemantic)
+      relation.setCollectedfrom(List(generatePubmedDLICollectedFrom()).asJava)
+
+      inverseRelation.setSource(targetDnetId)
+      inverseRelation.setTarget(dnetPublicationId)
+      inverseRelation.setRelClass("datacite")
+      inverseRelation.setRelType(inverseRelationSemantic)
+      inverseRelation.setCollectedfrom(List(generatePubmedDLICollectedFrom()).asJava)
+
+
+
+      val d = new DLIDataset
+      d.setId(targetDnetId)
+      d.setDataInfo(OafUtils.generateDataInfo())
+      d.setPid(List(OafUtils.createSP(l.tpid.toLowerCase.trim, l.tpidType.toLowerCase.trim, "dnet:pid_types")).asJava)
+      d.setCompletionStatus("complete")
+      val pi = new ProvenaceInfo
+      pi.setId("dli_________::europe_pmc__")
+      pi.setName( "Europe PMC")
+      pi.setCompletionStatus("complete")
+      pi.setCollectionMode("collected")
+      d.setDlicollectedfrom(List(pi).asJava)
+      d.setCollectedfrom(List(generatePubmedDLICollectedFrom()).asJava)
+      d.setPublisher(OafUtils.asField(l.publisher))
+      d.setTitle(List(OafUtils.createSP(l.title, "main title", "dnet:dataCite_title")).asJava)
+      d.setDateofacceptance(OafUtils.asField(l.pubdate))
+      val i = new Instance
+      i.setCollectedfrom(generatePubmedDLICollectedFrom())
+      i.setDateofacceptance(d.getDateofacceptance)
+      i.setUrl(List(l.turl).asJava)
+      i.setInstancetype(createQualifier("0021", "Dataset", "dnet:publication_resource", "dnet:publication_resource"))
+      d.setInstance(List(i).asJava)
+      List(relation, inverseRelation, d)
+    })
+  }
+
+
+  def main(args: Array[String]): Unit = {
+    val conf: SparkConf = new SparkConf()
+    val parser = new ArgumentApplicationParser(IOUtils.toString(SparkCreateEBIDataFrame.getClass.getResourceAsStream("/eu/dnetlib/dhp/sx/ebi/ebi_to_df_params.json")))
+    parser.parseArgument(args)
+    val spark: SparkSession =
+      SparkSession
+        .builder()
+        .config(conf)
+        .appName(SparkCreateEBIDataFrame.getClass.getSimpleName)
+        .master(parser.get("master")).getOrCreate()
+
+
+    val workingPath = parser.get("workingPath")
+    implicit val oafEncoder: Encoder[Oaf] = Encoders.kryo(classOf[Oaf])
+    implicit val relEncoder: Encoder[DLIRelation] = Encoders.kryo(classOf[DLIRelation])
+    implicit val datEncoder: Encoder[DLIDataset] = Encoders.kryo(classOf[DLIDataset])
+
+    val ds:Dataset[(String,String)] = spark.read.load(s"$workingPath/baseline_links_updates").as[(String,String)](Encoders.tuple(Encoders.STRING, Encoders.STRING))
+
+    ds.flatMap(l =>ebiLinksToOaf(l)).write.mode(SaveMode.Overwrite).save(s"$workingPath/baseline_links_updates_oaf")
+
+    ds.filter(s => s.isInstanceOf)
+
+
+
+    val oDataset:Dataset[Oaf] = spark.read.load(s"$workingPath/baseline_links_updates_oaf").as[Oaf]
+
+    oDataset.filter(p =>p.isInstanceOf[DLIRelation]).map(p => p.asInstanceOf[DLIRelation]).write.mode(SaveMode.Overwrite).save(s"$workingPath/baseline_links_updates_relation")
+    oDataset.filter(p =>p.isInstanceOf[DLIDataset]).map(p => p.asInstanceOf[DLIDataset]).write.mode(SaveMode.Overwrite).save(s"$workingPath/baseline_links_updates_dataset")
+
+
+
+  }
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/SparkCreateBaselineDataFrame.scala

@@ -0,0 +1,49 @@
+package eu.dnetlib.dhp.sx.ebi
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser
+import org.apache.commons.io.IOUtils
+import org.apache.spark.SparkConf
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Encoder, Encoders, SaveMode, SparkSession}
+import eu.dnetlib.dhp.sx.ebi.model.{PMArticle, PMAuthor, PMJournal, PMParser}
+
+
+import scala.io.Source
+import scala.xml.pull.XMLEventReader
+
+object SparkCreateBaselineDataFrame {
+
+
+  def main(args: Array[String]): Unit = {
+    val conf: SparkConf = new SparkConf()
+    val parser = new ArgumentApplicationParser(IOUtils.toString(SparkCreateEBIDataFrame.getClass.getResourceAsStream("/eu/dnetlib/dhp/sx/ebi/ebi_to_df_params.json")))
+    parser.parseArgument(args)
+    val spark: SparkSession =
+      SparkSession
+        .builder()
+        .config(conf)
+        .appName(SparkCreateEBIDataFrame.getClass.getSimpleName)
+        .master(parser.get("master")).getOrCreate()
+
+    val sc = spark.sparkContext
+
+    val workingPath = parser.get("workingPath")
+
+    implicit  val PMEncoder: Encoder[PMArticle] = Encoders.kryo(classOf[PMArticle])
+    implicit  val PMJEncoder: Encoder[PMJournal] = Encoders.kryo(classOf[PMJournal])
+    implicit  val PMAEncoder: Encoder[PMAuthor] = Encoders.kryo(classOf[PMAuthor])
+    val k: RDD[(String, String)] = sc.wholeTextFiles(s"$workingPath/baseline",2000)
+
+    val ds:Dataset[PMArticle] = spark.createDataset(k.filter(i => i._1.endsWith(".gz")).flatMap(i =>{
+      val xml = new XMLEventReader(Source.fromBytes(i._2.getBytes()))
+      new PMParser(xml)
+
+    } ))
+
+    ds.write.mode(SaveMode.Overwrite).save(s"$workingPath/baseline_dataset")
+
+
+
+
+  }
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/SparkCreateEBIDataFrame.scala

@@ -0,0 +1,87 @@
+package eu.dnetlib.dhp.sx.ebi
+
+import eu.dnetlib.dhp.application.ArgumentApplicationParser
+import eu.dnetlib.dhp.schema.oaf.{Oaf, Publication, Relation, Dataset => OafDataset}
+import eu.dnetlib.dhp.sx.graph.parser.{DatasetScholexplorerParser, PublicationScholexplorerParser}
+import eu.dnetlib.scholexplorer.relation.RelationMapper
+import org.apache.commons.io.IOUtils
+import org.apache.spark.SparkConf
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Encoder, Encoders, SaveMode, SparkSession}
+import org.codehaus.jackson.map.{ObjectMapper, SerializationConfig}
+import org.slf4j.{Logger, LoggerFactory}
+import scala.collection.JavaConverters._
+
+object SparkCreateEBIDataFrame {
+
+
+  def main(args: Array[String]): Unit = {
+    val logger: Logger = LoggerFactory.getLogger(SparkCreateEBIDataFrame.getClass)
+    val conf: SparkConf = new SparkConf()
+    val parser = new ArgumentApplicationParser(IOUtils.toString(SparkCreateEBIDataFrame.getClass.getResourceAsStream("/eu/dnetlib/dhp/sx/ebi/ebi_to_df_params.json")))
+    parser.parseArgument(args)
+    val spark: SparkSession =
+      SparkSession
+        .builder()
+        .config(conf)
+        .appName(SparkCreateEBIDataFrame.getClass.getSimpleName)
+        .master(parser.get("master")).getOrCreate()
+
+    val sc = spark.sparkContext
+
+
+    val workingPath = parser.get("workingPath")
+    val relationMapper = RelationMapper.load
+
+    implicit val oafEncoder: Encoder[Oaf] = Encoders.kryo(classOf[Oaf])
+    implicit val datasetEncoder: Encoder[OafDataset] = Encoders.kryo(classOf[OafDataset])
+    implicit val pubEncoder: Encoder[Publication] = Encoders.kryo(classOf[Publication])
+    implicit val relEncoder: Encoder[Relation] = Encoders.kryo(classOf[Relation])
+
+    logger.info("Extract Publication and relation from publication_xml")
+    val oafPubsRDD:RDD[Oaf] = sc.textFile(s"$workingPath/publication_xml").map(s =>
+    {
+      new ObjectMapper().readValue(s, classOf[String])
+    }).flatMap(s => {
+      val d = new PublicationScholexplorerParser
+      d.parseObject(s, relationMapper).asScala.iterator})
+
+    val mapper = new ObjectMapper()
+    mapper.getSerializationConfig.enable(SerializationConfig.Feature.INDENT_OUTPUT)
+    spark.createDataset(oafPubsRDD).write.mode(SaveMode.Overwrite).save(s"$workingPath/oaf")
+
+    logger.info("Extract Publication and relation from dataset_xml")
+    val oafDatsRDD:RDD[Oaf] = sc.textFile(s"$workingPath/dataset_xml").map(s =>
+    {
+      new ObjectMapper().readValue(s, classOf[String])
+    }).flatMap(s => {
+      val d = new DatasetScholexplorerParser
+      d.parseObject(s, relationMapper).asScala.iterator})
+
+    spark.createDataset(oafDatsRDD).write.mode(SaveMode.Append).save(s"$workingPath/oaf")
+    val dataset: Dataset[OafDataset] = spark.read.load(s"$workingPath/oaf").as[Oaf].filter(o => o.isInstanceOf[OafDataset]).map(d => d.asInstanceOf[OafDataset])
+    val publication: Dataset[Publication] = spark.read.load(s"$workingPath/oaf").as[Oaf].filter(o => o.isInstanceOf[Publication]).map(d => d.asInstanceOf[Publication])
+    val relations: Dataset[Relation] = spark.read.load(s"$workingPath/oaf").as[Oaf].filter(o => o.isInstanceOf[Relation]).map(d => d.asInstanceOf[Relation])
+    publication.map(d => (d.getId, d))(Encoders.tuple(Encoders.STRING, pubEncoder))
+      .groupByKey(_._1)(Encoders.STRING)
+      .agg(EBIAggregator.getPublicationAggregator().toColumn)
+      .map(p => p._2)
+      .write.mode(SaveMode.Overwrite).save(s"$workingPath/publication")
+
+    dataset.map(d => (d.getId, d))(Encoders.tuple(Encoders.STRING, datasetEncoder))
+      .groupByKey(_._1)(Encoders.STRING)
+      .agg(EBIAggregator.getDatasetAggregator().toColumn)
+      .map(p => p._2)
+      .write.mode(SaveMode.Overwrite).save(s"$workingPath/dataset")
+
+    relations.map(d => (s"${d.getSource}::${d.getRelType}::${d.getTarget}", d))(Encoders.tuple(Encoders.STRING, relEncoder))
+      .groupByKey(_._1)(Encoders.STRING)
+      .agg(EBIAggregator.getRelationAggregator().toColumn)
+      .map(p => p._2)
+      .write.mode(SaveMode.Overwrite).save(s"$workingPath/relation")
+
+
+
+    relations.map(r => (r.getSource, r.getTarget))(Encoders.tuple(Encoders.STRING,Encoders.STRING))
+  }
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/model/PMArticle.java

@@ -0,0 +1,64 @@
+
+package eu.dnetlib.dhp.sx.ebi.model;
+
+import java.io.Serializable;
+import java.util.ArrayList;
+import java.util.List;
+
+public class PMArticle implements Serializable {
+
+	private String pmid;
+	private String date;
+	private PMJournal journal;
+	private String title;
+	private String description;
+	private List<PMAuthor> authors = new ArrayList<>();
+
+	public String getPmid() {
+		return pmid;
+	}
+
+	public void setPmid(String pmid) {
+		this.pmid = pmid;
+	}
+
+	public String getDate() {
+		return date;
+	}
+
+	public void setDate(String date) {
+		this.date = date;
+	}
+
+	public PMJournal getJournal() {
+		return journal;
+	}
+
+	public void setJournal(PMJournal journal) {
+		this.journal = journal;
+	}
+
+	public String getTitle() {
+		return title;
+	}
+
+	public void setTitle(String title) {
+		this.title = title;
+	}
+
+	public String getDescription() {
+		return description;
+	}
+
+	public void setDescription(String description) {
+		this.description = description;
+	}
+
+	public List<PMAuthor> getAuthors() {
+		return authors;
+	}
+
+	public void setAuthors(List<PMAuthor> authors) {
+		this.authors = authors;
+	}
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/model/PMAuthor.java

@@ -0,0 +1,31 @@
+
+package eu.dnetlib.dhp.sx.ebi.model;
+
+import java.io.Serializable;
+
+public class PMAuthor implements Serializable {
+
+	private String lastName;
+	private String foreName;
+
+	public String getLastName() {
+		return lastName;
+	}
+
+	public void setLastName(String lastName) {
+		this.lastName = lastName;
+	}
+
+	public String getForeName() {
+		return foreName;
+	}
+
+	public void setForeName(String foreName) {
+		this.foreName = foreName;
+	}
+
+	public String getFullName() {
+		return String.format("%s, %s", this.foreName, this.lastName);
+	}
+
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/model/PMJournal.java

@@ -0,0 +1,53 @@
+
+package eu.dnetlib.dhp.sx.ebi.model;
+
+import java.io.Serializable;
+
+public class PMJournal implements Serializable {
+
+	private String issn;
+	private String volume;
+	private String issue;
+	private String date;
+	private String title;
+
+	public String getIssn() {
+		return issn;
+	}
+
+	public void setIssn(String issn) {
+		this.issn = issn;
+	}
+
+	public String getVolume() {
+		return volume;
+	}
+
+	public void setVolume(String volume) {
+		this.volume = volume;
+	}
+
+	public String getIssue() {
+		return issue;
+	}
+
+	public void setIssue(String issue) {
+		this.issue = issue;
+	}
+
+	public String getDate() {
+		return date;
+	}
+
+	public void setDate(String date) {
+		this.date = date;
+	}
+
+	public String getTitle() {
+		return title;
+	}
+
+	public void setTitle(String title) {
+		this.title = title;
+	}
+}

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/ebi/model/PMParser.scala

@@ -0,0 +1,92 @@
+package eu.dnetlib.dhp.sx.ebi.model
+import scala.xml.pull.{EvElemEnd, EvElemStart, EvText, XMLEventReader}
+class PMParser(xml:XMLEventReader) extends Iterator[PMArticle] {
+
+  var currentArticle:PMArticle = generateNextArticle()
+
+  override def hasNext: Boolean = currentArticle!= null
+
+  override def next(): PMArticle = {
+    val tmp = currentArticle
+    currentArticle = generateNextArticle()
+    tmp
+  }
+
+
+  def generateNextArticle():PMArticle = {
+
+    var currentAuthor: PMAuthor = null
+    var currentJournal: PMJournal = null
+    var currNode: String = null
+    var currentYear = "0"
+    var currentMonth = "01"
+    var currentDay = "01"
+
+    while (xml.hasNext) {
+      xml.next match {
+        case EvElemStart(_, label, _, _) =>
+          currNode = label
+          label match {
+            case "PubmedArticle" => currentArticle = new PMArticle
+            case "Author" => currentAuthor = new PMAuthor
+            case "Journal" => currentJournal = new PMJournal
+            case _ =>
+          }
+        case EvElemEnd(_, label) =>
+          label match {
+            case "PubmedArticle" => return currentArticle
+            case "Author" => currentArticle.getAuthors.add(currentAuthor)
+            case "Journal" => currentArticle.setJournal(currentJournal)
+            case "DateCompleted" => currentArticle.setDate(s"$currentYear-$currentMonth-$currentDay")
+            case "PubDate" => currentJournal.setDate(s"$currentYear-$currentMonth-$currentDay")
+            case _ =>
+          }
+        case EvText(text) =>
+          if (currNode!= null && text.trim.nonEmpty)
+            currNode match {
+              case "ArticleTitle" => {
+                if (currentArticle.getTitle==null)
+                  currentArticle.setTitle(text.trim)
+                else
+                  currentArticle.setTitle(currentArticle.getTitle + text.trim)
+              }
+              case "AbstractText" => {
+                if (currentArticle.getDescription==null)
+                  currentArticle.setDescription(text.trim)
+                else
+                  currentArticle.setDescription(currentArticle.getDescription + text.trim)
+              }
+              case "PMID" => currentArticle.setPmid(text.trim)
+              case "ISSN" => currentJournal.setIssn(text.trim)
+              case "Year" => currentYear = text.trim
+              case "Month" => currentMonth = text.trim
+              case "Day" => currentDay = text.trim
+              case "Volume" => currentJournal.setVolume( text.trim)
+              case "Issue" => currentJournal.setIssue (text.trim)
+              case "LastName" => {
+                if (currentAuthor != null)
+                  currentAuthor.setLastName(text.trim)
+
+              }
+              case "ForeName" => if (currentAuthor != null)
+                currentAuthor.setForeName(text.trim)
+              case "Title" =>
+                if (currentJournal.getTitle==null)
+                  currentJournal.setTitle(text.trim)
+                else
+                  currentJournal.setTitle(currentJournal.getTitle + text.trim)
+              case _ =>
+
+            }
+        case _ =>
+      }
+
+    }
+    null
+  }
+}
+
+
+
+
+

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/graph/parser/AbstractScholexplorerParser.java

@@ -150,6 +150,17 @@ public abstract class AbstractScholexplorerParser {
 		return uk;
 	}
 
+	protected Qualifier generateQualifier(final String classId, final String className, final String schemeId,
+		final String schemeName) {
+		final Qualifier q = new Qualifier();
+		q.setClassid(classId);
+		q.setClassid(className);
+		q.setSchemeid(schemeId);
+		q.setSchemename(schemeName);
+		return q;
+
+	}
+
 	protected void generateRelations(
 		RelationMapper relationMapper,
 		Result parsedObject,

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/graph/parser/DatasetScholexplorerParser.java

@@ -64,7 +64,6 @@ public class DatasetScholexplorerParser extends AbstractScholexplorerParser {
 				currentDate.setQualifier(dateQualifier);
 				parsedObject.setRelevantdate(Collections.singletonList(currentDate));
 			}
-
 			final String completionStatus = VtdUtilityParser
 				.getSingleValue(ap, vn, "//*[local-name()='completionStatus']");
 			final String provisionMode = VtdUtilityParser.getSingleValue(ap, vn, "//*[local-name()='provisionMode']");
@@ -149,6 +148,37 @@ public class DatasetScholexplorerParser extends AbstractScholexplorerParser {
 			inferPid(currentPid);
 			parsedObject.setPid(Collections.singletonList(currentPid));
 
+			String resolvedURL = null;
+
+			switch (currentPid.getQualifier().getClassname().toLowerCase()) {
+				case "uniprot":
+					resolvedURL = "https://www.uniprot.org/uniprot/" + currentPid.getValue();
+					break;
+				case "ena":
+					if (StringUtils.isNotBlank(currentPid.getValue()) && currentPid.getValue().length() > 7)
+						resolvedURL = "https://www.ebi.ac.uk/ena/data/view/" + currentPid.getValue().substring(0, 8);
+					break;
+				case "chembl":
+					resolvedURL = "https://www.ebi.ac.uk/chembl/compound_report_card/" + currentPid.getValue();
+					break;
+
+				case "ncbi-n":
+					resolvedURL = "https://www.ncbi.nlm.nih.gov/nuccore/" + currentPid.getValue();
+					break;
+				case "ncbi-p":
+					resolvedURL = "https://www.ncbi.nlm.nih.gov/nuccore/" + currentPid.getValue();
+					break;
+				case "genbank":
+					resolvedURL = "https://www.ncbi.nlm.nih.gov/nuccore/" + currentPid.getValue();
+					break;
+				case "pdb":
+					resolvedURL = "https://www.ncbi.nlm.nih.gov/nuccore/" + currentPid.getValue();
+					break;
+				case "url":
+					resolvedURL = currentPid.getValue();
+					break;
+			}
+
 			final String sourceId = generateId(
 				currentPid.getValue(), currentPid.getQualifier().getClassid(), "dataset");
 			parsedObject.setId(sourceId);
@@ -251,6 +281,11 @@ public class DatasetScholexplorerParser extends AbstractScholexplorerParser {
 								t -> {
 									final StructuredProperty st = new StructuredProperty();
 									st.setValue(t);
+									st
+										.setQualifier(
+											generateQualifier(
+												"main title", "main title", "dnet:dataCite_title",
+												"dnet:dataCite_title"));
 									return st;
 								})
 							.collect(Collectors.toList()));
@@ -282,6 +317,13 @@ public class DatasetScholexplorerParser extends AbstractScholexplorerParser {
 							.collect(Collectors.toList()));
 			}
 
+			if (StringUtils.isNotBlank(resolvedURL)) {
+				Instance i = new Instance();
+				i.setCollectedfrom(parsedObject.getCollectedfrom().get(0));
+				i.setUrl(Collections.singletonList(resolvedURL));
+				parsedObject.setInstance(Collections.singletonList(i));
+			}
+
 			result.add(parsedObject);
 			return result;
 		} catch (Throwable e) {

dhp-workflows/dhp-graph-mapper/src/main/java/eu/dnetlib/dhp/sx/graph/parser/PublicationScholexplorerParser.java

@@ -202,6 +202,11 @@ public class PublicationScholexplorerParser extends AbstractScholexplorerParser
 								t -> {
 									final StructuredProperty st = new StructuredProperty();
 									st.setValue(t);
+									st
+										.setQualifier(
+											generateQualifier(
+												"main title", "main title", "dnet:dataCite_title",
+												"dnet:dataCite_title"));
 									return st;
 								})
 							.collect(Collectors.toList()));

dhp-workflows/dhp-graph-mapper/src/main/resources/eu/dnetlib/dhp/oa/graph/hive/oozie_app/workflow.xml

@@ -282,6 +282,7 @@
             <arg>--hiveDbName</arg><arg>${hiveDbName}</arg>
             <arg>--className</arg><arg>eu.dnetlib.dhp.schema.oaf.Project</arg>
             <arg>--hiveMetastoreUris</arg><arg>${hiveMetastoreUris}</arg>
+            <arg>--numPartitions</arg><arg>100</arg>
         </spark>
         <ok to="join_import"/>
         <error to="Kill"/>

dhp-workflows/dhp-graph-mapper/src/main/resources/eu/dnetlib/dhp/oa/graph/hive_table_importer_parameters.json

@@ -5,6 +5,12 @@
     "paramDescription": "when true will stop SparkSession after job execution",
     "paramRequired": false
   },
+  {
+    "paramName": "np",
+    "paramLongName": "numPartitions",
+    "paramDescription": "number of dataset partitions",
+    "paramRequired": false
+  },
   {
     "paramName": "in",
     "paramLongName": "inputPath",

dhp-workflows/dhp-graph-mapper/src/main/resources/eu/dnetlib/dhp/oa/graph/merge/oozie_app/config-default.xml

@@ -0,0 +1,18 @@
+<configuration>
+    <property>
+        <name>jobTracker</name>
+        <value>yarnRM</value>
+    </property>
+    <property>
+        <name>nameNode</name>
+        <value>hdfs://nameservice1</value>
+    </property>
+    <property>
+        <name>oozie.use.system.libpath</name>
+        <value>true</value>
+    </property>
+    <property>
+        <name>oozie.action.sharelib.for.spark</name>
+        <value>spark2</value>
+    </property>
+</configuration>

dhp-workflows/dhp-graph-mapper/src/main/resources/eu/dnetlib/dhp/oa/graph/merge/oozie_app/workflow.xml

@@ -0,0 +1,293 @@
+<workflow-app name="merge graphs" xmlns="uri:oozie:workflow:0.5">
+
+    <parameters>
+        <property>
+            <name>betaInputGgraphPath</name>
+            <description>the beta graph root path</description>
+        </property>
+        <property>
+            <name>prodInputGgraphPath</name>
+            <description>the production graph root path</description>
+        </property>
+        <property>
+            <name>graphOutputPath</name>
+            <description>the output merged graph root path</description>
+        </property>
+        <property>
+            <name>priority</name>
+            <description>decides from which infrastructure the content must win in case of ID clash</description>
+        </property>
+
+        <property>
+            <name>sparkDriverMemory</name>
+            <description>memory for driver process</description>
+        </property>
+        <property>
+            <name>sparkExecutorMemory</name>
+            <description>memory for individual executor</description>
+        </property>
+        <property>
+            <name>sparkExecutorCores</name>
+            <description>number of cores used by single executor</description>
+        </property>
+        <property>
+            <name>oozieActionShareLibForSpark2</name>
+            <description>oozie action sharelib for spark 2.*</description>
+        </property>
+        <property>
+            <name>spark2ExtraListeners</name>
+            <value>com.cloudera.spark.lineage.NavigatorAppListener</value>
+            <description>spark 2.* extra listeners classname</description>
+        </property>
+        <property>
+            <name>spark2SqlQueryExecutionListeners</name>
+            <value>com.cloudera.spark.lineage.NavigatorQueryListener</value>
+            <description>spark 2.* sql query execution listeners classname</description>
+        </property>
+        <property>
+            <name>spark2YarnHistoryServerAddress</name>
+            <description>spark 2.* yarn history server address</description>
+        </property>
+        <property>
+            <name>spark2EventLogDir</name>
+            <description>spark 2.* event log dir location</description>
+        </property>
+    </parameters>
+
+	<start to="fork_merge_graph"/>
+
+    <kill name="Kill">
+        <message>Action failed, error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
+    </kill>
+
+    <fork name="fork_merge_graph">
+        <path start="merge_publication"/>
+        <path start="merge_dataset"/>
+        <path start="merge_otherresearchproduct"/>
+        <path start="merge_software"/>
+        <path start="merge_datasource"/>
+        <path start="merge_organization"/>
+        <path start="merge_project"/>
+        <path start="merge_relation"/>
+    </fork>
+
+    <action name="merge_publication">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge publications</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/publication</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/publication</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/publication</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.Publication</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <action name="merge_dataset">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge datasets</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/dataset</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/dataset</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/dataset</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.Dataset</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <action name="merge_otherresearchproduct">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge otherresearchproducts</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/otherresearchproduct</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/otherresearchproduct</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/otherresearchproduct</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.OtherResearchProduct</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <action name="merge_software">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge softwares</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/software</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/software</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/software</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.Software</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <action name="merge_datasource">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge datasources</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/datasource</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/datasource</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/datasource</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.Datasource</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <action name="merge_organization">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge organizations</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/organization</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/organization</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/organization</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.Organization</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <action name="merge_project">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge projects</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/project</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/project</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/project</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.Project</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <action name="merge_relation">
+        <spark xmlns="uri:oozie:spark-action:0.2">
+            <master>yarn</master>
+            <mode>cluster</mode>
+            <name>Merge relations</name>
+            <class>eu.dnetlib.dhp.oa.graph.merge.MergeGraphSparkJob</class>
+            <jar>dhp-graph-mapper-${projectVersion}.jar</jar>
+            <spark-opts>
+                --executor-cores=${sparkExecutorCores}
+                --executor-memory=${sparkExecutorMemory}
+                --driver-memory=${sparkDriverMemory}
+                --conf spark.extraListeners=${spark2ExtraListeners}
+                --conf spark.sql.queryExecutionListeners=${spark2SqlQueryExecutionListeners}
+                --conf spark.yarn.historyServer.address=${spark2YarnHistoryServerAddress}
+                --conf spark.eventLog.dir=${nameNode}${spark2EventLogDir}
+                --conf spark.sql.shuffle.partitions=7680
+            </spark-opts>
+            <arg>--betaInputPath</arg><arg>${betaInputGgraphPath}/relation</arg>
+            <arg>--prodInputPath</arg><arg>${prodInputGgraphPath}/relation</arg>
+            <arg>--outputPath</arg><arg>${graphOutputPath}/relation</arg>
+            <arg>--graphTableClassName</arg><arg>eu.dnetlib.dhp.schema.oaf.Relation</arg>
+            <arg>--priority</arg><arg>${priority}</arg>
+        </spark>
+        <ok to="wait_merge"/>
+        <error to="Kill"/>
+    </action>
+
+    <join name="wait_merge" to="End"/>
+
+    <end name="End"/>
+</workflow-app>