implemented test for sparkcreatesimrels

This commit is contained in:
miconis 2020-04-03 18:32:25 +02:00
parent a61763d149
commit 53fd624c34
6 changed files with 355 additions and 79 deletions

View File

@ -2,18 +2,15 @@ package eu.dnetlib.dhp.oa.dedup;
import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
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 org.apache.commons.io.IOUtils;
import org.apache.spark.SparkConf;
import org.apache.spark.sql.SparkSession;
import org.dom4j.Document;
import org.dom4j.DocumentException;
import org.dom4j.Element;
import org.dom4j.io.SAXReader;
import scala.xml.Elem;
import java.io.IOException;
import java.io.Serializable;
@ -24,15 +21,15 @@ import java.util.List;
abstract class AbstractSparkAction implements Serializable {
public ArgumentApplicationParser parser; //parameters for the spark action
public ISLookUpService isLookUpService; //lookup service to take dedupconfig
public SparkSession spark; //the spark session
public AbstractSparkAction(ArgumentApplicationParser parser, ISLookUpService isLookUpService) throws Exception {
public AbstractSparkAction(ArgumentApplicationParser parser, SparkSession spark) throws Exception {
this.parser = parser;
this.isLookUpService = isLookUpService;
this.spark = spark;
}
public List<DedupConfig> getConfigurations(String orchestrator) throws ISLookUpException, DocumentException, IOException {
public List<DedupConfig> getConfigurations(ISLookUpService isLookUpService, String orchestrator) throws ISLookUpException, DocumentException, IOException {
final String xquery = String.format("/RESOURCE_PROFILE[.//DEDUPLICATION/ACTION_SET/@id = '%s']", orchestrator);
@ -51,7 +48,7 @@ abstract class AbstractSparkAction implements Serializable {
return configurations;
}
public DedupConfig loadConfig(final ISLookUpService isLookUpService, final String actionSetId, final Object o)
private DedupConfig loadConfig(final ISLookUpService isLookUpService, final String actionSetId, final Object o)
throws ISLookUpException, IOException {
final Element s = (Element) o;
final String configProfileId = s.attributeValue("id");
@ -68,9 +65,9 @@ abstract class AbstractSparkAction implements Serializable {
return dedupConfig;
}
abstract void run() throws DocumentException, IOException, ISLookUpException;
abstract void run(ISLookUpService isLookUpService) throws DocumentException, IOException, ISLookUpException;
protected SparkSession getSparkSession(ArgumentApplicationParser parser) {
protected static SparkSession getSparkSession(ArgumentApplicationParser parser) {
SparkConf conf = new SparkConf();
return SparkSession

View File

@ -38,8 +38,8 @@ public class SparkCreateSimRels extends AbstractSparkAction {
private static final Log log = LogFactory.getLog(SparkCreateSimRels.class);
public SparkCreateSimRels(ArgumentApplicationParser parser, ISLookUpService isLookUpService) throws Exception {
super(parser, isLookUpService);
public SparkCreateSimRels(ArgumentApplicationParser parser, SparkSession spark) throws Exception {
super(parser, spark);
}
public static void main(String[] args) throws Exception {
@ -48,11 +48,11 @@ public class SparkCreateSimRels extends AbstractSparkAction {
SparkCreateSimRels.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json")));
parser.parseArgument(args);
new SparkCreateSimRels(parser, ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl"))).run();
new SparkCreateSimRels(parser, getSparkSession(parser)).run(ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl")));
}
@Override
public void run() throws DocumentException, IOException, ISLookUpException {
public void run(ISLookUpService isLookUpService) throws DocumentException, IOException, ISLookUpException {
//read oozie parameters
final String graphBasePath = parser.get("graphBasePath");
@ -65,34 +65,32 @@ public class SparkCreateSimRels extends AbstractSparkAction {
System.out.println(String.format("actionSetId: '%s'", actionSetId));
System.out.println(String.format("workingPath: '%s'", workingPath));
try (SparkSession spark = getSparkSession(parser)) {
final JavaSparkContext sc = new JavaSparkContext(spark.sparkContext());
final JavaSparkContext sc = new JavaSparkContext(spark.sparkContext());
//for each dedup configuration
for (DedupConfig dedupConf: getConfigurations(actionSetId)) {
final String entity = dedupConf.getWf().getEntityType();
final String subEntity = dedupConf.getWf().getSubEntityValue();
//for each dedup configuration
for (DedupConfig dedupConf: getConfigurations(isLookUpService, actionSetId)) {
final String entity = dedupConf.getWf().getEntityType();
final String subEntity = dedupConf.getWf().getSubEntityValue();
JavaPairRDD<String, MapDocument> mapDocument = sc.textFile(DedupUtility.createEntityPath(graphBasePath, subEntity))
.mapToPair((PairFunction<String, String, MapDocument>) s -> {
MapDocument d = MapDocumentUtil.asMapDocumentWithJPath(dedupConf, s);
return new Tuple2<String, MapDocument>(d.getIdentifier(), d);
});
JavaPairRDD<String, MapDocument> mapDocument = sc.textFile(DedupUtility.createEntityPath(graphBasePath, subEntity))
.mapToPair((PairFunction<String, String, MapDocument>) s -> {
MapDocument d = MapDocumentUtil.asMapDocumentWithJPath(dedupConf, s);
return new Tuple2<String, MapDocument>(d.getIdentifier(), d);
});
//create blocks for deduplication
JavaPairRDD<String, List<MapDocument>> blocks = Deduper.createsortedBlocks(sc, mapDocument, dedupConf);
//create blocks for deduplication
JavaPairRDD<String, List<MapDocument>> blocks = Deduper.createsortedBlocks(sc, mapDocument, dedupConf);
//create relations by comparing only elements in the same group
final JavaPairRDD<String, String> dedupRels = Deduper.computeRelations2(sc, blocks, dedupConf);
//create relations by comparing only elements in the same group
final JavaPairRDD<String, String> dedupRels = Deduper.computeRelations2(sc, blocks, dedupConf);
JavaRDD<Relation> relationsRDD = dedupRels.map(r -> createSimRel(r._1(), r._2(), entity));
JavaRDD<Relation> relationsRDD = dedupRels.map(r -> createSimRel(r._1(), r._2(), entity));
//save the simrel in the workingdir
spark.createDataset(relationsRDD.rdd(), Encoders.bean(Relation.class))
.write()
.mode("overwrite")
.save(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity));
}
//save the simrel in the workingdir
spark.createDataset(relationsRDD.rdd(), Encoders.bean(Relation.class))
.write()
.mode("overwrite")
.save(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity));
}
}

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@ -1,43 +1,54 @@
package eu.dnetlib.dhp.oa.dedup;
import com.google.common.collect.Lists;
import com.google.common.hash.HashFunction;
import com.google.common.hash.Hashing;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
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 net.bytebuddy.utility.RandomString;
import org.apache.commons.io.FileUtils;
import org.apache.commons.io.IOUtils;
import org.apache.spark.SparkConf;
import org.apache.spark.sql.SparkSession;
import org.dom4j.DocumentException;
import org.junit.jupiter.api.*;
import org.junit.jupiter.api.extension.ExtendWith;
import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Disabled;
import org.junit.jupiter.api.Test;
import org.mockito.Mock;
import org.mockito.Mockito;
import org.mockito.junit.jupiter.MockitoExtension;
import java.io.File;
import java.io.IOException;
import java.util.List;
import java.net.URISyntaxException;
import java.nio.file.Paths;
import static org.mockito.ArgumentMatchers.anyString;
import static org.mockito.Mockito.mock;
import static org.mockito.Mockito.when;
import static org.mockito.Mockito.withSettings;
import static org.junit.jupiter.api.Assertions.assertEquals;
@ExtendWith(MockitoExtension.class)
@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
public class SparkDedupTest {
ISLookUpService isLookUpService = mock(ISLookUpService.class, withSettings().serializable());
@Mock
ISLookUpService isLookUpService;
SparkSession spark;
static String testGraphBasePath;
static String testOutputBasePath;
String testActionSetId = "test-orchestrator";
@BeforeEach
public void setUp() throws IOException, ISLookUpException, DocumentException {
public void setUp() throws IOException, ISLookUpException, DocumentException, URISyntaxException {
withSettings().serializable();
testGraphBasePath = Paths.get(getClass().getResource("/eu/dnetlib/dhp/dedup/entities").toURI()).toFile().getAbsolutePath();
testOutputBasePath = "/tmp/" + RandomString.make(5).toLowerCase();
spark = SparkSession
.builder()
.appName(SparkCreateSimRels.class.getSimpleName())
.master("local[*]")
.config(new SparkConf())
.getOrCreate();
when(isLookUpService.getResourceProfileByQuery(Mockito.contains("test-orchestrator")))
when(isLookUpService.getResourceProfileByQuery(Mockito.contains(testActionSetId)))
.thenReturn(IOUtils.toString(getClass().getResourceAsStream("/eu/dnetlib/dhp/dedup/profiles/mock_orchestrator.xml")));
when(isLookUpService.getResourceProfileByQuery(Mockito.contains("organization")))
@ -48,6 +59,7 @@ public class SparkDedupTest {
}
@Test
@Order(1)
public void createSimRelsTest() throws Exception {
ArgumentApplicationParser parser = new ArgumentApplicationParser(
@ -55,12 +67,19 @@ public class SparkDedupTest {
SparkCreateSimRels.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json")));
parser.parseArgument(new String[]{
"-mt", "local[*]",
"-i", "/Users/miconis/dumps",
"-asi", "test-orchestrator",
"-i", testGraphBasePath,
"-asi", testActionSetId,
"-la", "lookupurl",
"-w", "workingPath"});
"-w", testOutputBasePath});
new SparkCreateSimRels(parser, isLookUpService).run();
new SparkCreateSimRels(parser, spark).run(isLookUpService);
//test number of simrels
long orgs_simrel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/organization_simrel").count();
long pubs_simrel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/publication_simrel").count();
assertEquals(918, orgs_simrel);
assertEquals(0, pubs_simrel);
}
@ -90,26 +109,31 @@ public class SparkDedupTest {
// @Disabled("must be parametrized to run locally")
// public void printConfiguration() throws Exception {
// System.out.println(ArgumentApplicationParser.compressArgument(configuration));
// }
//
// @Disabled("must be parametrized to run locally")
// public void testHashCode() {
// final String s1 = "20|grid________::6031f94bef015a37783268ec1e75f17f";
// final String s2 = "20|nsf_________::b12be9edf414df8ee66b4c52a2d8da46";
//
// final HashFunction hashFunction = Hashing.murmur3_128();
//
// System.out.println(s1.hashCode());
// System.out.println(hashFunction.hashString(s1).asLong());
// System.out.println(s2.hashCode());
// System.out.println(hashFunction.hashString(s2).asLong());
// }
//
// public List<DedupConfig> prepareConfigurations() throws IOException {
//
// return Lists.newArrayList(
// DedupConfig.load(IOUtils.toString(getClass().getResourceAsStream("/eu/dnetlib/dhp/dedup/conf/org.curr.conf.json"))),
// DedupConfig.load(IOUtils.toString(getClass().getResourceAsStream("/eu/dnetlib/dhp/dedup/conf/org.curr.conf.json")))
// );
// }
@Disabled("must be parametrized to run locally")
public void testHashCode() {
final String s1 = "20|grid________::6031f94bef015a37783268ec1e75f17f";
final String s2 = "20|nsf_________::b12be9edf414df8ee66b4c52a2d8da46";
final HashFunction hashFunction = Hashing.murmur3_128();
System.out.println(s1.hashCode());
System.out.println(hashFunction.hashString(s1).asLong());
System.out.println(s2.hashCode());
System.out.println(hashFunction.hashString(s2).asLong());
}
public List<DedupConfig> prepareConfigurations() throws IOException {
return Lists.newArrayList(
DedupConfig.load(IOUtils.toString(getClass().getResourceAsStream("/eu/dnetlib/dhp/dedup/conf/org.curr.conf.json"))),
DedupConfig.load(IOUtils.toString(getClass().getResourceAsStream("/eu/dnetlib/dhp/dedup/conf/org.curr.conf.json")))
);
@AfterAll
public static void cleanUp() throws IOException {
FileUtils.deleteDirectory(new File(testOutputBasePath));
}
}

View File

@ -144,10 +144,10 @@
}
},
"model" : [
{ "name" : "country", "type" : "String", "path" : "$.country.classid"},
{ "name" : "legalshortname", "type" : "String", "path" : "$.legalshortname.value"},
{ "name" : "legalname", "type" : "String", "path" : "$.legalname.value" },
{ "name" : "websiteurl", "type" : "URL", "path" : "$.websiteurl.value" },
{ "name" : "country", "type" : "String", "path" : "$.organization.metadata.country.classid"},
{ "name" : "legalshortname", "type" : "String", "path" : "$.organization.metadata.legalshortname.value"},
{ "name" : "legalname", "type" : "String", "path" : "$.organization.metadata.legalname.value" },
{ "name" : "websiteurl", "type" : "URL", "path" : "$.organization.metadata.websiteurl.value" },
{ "name" : "gridid", "type" : "String", "path" : "$.pid[?(@.qualifier.classid =='grid')].value"},
{ "name" : "originalId", "type" : "String", "path" : "$.id" }
],

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@ -0,0 +1,257 @@
{"dateoftransformation":"2018-11-12","originalId":["opendoar____::Humboldt_State_University"],"collectedfrom":[{"value":"OpenDOAR","key":"10|openaire____::47ce9e9f4fad46e732cff06419ecaabb"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"ecresearchorganization":{"value":"false"},"ecnonprofit":{"value":"false"},"ecenterprise":{"value":"false"},"websiteurl":{"value":"http://www.humboldt.edu/"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"Humboldt State University"},"country":{"classid":"US","classname":"United States","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2018-11-12","type":20,"id":"20|opendoar____::9c3522c59aef0edab19b8a3f0aeb39ed"}
{"dateoftransformation":"2019-05-19","originalId":["rcuk________::9758583A-FF1E-41C4-9176-B875E8FAC110"],"collectedfrom":[{"value":"Research Councils UK","key":"10|openaire____::ab2d3310741ea80d3b8726f651502858"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"ecnonprofit":{"value":"false"},"ecresearchorganization":{"value":"false"},"ecenterprise":{"value":"false"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"Humboldt State University"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2017-11-04","type":20,"id":"20|rcuk________::7715018b4838eaf1d57242c788e222d4"}
{"dateoftransformation":"2018-09-13","originalId":["opendoar____::Humboldt-Universität_zu_Berlin"],"collectedfrom":[{"value":"OpenDOAR","key":"10|openaire____::47ce9e9f4fad46e732cff06419ecaabb"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"legalshortname":{"value":"HU"},"ecresearchorganization":{"value":"false"},"ecnonprofit":{"value":"false"},"ecenterprise":{"value":"false"},"websiteurl":{"value":"https://www.hu-berlin.de/"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"Humboldt-Universität zu Berlin"},"country":{"classid":"DE","classname":"Germany","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2015-08-24","type":20,"id":"20|opendoar____::13ab9ef517038d3751f4b0e31aea9ac7"}
{"dateoftransformation":"2018-09-27","originalId":["re3data_____::678d9d5a712331f6e2fce7b7b764090f"],"collectedfrom":[{"value":"Registry of Research Data Repository","key":"10|openaire____::21f8a223b9925c2f87c404096080b046"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"ecresearchorganization":{"value":"false"},"ecnonprofit":{"value":"true"},"ecenterprise":{"value":"false"},"websiteurl":{"value":"https://www.hu-berlin.de/de/"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"Humboldt-Universität Berlin"},"country":{"classid":"DE","classname":"Germany","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2018-09-27","type":20,"id":"20|re3data_____::aeb488fd15eb1be77b998b5602450910"}
{"dateoftransformation":"2019-05-19","originalId":["rcuk________::CFF4C944-5CF1-4AE3-8C03-BE361D6DEDC3"],"collectedfrom":[{"value":"Research Councils UK","key":"10|openaire____::ab2d3310741ea80d3b8726f651502858"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"ecnonprofit":{"value":"false"},"ecresearchorganization":{"value":"false"},"ecenterprise":{"value":"false"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"Humboldt University Berlin"},"country":{"classid":"DE","classname":"Germany","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2017-11-03","type":20,"id":"20|rcuk________::ff1bccdf9520b3fadd2fc26103231de0"}
{"dateoftransformation":"2018-09-27","originalId":["re3data_____::4bda5f07be19914ce8e2e4652a72151c"],"collectedfrom":[{"value":"Registry of Research Data Repository","key":"10|openaire____::21f8a223b9925c2f87c404096080b046"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"ecresearchorganization":{"value":"false"},"ecnonprofit":{"value":"true"},"ecenterprise":{"value":"false"},"websiteurl":{"value":"https://www.hu-berlin.de/de"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"Humboldt-Universität zu Berlin"},"country":{"classid":"DE","classname":"Germany","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2018-09-27","type":20,"id":"20|re3data_____::d72a4f4665f7df9b48a22d4cfde0dd3c"}
{"dateoftransformation":"2018-09-13","originalId":["nih_________::HUMBOLDT_STATE_UNIVERSITY"],"collectedfrom":[{"value":"NIH - National Institutes of Health","key":"10|openaire____::9e9e8c76d739212c63eff362e321ba33"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"ecnonprofit":{"value":"false"},"ecresearchorganization":{"value":"false"},"ecenterprise":{"value":"false"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"HUMBOLDT STATE UNIVERSITY"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2016-07-14","type":20,"id":"20|nih_________::8aec7ec3198fc69ce74e24b8f6aa9a59"}
{"dateoftransformation":"2018-09-19","originalId":["doajarticles::Humboldt-Universität_zu_Berlin"],"collectedfrom":[{"value":"DOAJ-Articles","key":"10|driver______::bee53aa31dc2cbb538c10c2b65fa5824"}],"organization":{"metadata":{"eclegalbody":{"value":"false"},"eclegalperson":{"value":"false"},"ecinternationalorganization":{"value":"false"},"legalshortname":{"value":"Humboldt-Universität zu Berlin"},"ecresearchorganization":{"value":"false"},"ecnonprofit":{"value":"false"},"ecenterprise":{"value":"false"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"Humboldt-Universität zu Berlin"},"country":{"classid":"DE","classname":"Germany","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"false"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2018-09-19","type":20,"id":"20|doajarticles::13ab9ef517038d3751f4b0e31aea9ac7"}
{"dateoftransformation":"2018-11-20","originalId":["corda_______::999850781"],"collectedfrom":[{"value":"CORDA - COmmon Research DAta Warehouse","key":"10|openaire____::b30dac7baac631f3da7c2bb18dd9891f"}],"organization":{"metadata":{"eclegalbody":{"value":"true"},"eclegalperson":{"value":"true"},"ecinternationalorganization":{"value":"false"},"legalshortname":{"value":"UBER"},"ecresearchorganization":{"value":"true"},"ecnonprofit":{"value":"true"},"ecenterprise":{"value":"false"},"websiteurl":{"value":"http://www.hu-berlin.de"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"HUMBOLDT-UNIVERSITAT ZU BERLIN"},"country":{"classid":"DE","classname":"Germany","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"true"}}},"dateofcollection":"2018-03-12","type":20,"id":"20|corda_______::d999b4c2dc81ccd40100056ab0543088"}
{"dateoftransformation":"2018-12-15","originalId":["corda__h2020::999850781"],"collectedfrom":[{"value":"CORDA - COmmon Research DAta Warehouse - Horizon 2020","key":"10|openaire____::a55eb91348674d853191f4f4fd73d078"}],"organization":{"metadata":{"eclegalbody":{"value":"true"},"eclegalperson":{"value":"true"},"ecinternationalorganization":{"value":"false"},"legalshortname":{"value":"UBER"},"ecresearchorganization":{"value":"true"},"ecnonprofit":{"value":"true"},"ecenterprise":{"value":"false"},"websiteurl":{"value":"http://www.hu-berlin.de"},"ecnutscode":{"value":"false"},"ecinternationalorganizationeurinterests":{"value":"false"},"legalname":{"value":"HUMBOLDT-UNIVERSITAET ZU BERLIN"},"country":{"classid":"DE","classname":"Germany","schemename":"dnet:countries","schemeid":"dnet:countries"},"echighereducation":{"value":"true"},"ecsmevalidated":{"value":"false"}}},"dateofcollection":"2018-03-12","type":20,"id":"20|corda__h2020::d999b4c2dc81ccd40100056ab0543088"}
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