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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
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17
dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/AbstractSparkAction.java
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@ -2,18 +2,15 @@ package eu.dnetlib.dhp.oa.dedup;
import com.fasterxml.jackson.databind.ObjectMapper; import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.application.ArgumentApplicationParser; 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.ISLookUpException;
import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService; import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService;
import eu.dnetlib.pace.config.DedupConfig; import eu.dnetlib.pace.config.DedupConfig;
import org.apache.commons.io.IOUtils;
import org.apache.spark.SparkConf; import org.apache.spark.SparkConf;
import org.apache.spark.sql.SparkSession; import org.apache.spark.sql.SparkSession;
import org.dom4j.Document; import org.dom4j.Document;
import org.dom4j.DocumentException; import org.dom4j.DocumentException;
import org.dom4j.Element; import org.dom4j.Element;
import org.dom4j.io.SAXReader; import org.dom4j.io.SAXReader;
import scala.xml.Elem;
import java.io.IOException; import java.io.IOException;
import java.io.Serializable; import java.io.Serializable;
@ -24,15 +21,15 @@ import java.util.List;
abstract class AbstractSparkAction implements Serializable { abstract class AbstractSparkAction implements Serializable {
public ArgumentApplicationParser parser; //parameters for the spark action 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.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); final String xquery = String.format("/RESOURCE_PROFILE[.//DEDUPLICATION/ACTION_SET/@id = '%s']", orchestrator);
@ -51,7 +48,7 @@ abstract class AbstractSparkAction implements Serializable {
return configurations; 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 { throws ISLookUpException, IOException {
final Element s = (Element) o; final Element s = (Element) o;
final String configProfileId = s.attributeValue("id"); final String configProfileId = s.attributeValue("id");
@ -68,9 +65,9 @@ abstract class AbstractSparkAction implements Serializable {
return dedupConfig; 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(); SparkConf conf = new SparkConf();
return SparkSession return SparkSession

12
dhp-workflows/dhp-dedup-openaire/src/main/java/eu/dnetlib/dhp/oa/dedup/SparkCreateSimRels.java
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@ -38,8 +38,8 @@ public class SparkCreateSimRels extends AbstractSparkAction {
private static final Log log = LogFactory.getLog(SparkCreateSimRels.class); private static final Log log = LogFactory.getLog(SparkCreateSimRels.class);
public SparkCreateSimRels(ArgumentApplicationParser parser, ISLookUpService isLookUpService) throws Exception { public SparkCreateSimRels(ArgumentApplicationParser parser, SparkSession spark) throws Exception {
super(parser, isLookUpService); super(parser, spark);
} }
public static void main(String[] args) throws Exception { 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"))); SparkCreateSimRels.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json")));
parser.parseArgument(args); parser.parseArgument(args);
new SparkCreateSimRels(parser, ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl"))).run(); new SparkCreateSimRels(parser, getSparkSession(parser)).run(ISLookupClientFactory.getLookUpService(parser.get("isLookUpUrl")));
} }
@Override @Override
public void run() throws DocumentException, IOException, ISLookUpException { public void run(ISLookUpService isLookUpService) throws DocumentException, IOException, ISLookUpException {
//read oozie parameters //read oozie parameters
final String graphBasePath = parser.get("graphBasePath"); final String graphBasePath = parser.get("graphBasePath");
@ -65,11 +65,10 @@ public class SparkCreateSimRels extends AbstractSparkAction {
System.out.println(String.format("actionSetId: '%s'", actionSetId)); System.out.println(String.format("actionSetId: '%s'", actionSetId));
System.out.println(String.format("workingPath: '%s'", workingPath)); 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 each dedup configuration
for (DedupConfig dedupConf: getConfigurations(actionSetId)) { for (DedupConfig dedupConf: getConfigurations(isLookUpService, actionSetId)) {
final String entity = dedupConf.getWf().getEntityType(); final String entity = dedupConf.getWf().getEntityType();
final String subEntity = dedupConf.getWf().getSubEntityValue(); final String subEntity = dedupConf.getWf().getSubEntityValue();
@ -94,7 +93,6 @@ public class SparkCreateSimRels extends AbstractSparkAction {
.save(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity)); .save(DedupUtility.createSimRelPath(workingPath, actionSetId, subEntity));
} }
} }
}
/** /**
* Utility method used to create an atomic action from a Relation object * Utility method used to create an atomic action from a Relation object

102
dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/SparkDedupTest.java
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@ -1,43 +1,54 @@
package eu.dnetlib.dhp.oa.dedup; 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.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.utils.ISLookupClientFactory;
import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException; import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException;
import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService; 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.commons.io.IOUtils;
import org.apache.spark.SparkConf;
import org.apache.spark.sql.SparkSession;
import org.dom4j.DocumentException; import org.dom4j.DocumentException;
import org.junit.jupiter.api.*;
import org.junit.jupiter.api.extension.ExtendWith; 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.Mock;
import org.mockito.Mockito; import org.mockito.Mockito;
import org.mockito.junit.jupiter.MockitoExtension; import org.mockito.junit.jupiter.MockitoExtension;
import java.io.File;
import java.io.IOException; 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.when;
import static org.mockito.Mockito.withSettings; import static org.junit.jupiter.api.Assertions.assertEquals;
@ExtendWith(MockitoExtension.class) @ExtendWith(MockitoExtension.class)
@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
public class SparkDedupTest { 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 @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"))); .thenReturn(IOUtils.toString(getClass().getResourceAsStream("/eu/dnetlib/dhp/dedup/profiles/mock_orchestrator.xml")));
when(isLookUpService.getResourceProfileByQuery(Mockito.contains("organization"))) when(isLookUpService.getResourceProfileByQuery(Mockito.contains("organization")))
@ -48,6 +59,7 @@ public class SparkDedupTest {
} }
@Test @Test
@Order(1)
public void createSimRelsTest() throws Exception { public void createSimRelsTest() throws Exception {
ArgumentApplicationParser parser = new ArgumentApplicationParser( ArgumentApplicationParser parser = new ArgumentApplicationParser(
@ -55,12 +67,19 @@ public class SparkDedupTest {
SparkCreateSimRels.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json"))); SparkCreateSimRels.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json")));
parser.parseArgument(new String[]{ parser.parseArgument(new String[]{
"-mt", "local[*]", "-mt", "local[*]",
"-i", "/Users/miconis/dumps", "-i", testGraphBasePath,
"-asi", "test-orchestrator", "-asi", testActionSetId,
"-la", "lookupurl", "-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") // @Disabled("must be parametrized to run locally")
// public void printConfiguration() throws Exception { // public void printConfiguration() throws Exception {
// System.out.println(ArgumentApplicationParser.compressArgument(configuration)); // 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") @AfterAll
public void testHashCode() { public static void cleanUp() throws IOException {
final String s1 = "20|grid________::6031f94bef015a37783268ec1e75f17f"; FileUtils.deleteDirectory(new File(testOutputBasePath));
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")))
);
} }
} }

8
dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/conf/org.curr.conf.json
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@ -144,10 +144,10 @@
} }
}, },
"model" : [ "model" : [
{ "name" : "country", "type" : "String", "path" : "$.country.classid"}, { "name" : "country", "type" : "String", "path" : "$.organization.metadata.country.classid"},
{ "name" : "legalshortname", "type" : "String", "path" : "$.legalshortname.value"}, { "name" : "legalshortname", "type" : "String", "path" : "$.organization.metadata.legalshortname.value"},
{ "name" : "legalname", "type" : "String", "path" : "$.legalname.value" }, { "name" : "legalname", "type" : "String", "path" : "$.organization.metadata.legalname.value" },
{ "name" : "websiteurl", "type" : "URL", "path" : "$.websiteurl.value" }, { "name" : "websiteurl", "type" : "URL", "path" : "$.organization.metadata.websiteurl.value" },
{ "name" : "gridid", "type" : "String", "path" : "$.pid[?(@.qualifier.classid =='grid')].value"}, { "name" : "gridid", "type" : "String", "path" : "$.pid[?(@.qualifier.classid =='grid')].value"},
{ "name" : "originalId", "type" : "String", "path" : "$.id" } { "name" : "originalId", "type" : "String", "path" : "$.id" }
], ],

257
dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/entities/organization Normal file
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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"}
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