From 1102e3246263c4687715490907206e01b897ff99 Mon Sep 17 00:00:00 2001 From: miconis Date: Mon, 20 Apr 2020 16:49:01 +0200 Subject: [PATCH] SparkDedupTest updated and organization dump fixed --- .../dnetlib/dhp/oa/dedup/SparkDedupTest.java | 312 ++++++++---------- .../dnetlib/dhp/dedup/entities/organization | 28 +- 2 files changed, 153 insertions(+), 187 deletions(-) diff --git a/dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/SparkDedupTest.java b/dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/SparkDedupTest.java index 7ad2f6d17..ce0be4f91 100644 --- a/dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/SparkDedupTest.java +++ b/dhp-workflows/dhp-dedup-openaire/src/test/java/eu/dnetlib/dhp/oa/dedup/SparkDedupTest.java @@ -1,29 +1,37 @@ 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 eu.dnetlib.dhp.application.ArgumentApplicationParser; import eu.dnetlib.dhp.schema.oaf.Relation; import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpException; import eu.dnetlib.enabling.is.lookup.rmi.ISLookUpService; -import java.io.File; -import java.io.IOException; -import java.io.Serializable; -import java.net.URISyntaxException; -import java.nio.file.Paths; +import eu.dnetlib.pace.util.MapDocumentUtil; import org.apache.commons.io.FileUtils; 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.PairFunction; +import org.apache.spark.sql.Dataset; import org.apache.spark.sql.Encoders; +import org.apache.spark.sql.Row; 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 scala.Tuple2; + +import java.io.File; +import java.io.IOException; +import java.io.Serializable; +import java.net.URISyntaxException; +import java.nio.file.Paths; + +import static java.nio.file.Files.createTempDirectory; +import static org.junit.jupiter.api.Assertions.assertEquals; +import static org.mockito.Mockito.lenient; @ExtendWith(MockitoExtension.class) @TestMethodOrder(MethodOrderer.OrderAnnotation.class) @@ -38,224 +46,164 @@ public class SparkDedupTest implements Serializable { private static String testGraphBasePath; private static String testOutputBasePath; private static String testDedupGraphBasePath; - private static final String testActionSetId = "test-orchestrator"; + private final static String testActionSetId = "test-orchestrator"; @BeforeAll private static void cleanUp() throws IOException, URISyntaxException { - testGraphBasePath = - Paths.get( - SparkDedupTest.class - .getResource("/eu/dnetlib/dhp/dedup/entities") - .toURI()) - .toFile() - .getAbsolutePath(); + testGraphBasePath = Paths.get(SparkDedupTest.class.getResource("/eu/dnetlib/dhp/dedup/entities").toURI()).toFile().getAbsolutePath(); - testOutputBasePath = - createTempDirectory(SparkDedupTest.class.getSimpleName() + "-") - .toAbsolutePath() - .toString(); - testDedupGraphBasePath = - createTempDirectory(SparkDedupTest.class.getSimpleName() + "-") - .toAbsolutePath() - .toString(); + testOutputBasePath = createTempDirectory(SparkDedupTest.class.getSimpleName() + "-").toAbsolutePath().toString(); + testDedupGraphBasePath = createTempDirectory(SparkDedupTest.class.getSimpleName() + "-").toAbsolutePath().toString(); FileUtils.deleteDirectory(new File(testOutputBasePath)); FileUtils.deleteDirectory(new File(testDedupGraphBasePath)); - spark = - SparkSession.builder() - .appName(SparkCreateSimRels.class.getSimpleName()) - .master("local[*]") - .config(new SparkConf()) - .getOrCreate(); + spark = SparkSession + .builder() + .appName(SparkCreateSimRels.class.getSimpleName()) + .master("local[*]") + .config(new SparkConf()) + .getOrCreate(); jsc = JavaSparkContext.fromSparkContext(spark.sparkContext()); + } @BeforeEach private 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(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("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("publication"))) - .thenReturn( - IOUtils.toString( - SparkDedupTest.class.getResourceAsStream( - "/eu/dnetlib/dhp/dedup/conf/pub.curr.conf.json"))); } @Test @Order(1) public void createSimRelsTest() throws Exception { - ArgumentApplicationParser parser = - new ArgumentApplicationParser( - IOUtils.toString( - SparkCreateSimRels.class.getResourceAsStream( - "/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json"))); - parser.parseArgument( - new String[] { - "-mt", "local[*]", - "-i", testGraphBasePath, - "-asi", testActionSetId, - "-la", "lookupurl", - "-w", testOutputBasePath - }); + ArgumentApplicationParser parser = new ArgumentApplicationParser( + IOUtils.toString( + SparkCreateSimRels.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/createSimRels_parameters.json"))); + parser.parseArgument(new String[]{ + "-i", testGraphBasePath, + "-asi", testActionSetId, + "-la", "lookupurl", + "-w", testOutputBasePath}); new SparkCreateSimRels(parser, spark).run(isLookUpService); - long orgs_simrel = - spark.read() - .load(testOutputBasePath + "/" + testActionSetId + "/organization_simrel") - .count(); - long pubs_simrel = - spark.read() - .load(testOutputBasePath + "/" + testActionSetId + "/publication_simrel") - .count(); + long orgs_simrel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/organization_simrel").count(); + long pubs_simrel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/publication_simrel").count(); + long sw_simrel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/software_simrel").count(); - assertEquals(3288, orgs_simrel); + assertEquals(3432, orgs_simrel); assertEquals(7260, pubs_simrel); + assertEquals(344, sw_simrel); } @Test @Order(2) public void createMergeRelsTest() throws Exception { - ArgumentApplicationParser parser = - new ArgumentApplicationParser( - IOUtils.toString( - SparkCreateMergeRels.class.getResourceAsStream( - "/eu/dnetlib/dhp/oa/dedup/createCC_parameters.json"))); - parser.parseArgument( - new String[] { - "-mt", "local[*]", - "-i", testGraphBasePath, - "-asi", testActionSetId, - "-la", "lookupurl", - "-w", testOutputBasePath - }); + 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}); new SparkCreateMergeRels(parser, spark).run(isLookUpService); - long orgs_mergerel = - spark.read() - .load(testOutputBasePath + "/" + testActionSetId + "/organization_mergerel") - .count(); - long pubs_mergerel = - spark.read() - .load(testOutputBasePath + "/" + testActionSetId + "/publication_mergerel") - .count(); + long orgs_mergerel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/organization_mergerel").count(); + long pubs_mergerel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/publication_mergerel").count(); + long sw_mergerel = spark.read().load(testOutputBasePath + "/" + testActionSetId + "/software_mergerel").count(); - assertEquals(1244, orgs_mergerel); + assertEquals(1276, orgs_mergerel); assertEquals(1460, pubs_mergerel); + assertEquals(288, sw_mergerel); } @Test @Order(3) public void createDedupRecordTest() throws Exception { - ArgumentApplicationParser parser = - new ArgumentApplicationParser( - IOUtils.toString( - SparkCreateDedupRecord.class.getResourceAsStream( - "/eu/dnetlib/dhp/oa/dedup/createDedupRecord_parameters.json"))); - parser.parseArgument( - new String[] { - "-mt", "local[*]", - "-i", testGraphBasePath, - "-asi", testActionSetId, - "-la", "lookupurl", - "-w", testOutputBasePath - }); + ArgumentApplicationParser parser = new ArgumentApplicationParser( + IOUtils.toString( + SparkCreateDedupRecord.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/createDedupRecord_parameters.json"))); + parser.parseArgument(new String[]{ + "-i", testGraphBasePath, + "-asi", testActionSetId, + "-la", "lookupurl", + "-w", testOutputBasePath}); new SparkCreateDedupRecord(parser, spark).run(isLookUpService); - long orgs_deduprecord = - jsc.textFile( - testOutputBasePath - + "/" - + testActionSetId - + "/organization_deduprecord") - .count(); - long pubs_deduprecord = - jsc.textFile( - testOutputBasePath - + "/" - + testActionSetId - + "/publication_deduprecord") - .count(); + long orgs_deduprecord = jsc.textFile(testOutputBasePath + "/" + testActionSetId + "/organization_deduprecord").count(); + long pubs_deduprecord = jsc.textFile(testOutputBasePath + "/" + testActionSetId + "/publication_deduprecord").count(); + long sw_deduprecord = jsc.textFile(testOutputBasePath + "/" + testActionSetId + "/software_deduprecord").count(); assertEquals(82, orgs_deduprecord); assertEquals(66, pubs_deduprecord); + assertEquals(51, sw_deduprecord); } @Test @Order(4) public void updateEntityTest() throws Exception { - ArgumentApplicationParser parser = - new ArgumentApplicationParser( - IOUtils.toString( - SparkUpdateEntity.class.getResourceAsStream( - "/eu/dnetlib/dhp/oa/dedup/updateEntity_parameters.json"))); - parser.parseArgument( - new String[] { - "-mt", "local[*]", - "-i", testGraphBasePath, - "-w", testOutputBasePath, - "-o", testDedupGraphBasePath - }); + ArgumentApplicationParser parser = new ArgumentApplicationParser( + IOUtils.toString( + SparkUpdateEntity.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/updateEntity_parameters.json"))); + parser.parseArgument(new String[]{ + "-i", testGraphBasePath, + "-w", testOutputBasePath, + "-o", testDedupGraphBasePath + }); new SparkUpdateEntity(parser, spark).run(isLookUpService); long organizations = jsc.textFile(testDedupGraphBasePath + "/organization").count(); long publications = jsc.textFile(testDedupGraphBasePath + "/publication").count(); + long projects = jsc.textFile(testDedupGraphBasePath + "/project").count(); + long datasource = jsc.textFile(testDedupGraphBasePath + "/datasource").count(); + long softwares = jsc.textFile(testDedupGraphBasePath + "/software").count(); - long mergedOrgs = - spark.read() - .load(testOutputBasePath + "/" + testActionSetId + "/organization_mergerel") - .as(Encoders.bean(Relation.class)) - .where("relClass=='merges'") - .javaRDD() - .map(Relation::getTarget) - .distinct() - .count(); + long mergedOrgs = spark + .read().load(testOutputBasePath + "/" + testActionSetId + "/organization_mergerel").as(Encoders.bean(Relation.class)) + .where("relClass=='merges'") + .javaRDD() + .map(Relation::getTarget) + .distinct().count(); - long mergedPubs = - spark.read() - .load(testOutputBasePath + "/" + testActionSetId + "/publication_mergerel") - .as(Encoders.bean(Relation.class)) - .where("relClass=='merges'") - .javaRDD() - .map(Relation::getTarget) - .distinct() - .count(); + long mergedPubs = spark + .read().load(testOutputBasePath + "/" + testActionSetId + "/publication_mergerel").as(Encoders.bean(Relation.class)) + .where("relClass=='merges'") + .javaRDD() + .map(Relation::getTarget) + .distinct().count(); - assertEquals(897, publications); + assertEquals(831, publications); assertEquals(835, organizations); + assertEquals(100, projects); + assertEquals(100, datasource); + assertEquals(200, softwares); - long deletedOrgs = - jsc.textFile(testDedupGraphBasePath + "/organization") - .filter(this::isDeletedByInference) - .count(); - long deletedPubs = - jsc.textFile(testDedupGraphBasePath + "/publication") - .filter(this::isDeletedByInference) - .count(); + long deletedOrgs = jsc.textFile(testDedupGraphBasePath + "/organization") + .filter(this::isDeletedByInference).count(); + long deletedPubs = jsc.textFile(testDedupGraphBasePath + "/publication") + .filter(this::isDeletedByInference).count(); assertEquals(mergedOrgs, deletedOrgs); assertEquals(mergedPubs, deletedPubs); @@ -265,24 +213,42 @@ public class SparkDedupTest implements Serializable { @Order(5) public void propagateRelationTest() throws Exception { - ArgumentApplicationParser parser = - new ArgumentApplicationParser( - IOUtils.toString( - SparkPropagateRelation.class.getResourceAsStream( - "/eu/dnetlib/dhp/oa/dedup/propagateRelation_parameters.json"))); - parser.parseArgument( - new String[] { - "-mt", "local[*]", - "-i", testGraphBasePath, - "-w", testOutputBasePath, - "-o", testDedupGraphBasePath - }); + ArgumentApplicationParser parser = new ArgumentApplicationParser( + IOUtils.toString( + SparkPropagateRelation.class.getResourceAsStream("/eu/dnetlib/dhp/oa/dedup/propagateRelation_parameters.json"))); + parser.parseArgument(new String[]{ + "-i", testGraphBasePath, + "-w", testOutputBasePath, + "-o", testDedupGraphBasePath + }); new SparkPropagateRelation(parser, spark).run(isLookUpService); long relations = jsc.textFile(testDedupGraphBasePath + "/relation").count(); assertEquals(826, relations); + + //check deletedbyinference + final Dataset mergeRels = spark.read().load(DedupUtility.createMergeRelPath(testOutputBasePath, "*", "*")).as(Encoders.bean(Relation.class)); + final JavaPairRDD mergedIds = mergeRels + .where("relClass == 'merges'") + .select(mergeRels.col("target")) + .distinct() + .toJavaRDD() + .mapToPair((PairFunction) r -> new Tuple2(r.getString(0), "d")); + + JavaRDD toCheck = jsc.textFile(testDedupGraphBasePath + "/relation") + .mapToPair(json -> new Tuple2<>(MapDocumentUtil.getJPathString("$.source", json), json)) + .join(mergedIds) + .map(t -> t._2()._1()) + .mapToPair(json -> new Tuple2<>(MapDocumentUtil.getJPathString("$.target", json), json)) + .join(mergedIds) + .map(t -> t._2()._1()); + + long deletedbyinference = toCheck.filter(this::isDeletedByInference).count(); + long updated = toCheck.count(); + + assertEquals(updated, deletedbyinference); } @AfterAll @@ -292,6 +258,6 @@ public class SparkDedupTest implements Serializable { } public boolean isDeletedByInference(String s) { - return s.contains("\"deletedbyinference\":true"); + return s.contains("\"deletedbyinference\":true"); } -} +} \ No newline at end of file diff --git a/dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/entities/organization b/dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/entities/organization index 7e34ad133..1a0ef251a 100644 --- a/dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/entities/organization +++ b/dhp-workflows/dhp-dedup-openaire/src/test/resources/eu/dnetlib/dhp/dedup/entities/organization @@ -198,7 +198,7 @@ {"eclegalbody": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "ecresearchorganization": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "legalname": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "Suleyman Demirel University"}, "pid": [], "websiteurl": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": ""}, "ecnutscode": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "logourl": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": ""}, "collectedfrom": [{"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "DOAJ-Articles", "key": "10|driver______::bee53aa31dc2cbb538c10c2b65fa5824"}], "dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "sysimport:crosswalk:entityregistry", "classname": "sysimport:crosswalk:entityregistry", "schemename": "dnet:provenance_actions", "schemeid": "dnet:provenance_actions"}, "inferred": true, "inferenceprovenance": "dedup-similarity-organization-simple", "invisible": false, "trust": "0.9"}, "alternativeNames": [], "echighereducation": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "id": "20|doajarticles::5274db2acca49f6fd89760d0216f0fe6", "eclegalperson": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "lastupdatetimestamp": 0, "ecinternationalorganizationeurinterests": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "dateofcollection": "2018-09-18", "dateoftransformation": "2018-09-18", "ecnonprofit": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "ecenterprise": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "ecinternationalorganization": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "legalshortname": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "Suleyman Demirel University"}, "country": {"classid": "TR", "classname": "Turkey", "schemename": "dnet:countries", "schemeid": "dnet:countries"}, "extraInfo": [], "originalId": ["doajarticles::Suleyman_Demirel_University"], "ecsmevalidated": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}} {"eclegalbody": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "ecresearchorganization": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "legalname": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "Taras Shevchenko National University of Kyiv"}, "pid": [], "websiteurl": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": ""}, "ecnutscode": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "false"}, "logourl": {"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": ""}, "collectedfrom": [{"dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": "", "classname": "", "schemename": "", "schemeid": ""}, "inferred": false, "inferenceprovenance": "", "invisible": false, "trust": ""}, "value": "DOAJ-Articles", "key": "10|driver______::bee53aa31dc2cbb538c10c2b65fa5824"}], "dataInfo": {"deletedbyinference": false, "provenanceaction": {"classid": 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