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[EOSC context TAG] Add test class and resourcesK

This commit is contained in:
Miriam Baglioni 2022-07-22 14:36:02 +02:00
parent 317a4a56ef
commit 7a1c1b6f53
9 changed files with 855 additions and 150 deletions

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@ -1,3 +1,4 @@
package eu.dnetlib.dhp.bulktag.eosc;
import java.io.Serializable;

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@ -1,27 +1,6 @@
package eu.dnetlib.dhp.bulktag.eosc;
/**
* @author miriam.baglioni
* @Date 21/07/22
*/
import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.common.DbClient;
import eu.dnetlib.dhp.schema.common.ModelSupport;
import eu.dnetlib.dhp.schema.common.RelationInverse;
import eu.dnetlib.dhp.schema.oaf.Relation;
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
import org.apache.commons.io.IOUtils;
import org.apache.commons.lang3.StringUtils;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FSDataOutputStream;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import java.io.BufferedWriter;
import java.io.Closeable;
import java.io.IOException;
@ -34,6 +13,28 @@ import java.util.List;
import java.util.function.Consumer;
import java.util.function.Function;
import org.apache.commons.io.IOUtils;
import org.apache.commons.lang3.StringUtils;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FSDataOutputStream;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
/**
* @author miriam.baglioni
* @Date 21/07/22
*/
import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.common.DbClient;
import eu.dnetlib.dhp.schema.common.ModelSupport;
import eu.dnetlib.dhp.schema.common.RelationInverse;
import eu.dnetlib.dhp.schema.oaf.Relation;
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
public class ReadMasterDatasourceFromDB implements Closeable {
private final DbClient dbClient;
@ -54,7 +55,7 @@ public class ReadMasterDatasourceFromDB implements Closeable {
.toString(
ReadMasterDatasourceFromDB.class
.getResourceAsStream(
"/eu/dnetlib/dhp/blacklist/blacklist_parameters.json")));
"/eu/dnetlib/dhp/bulktag/datasourcemaster_parameters.json")));
parser.parseArgument(args);
@ -64,7 +65,8 @@ public class ReadMasterDatasourceFromDB implements Closeable {
final String hdfsPath = parser.get("hdfsPath") + "/datasourceMasters";
final String hdfsNameNode = parser.get("hdfsNameNode");
try (final ReadMasterDatasourceFromDB rmd = new ReadMasterDatasourceFromDB(hdfsPath, hdfsNameNode, dbUrl, dbUser,
try (
final ReadMasterDatasourceFromDB rmd = new ReadMasterDatasourceFromDB(hdfsPath, hdfsNameNode, dbUrl, dbUser,
dbPassword)) {
log.info("Processing datasources...");

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@ -1,18 +1,22 @@
package eu.dnetlib.dhp.bulktag.eosc;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.google.gson.Gson;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.bulktag.SparkBulkTagJob;
import eu.dnetlib.dhp.bulktag.community.*;
import eu.dnetlib.dhp.schema.common.ModelSupport;
import eu.dnetlib.dhp.schema.oaf.Context;
import eu.dnetlib.dhp.schema.oaf.DataInfo;
import eu.dnetlib.dhp.schema.oaf.Qualifier;
import eu.dnetlib.dhp.schema.oaf.Result;
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
import static eu.dnetlib.dhp.PropagationConstant.readPath;
import static eu.dnetlib.dhp.PropagationConstant.removeOutputDir;
import static eu.dnetlib.dhp.bulktag.community.TaggingConstants.*;
import static eu.dnetlib.dhp.bulktag.community.TaggingConstants.TAGGING_TRUST;
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import static eu.dnetlib.dhp.schema.common.ModelConstants.DNET_PROVENANCE_ACTIONS;
import java.io.Serializable;
import java.util.*;
import java.util.stream.Collectors;
import javax.print.attribute.DocAttributeSet;
import org.apache.commons.io.IOUtils;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.function.ForeachFunction;
import org.apache.spark.api.java.function.MapFunction;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Encoders;
@ -21,16 +25,15 @@ import org.apache.spark.sql.SparkSession;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import javax.print.attribute.DocAttributeSet;
import java.io.Serializable;
import java.util.*;
import java.util.stream.Collectors;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.google.gson.Gson;
import static eu.dnetlib.dhp.PropagationConstant.removeOutputDir;
import static eu.dnetlib.dhp.bulktag.community.TaggingConstants.*;
import static eu.dnetlib.dhp.bulktag.community.TaggingConstants.TAGGING_TRUST;
import static eu.dnetlib.dhp.common.SparkSessionSupport.runWithSparkSession;
import static eu.dnetlib.dhp.schema.common.ModelConstants.DNET_PROVENANCE_ACTIONS;
import eu.dnetlib.dhp.application.ArgumentApplicationParser;
import eu.dnetlib.dhp.bulktag.SparkBulkTagJob;
import eu.dnetlib.dhp.bulktag.community.*;
import eu.dnetlib.dhp.schema.common.ModelSupport;
import eu.dnetlib.dhp.schema.oaf.*;
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
/**
* @author miriam.baglioni
@ -46,7 +49,7 @@ public class SparkEoscBulkTag implements Serializable {
.toString(
SparkEoscBulkTag.class
.getResourceAsStream(
"/eu/dnetlib/dhp/bulktag/input_bulkTag_parameters.json"));
"/eu/dnetlib/dhp/bulktag/input_eosc_bulkTag_parameters.json"));
final ArgumentApplicationParser parser = new ArgumentApplicationParser(jsonConfiguration);
parser.parseArgument(args);
@ -60,8 +63,8 @@ public class SparkEoscBulkTag implements Serializable {
final String inputPath = parser.get("sourcePath");
log.info("inputPath: {}", inputPath);
final String outputPath = parser.get("outputPath");
log.info("outputPath: {}", outputPath);
final String workingPath = parser.get("workingPath");
log.info("workingPath: {}", workingPath);
String datasourceMapPath = parser.get("datasourceMapPath");
log.info("datasourceMapPath: {}", datasourceMapPath);
@ -78,21 +81,25 @@ public class SparkEoscBulkTag implements Serializable {
conf,
isSparkSessionManaged,
spark -> {
removeOutputDir(spark, outputPath);
execBulkTag(spark, inputPath, outputPath, datasourceMapPath, resultClazz);
removeOutputDir(spark, workingPath);
execBulkTag(spark, inputPath, workingPath, datasourceMapPath, resultClazz);
});
}
private static <R extends Result> void execBulkTag(
SparkSession spark,
String inputPath,
String outputPath,
String workingPath,
String datasourceMapPath,
Class<R> resultClazz) {
final List<String> hostedByList = Arrays.asList(readPath(spark, datasourceMapPath, DatasourceMaster.class)
List<String> hostedByList = readPath(spark, datasourceMapPath, DatasourceMaster.class)
.map((MapFunction<DatasourceMaster, String>) dm -> dm.getMaster(), Encoders.STRING())
.collect());
.collectAsList();
readPath(spark, inputPath, resultClazz)
.map(patchResult(), Encoders.bean(resultClazz))
@ -103,7 +110,14 @@ public class SparkEoscBulkTag implements Serializable {
.write()
.mode(SaveMode.Overwrite)
.option("compression", "gzip")
.json(outputPath);
.json(workingPath);
readPath(spark, workingPath, resultClazz)
.write()
.mode(SaveMode.Overwrite)
.option("compression", "gzip")
.json(inputPath);
}
private static <R extends Result> R enrich(R value, List<String> hostedByList) {
@ -111,9 +125,14 @@ public class SparkEoscBulkTag implements Serializable {
(value.getEoscifguidelines() != null && value.getEoscifguidelines().size() > 0)) {
Context context = new Context();
context.setId("eosc");
OafMapperUtils.dataInfo(false, BULKTAG_DATA_INFO_TYPE,true,false,
OafMapperUtils.qualifier(CLASS_ID_DATASOURCE, CLASS_NAME_BULKTAG_DATASOURCE,
DNET_PROVENANCE_ACTIONS, DNET_PROVENANCE_ACTIONS), TAGGING_TRUST);
OafMapperUtils
.dataInfo(
false, BULKTAG_DATA_INFO_TYPE, true, false,
OafMapperUtils
.qualifier(
CLASS_ID_DATASOURCE, CLASS_NAME_BULKTAG_DATASOURCE,
DNET_PROVENANCE_ACTIONS, DNET_PROVENANCE_ACTIONS),
TAGGING_TRUST);
value.getContext().add(context);
}

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@ -0,0 +1,32 @@
[
{
"paramName": "p",
"paramLongName": "hdfsPath",
"paramDescription": "the path where storing the sequential file",
"paramRequired": true
},
{
"paramName": "nn",
"paramLongName": "hdfsNameNode",
"paramDescription": "the name node on hdfs",
"paramRequired": true
},
{
"paramName": "pgurl",
"paramLongName": "postgresUrl",
"paramDescription": "postgres url, example: jdbc:postgresql://localhost:5432/testdb",
"paramRequired": true
},
{
"paramName": "pguser",
"paramLongName": "postgresUser",
"paramDescription": "postgres user",
"paramRequired": false
},
{
"paramName": "pgpasswd",
"paramLongName": "postgresPassword",
"paramDescription": "postgres password",
"paramRequired": false
}
]

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@ -0,0 +1,34 @@
[
{
"paramName":"s",
"paramLongName":"sourcePath",
"paramDescription": "the path of the sequencial file to read",
"paramRequired": true
},
{
"paramName": "dmp",
"paramLongName":"datasourceMapPath",
"paramDescription": "the path where the association datasource master has been stored",
"paramRequired": true
},
{
"paramName":"tn",
"paramLongName":"resultTableName",
"paramDescription": "the name of the result table we are currently working on",
"paramRequired": true
},
{
"paramName": "wp",
"paramLongName": "workingPath",
"paramDescription": "the path used to store temporary output files",
"paramRequired": true
},
{
"paramName": "ssm",
"paramLongName": "isSparkSessionManaged",
"paramDescription": "true if the spark session is managed, false otherwise",
"paramRequired": false
}
]

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@ -16,6 +16,21 @@
<name>outputPath</name>
<description>the output path</description>
</property>
<property>
<name>postgresURL</name>
<description>the url of the postgress server to query</description>
</property>
<property>
<name>postgresUser</name>
<description>the username to access the postgres db</description>
</property>
<property>
<name>postgresPassword</name>
<description>the postgres password</description>
</property>
</parameters>
<global>
@ -29,7 +44,7 @@
</configuration>
</global>
<start to="reset_outputpath"/>
<start to="eosc_context_tag"/>
<kill name="Kill">
<message>Action failed, error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
@ -226,10 +241,132 @@
<arg>--sourcePath</arg><arg>${outputPath}</arg>
<arg>--workingPath</arg><arg>${workingDir}/eoscTag</arg>
</spark>
<ok to="eosc_get_datasource_master"/>
<error to="Kill"/>
</action>
<action name="eosc_get_datasource_master">
<java>
<main-class>eu.dnetlib.dhp.bulktag.eosc.ReadMasterDatasourceFromDB</main-class>
<arg>--hdfsPath</arg><arg>${workingDir}/datasourcemaster</arg>
<arg>--hdfsNameNode</arg><arg>${nameNode}</arg>
<arg>--postgresUrl</arg><arg>${postgresURL}</arg>
<arg>--postgresUser</arg><arg>${postgresUser}</arg>
<arg>--postgresPassword</arg><arg>${postgresPassword}</arg>
</java>
<ok to="End"/>
<error to="Kill"/>
</action>
<fork name="fork_eosc_context_tag">
<path start="eosc_context_tag_publication"/>
<path start="eosc_context_tag_dataset"/>
<path start="eosc_context_tag_otherresearchproduct"/>
<path start="eosc_context_tag_software"/>
</fork>
<action name="eosc_context_tag_publication">
<spark xmlns="uri:oozie:spark-action:0.2">
<master>yarn-cluster</master>
<mode>cluster</mode>
<name>EOSC_tagging</name>
<class>eu.dnetlib.dhp.bulktag.eosc.SparkEoscBulkTag</class>
<jar>dhp-enrichment-${projectVersion}.jar</jar>
<spark-opts>
--num-executors=${sparkExecutorNumber}
--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}
</spark-opts>
<arg>--sourcePath</arg><arg>${outputPath}/publication</arg>
<arg>--workingPath</arg><arg>${workingDir}/eoscContextTag/publication</arg>
<arg>--resultTableName</arg><arg>eu.dnetlib.dhp.schema.oaf.Publication</arg>
<arg>--datasourceMapPath</arg><arg>${workingDir}/datasourcemaster</arg>
</spark>
<ok to="wait_eosc_context_tag"/>
<error to="Kill"/>
</action>
<action name="eosc_context_tag_dataset">
<spark xmlns="uri:oozie:spark-action:0.2">
<master>yarn-cluster</master>
<mode>cluster</mode>
<name>EOSC_tagging</name>
<class>eu.dnetlib.dhp.bulktag.eosc.SparkEoscBulkTag</class>
<jar>dhp-enrichment-${projectVersion}.jar</jar>
<spark-opts>
--num-executors=${sparkExecutorNumber}
--executor-memory=${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}${spark2EventLogDir}
</spark-opts>
<arg>--sourcePath</arg><arg>${outputPath}/dataset</arg>
<arg>--workingPath</arg><arg>${workingDir}/eoscContextTag/dataset</arg>
<arg>--resultTableName</arg><arg>eu.dnetlib.dhp.schema.oaf.Dataset</arg>
<arg>--datasourceMapPath</arg><arg>${workingDir}/datasourcemaster</arg>
</spark>
<ok to="wait_eosc_context_tag"/>
<error to="Kill"/>
</action>
<action name="eosc_context_tag_software">
<spark xmlns="uri:oozie:spark-action:0.2">
<master>yarn-cluster</master>
<mode>cluster</mode>
<name>EOSC_tagging</name>
<class>eu.dnetlib.dhp.bulktag.eosc.SparkEoscBulkTag</class>
<jar>dhp-enrichment-${projectVersion}.jar</jar>
<spark-opts>
--num-executors=${sparkExecutorNumber}
--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}
</spark-opts>
<arg>--sourcePath</arg><arg>${outputPath}/software</arg>
<arg>--workingPath</arg><arg>${workingDir}/eoscContextTag/software</arg>
<arg>--resultTableName</arg><arg>eu.dnetlib.dhp.schema.oaf.Software</arg>
<arg>--datasourceMapPath</arg><arg>${workingDir}/datasourcemaster</arg>
</spark>
<ok to="wait_eosc_context_tag"/>
<error to="Kill"/>
</action>
<action name="eosc_context_tag_otherresearchproduct">
<spark xmlns="uri:oozie:spark-action:0.2">
<master>yarn-cluster</master>
<mode>cluster</mode>
<name>EOSC_tagging</name>
<class>eu.dnetlib.dhp.bulktag.eosc.SparkEoscBulkTag</class>
<jar>dhp-enrichment-${projectVersion}.jar</jar>
<spark-opts>
--num-executors=${sparkExecutorNumber}
--executor-memory=${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}${spark2EventLogDir}
</spark-opts>
<arg>--sourcePath</arg><arg>${outputPath}/otherresearchproduct</arg>
<arg>--workingPath</arg><arg>${workingDir}/eoscContextTag/otherresearchproduct</arg>
<arg>--resultTableName</arg><arg>eu.dnetlib.dhp.schema.oaf.OtherResearchProduct</arg>
<arg>--datasourceMapPath</arg><arg>${workingDir}/datasourcemaster</arg>
</spark>
<ok to="wait_eosc_context_tag"/>
<error to="Kill"/>
</action>
<join name="wait_eosc_context_tag" to="End"/>
<end name="End"/>
</workflow-app>

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@ -0,0 +1,152 @@
package eu.dnetlib.dhp.bulktag;
/**
* @author miriam.baglioni
* @Date 22/07/22
*/
import com.fasterxml.jackson.databind.ObjectMapper;
import eu.dnetlib.dhp.bulktag.eosc.SparkEoscBulkTag;
import eu.dnetlib.dhp.schema.oaf.Dataset;
import eu.dnetlib.dhp.schema.oaf.OtherResearchProduct;
import eu.dnetlib.dhp.schema.oaf.Software;
import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
import org.apache.commons.io.FileUtils;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.MapFunction;
import org.apache.spark.sql.Encoders;
import org.apache.spark.sql.SaveMode;
import org.apache.spark.sql.SparkSession;
import org.junit.jupiter.api.AfterAll;
import org.junit.jupiter.api.Assertions;
import org.junit.jupiter.api.BeforeAll;
import org.junit.jupiter.api.Test;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.io.IOException;
import java.nio.file.Files;
import java.nio.file.Path;
import java.util.List;
//"50|475c1990cbb2::0fecfb874d9395aa69d2f4d7cd1acbea" has instance hostedby eosc
//"50|475c1990cbb2::3185cd5d8a2b0a06bb9b23ef11748eb1" has instance hostedby eosc
//"50|475c1990cbb2::449f28eefccf9f70c04ad70d61e041c7" has two instance one hostedby eosc
//"50|475c1990cbb2::3894c94123e96df8a21249957cf160cb" has EoscTag
public class EOSCContextTaggingTest {
private static final ObjectMapper OBJECT_MAPPER = new ObjectMapper();
private static SparkSession spark;
private static Path workingDir;
private static final Logger log = LoggerFactory.getLogger(EOSCContextTaggingTest.class);
@BeforeAll
public static void beforeAll() throws IOException {
workingDir = Files.createTempDirectory(EOSCContextTaggingTest.class.getSimpleName());
log.info("using work dir {}", workingDir);
SparkConf conf = new SparkConf();
conf.setAppName(EOSCContextTaggingTest.class.getSimpleName());
conf.setMaster("local[*]");
conf.set("spark.driver.host", "localhost");
conf.set("hive.metastore.local", "true");
conf.set("spark.ui.enabled", "false");
conf.set("spark.sql.warehouse.dir", workingDir.toString());
conf.set("hive.metastore.warehouse.dir", workingDir.resolve("warehouse").toString());
spark = SparkSession
.builder()
.appName(EOSCTagJobTest.class.getSimpleName())
.config(conf)
.getOrCreate();
}
@AfterAll
public static void afterAll() throws IOException {
FileUtils.deleteDirectory(workingDir.toFile());
spark.stop();
}
@Test
void EoscContextTagTest() throws Exception {
spark
.read()
.textFile(getClass().getResource("/eu/dnetlib/dhp/bulktag/eosc/dataset/dataset_10.json").getPath())
.map(
(MapFunction<String, Dataset>) value -> OBJECT_MAPPER.readValue(value, Dataset.class),
Encoders.bean(Dataset.class))
.write()
.mode(SaveMode.Overwrite)
.option("compression", "gzip")
.json(workingDir.toString() + "/input/dataset");
SparkEoscBulkTag
.main(
new String[] {
"-isSparkSessionManaged", Boolean.FALSE.toString(),
"-sourcePath",
workingDir.toString() + "/input/dataset",
"-workingPath", workingDir.toString() + "/working/dataset",
"-datasourceMapPath", getClass().getResource("/eu/dnetlib/dhp/bulktag/eosc/datasourceMasterAssociation/datasourceMaster").getPath(),
"-resultTableName", "eu.dnetlib.dhp.schema.oaf.Dataset"
});
final JavaSparkContext sc = JavaSparkContext.fromSparkContext(spark.sparkContext());
JavaRDD<Dataset> tmp = sc
.textFile(workingDir.toString() + "/input/dataset")
.map(item -> OBJECT_MAPPER.readValue(item, Dataset.class));
Assertions.assertEquals(10, tmp.count());
Assertions
.assertEquals(
4,
tmp
.filter(
s -> s.getContext().stream().anyMatch(c -> c.getId().equals("eosc")))
.count());
Assertions
.assertEquals(1,
tmp
.filter(d -> d.getId().equals("50|475c1990cbb2::0fecfb874d9395aa69d2f4d7cd1acbea")
&&
d.getContext().stream().anyMatch(c -> c.getId().equals("eosc"))).count()
);
Assertions
.assertEquals(1,
tmp
.filter(d -> d.getId().equals("50|475c1990cbb2::3185cd5d8a2b0a06bb9b23ef11748eb1")
&&
d.getContext().stream().anyMatch(c -> c.getId().equals("eosc"))).count()
);
Assertions
.assertEquals(1,
tmp
.filter(d -> d.getId().equals("50|475c1990cbb2::3894c94123e96df8a21249957cf160cb")
&&
d.getContext().stream().anyMatch(c -> c.getId().equals("eosc"))).count()
);
Assertions
.assertEquals(1,
tmp
.filter(d -> d.getId().equals("50|475c1990cbb2::3894c94123e96df8a21249957cf160cb")
&&
d.getContext().stream().anyMatch(c -> c.getId().equals("eosc"))).count()
);
}
}

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@ -0,0 +1,318 @@
{"datasource":"eosc________::100percentit::100percentit.100_percent_it_trusted_cloud","master":"10|eosc________::7ef2576047f040612b983a27347471fc"}
{"datasource":"eosc________::altec::altec.space-vis_adn_service","master":"10|eosc________::2946c48bbcc514ad76bbbf727d5d8fbc"}
{"datasource":"eosc________::astron::astron.","master":"10|eosc________::acb262d4bfdeb6aa9b463a4a6d0d662a"}
{"datasource":"eosc________::athena::athena.atmo-flud","master":"10|eosc________::ac448975e1d7f8b0266c8bb3b3992029"}
{"datasource":"eosc________::athena::athena.uw-map","master":"10|eosc________::5f2a401cf8ce9dc22a3776cea519b594"}
{"datasource":"eosc________::athena::athena.verbal_aggression_analyser_va_analyser","master":"10|eosc________::8b26233e89a50e3754972b1341130494"}
{"datasource":"eosc________::authenix::authenix.authenix","master":"10|eosc________::3cd84764da5728473593a580efb29a40"}
{"datasource":"eosc________::bineo::bineo.cos4bio","master":"10|eosc________::903e0526a6e56eeaf0e4561aa862ecb8"}
{"datasource":"eosc________::blue-cloud::blue-cloud.phytoplankton_eovs","master":"10|eosc________::c2438d79b48baf817956f3856877b3b8"}
{"datasource":"eosc________::bsc-es::bsc-es.bdrc_-_barcelona_dust_regional_center","master":"10|eosc________::756664ca614118315840eb8e985e4377"}
{"datasource":"eosc________::bsc-es::bsc-es.openebench","master":"10|eosc________::69ed72b873b803feed5ba6ae47548419"}
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{"datasource":"eosc________::vilnius-university::vilnius-university.the_national_open_access_research_data_archive_midas","master":"10|eosc________::4987ee0d071f68cf88f6b1a834b6733f"}
{"datasource":"eosc________::wenmr::wenmr.amber-based_portal_server_for_nmr_structures_amps-nmr","master":"10|eosc________::c6cca9747ef3ce296bd626bcbc4e480a"}
{"datasource":"eosc________::wenmr::wenmr.disvis_web_portal","master":"10|eosc________::2539ec693b683284c4e243b969ae3fc0"}
{"datasource":"eosc________::wenmr::wenmr.fanten_finding_anisotropy_tensor","master":"10|eosc________::99c793e3f3b856c48eaaa36682038b28"}
{"datasource":"eosc________::wenmr::wenmr.haddock24_web_portal","master":"10|eosc________::0f198f6a0885105809f420be23614be3"}
{"datasource":"eosc________::wenmr::wenmr.metalpdb","master":"10|eosc________::84676bc3d2ce17de70309dc58f428296"}
{"datasource":"eosc________::wenmr::wenmr.pdb-tools_web","master":"10|eosc________::b37eed45624ac30f3476f71640e59a61"}
{"datasource":"eosc________::wenmr::wenmr.powerfit_web_portal","master":"10|eosc________::93d4d621ed1da378c0e7dc891cefc007"}
{"datasource":"eosc________::wenmr::wenmr.spoton","master":"10|eosc________::76e7e0552f9c6b89db94b31ddc366b9f"}