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[FOS]changed the mapping between the csv and the model. Changed Test classes and resources

This commit is contained in:
Miriam Baglioni 2021-12-22 21:40:35 +01:00
parent 73175ba086
commit b81efb6a9d
9 changed files with 148 additions and 128 deletions
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10
dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/Constants.java
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@ -3,9 +3,6 @@ package eu.dnetlib.dhp.actionmanager;
import java.util.Optional; import java.util.Optional;
import eu.dnetlib.dhp.schema.common.ModelConstants;
import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
import org.apache.spark.api.java.function.MapFunction; import org.apache.spark.api.java.function.MapFunction;
import org.apache.spark.sql.Dataset; import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Encoders; import org.apache.spark.sql.Encoders;
@ -14,6 +11,9 @@ import org.apache.spark.sql.SparkSession;
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.schema.common.ModelConstants;
import eu.dnetlib.dhp.schema.oaf.StructuredProperty;
import eu.dnetlib.dhp.schema.oaf.utils.OafMapperUtils;
public class Constants { public class Constants {
@ -57,8 +57,8 @@ public class Constants {
sp sp
.setQualifier( .setQualifier(
OafMapperUtils OafMapperUtils
.qualifier(classid .qualifier(
, classid,
classname, classname,
ModelConstants.DNET_SUBJECT_TYPOLOGIES, ModelConstants.DNET_SUBJECT_TYPOLOGIES,
ModelConstants.DNET_SUBJECT_TYPOLOGIES)); ModelConstants.DNET_SUBJECT_TYPOLOGIES));

2
dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/createunresolvedentities/GetFOSData.java
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@ -21,7 +21,7 @@ public class GetFOSData implements Serializable {
private static final Logger log = LoggerFactory.getLogger(GetFOSData.class); private static final Logger log = LoggerFactory.getLogger(GetFOSData.class);
public static final char DEFAULT_DELIMITER = '\t'; public static final char DEFAULT_DELIMITER = ',';
public static void main(final String[] args) throws Exception { public static void main(final String[] args) throws Exception {
final ArgumentApplicationParser parser = new ArgumentApplicationParser( final ArgumentApplicationParser parser = new ArgumentApplicationParser(

29
dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/createunresolvedentities/PrepareFOSSparkJob.java
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@ -11,6 +11,7 @@ import java.util.stream.Collectors;
import org.apache.commons.io.IOUtils; import org.apache.commons.io.IOUtils;
import org.apache.spark.SparkConf; import org.apache.spark.SparkConf;
import org.apache.spark.api.java.function.MapFunction; import org.apache.spark.api.java.function.MapFunction;
import org.apache.spark.api.java.function.MapGroupsFunction;
import org.apache.spark.sql.Dataset; import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Encoders; import org.apache.spark.sql.Encoders;
import org.apache.spark.sql.SaveMode; import org.apache.spark.sql.SaveMode;
@ -64,10 +65,20 @@ public class PrepareFOSSparkJob implements Serializable {
private static void distributeFOSdois(SparkSession spark, String sourcePath, String outputPath) { private static void distributeFOSdois(SparkSession spark, String sourcePath, String outputPath) {
Dataset<FOSDataModel> fosDataset = readPath(spark, sourcePath, FOSDataModel.class); Dataset<FOSDataModel> fosDataset = readPath(spark, sourcePath, FOSDataModel.class);
fosDataset.map((MapFunction<FOSDataModel, Result>) value -> { fosDataset.groupByKey((MapFunction<FOSDataModel,String>)v->v.getDoi(), Encoders.STRING())
.mapGroups((MapGroupsFunction<String, FOSDataModel, Result>)(k,it)->{
Result r = new Result(); Result r = new Result();
r.setId(DHPUtils.generateUnresolvedIdentifier(value.getDoi(), DOI)); FOSDataModel first = it.next();
r.setSubject(getSubjects(value)); r.setId(DHPUtils.generateUnresolvedIdentifier(first.getDoi(), DOI));
HashSet<String> level1 = new HashSet<>();
HashSet<String> level2 = new HashSet<>();
HashSet<String> level3 = new HashSet<>();
addLevels(level1, level2, level3, first);
it.forEachRemaining(v -> addLevels(level1, level2, level3, v));
List<StructuredProperty>sbjs = new ArrayList<>();
level1.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
level2.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
level3.forEach(l -> sbjs.add(getSubject(l, FOS_CLASS_ID, FOS_CLASS_NAME)));
return r; return r;
}, Encoders.bean(Result.class)) }, Encoders.bean(Result.class))
.write() .write()
@ -76,14 +87,10 @@ public class PrepareFOSSparkJob implements Serializable {
.json(outputPath + "/fos"); .json(outputPath + "/fos");
} }
private static List<StructuredProperty> getSubjects(FOSDataModel fos) { private static void addLevels(HashSet<String> level1, HashSet<String> level2, HashSet<String> level3, FOSDataModel first) {
return Arrays level1.add(first.getLevel1());
.asList(getSubject(fos.getLevel1(), FOS_CLASS_ID, FOS_CLASS_NAME), level2.add(first.getLevel2());
getSubject(fos.getLevel2(), FOS_CLASS_ID, FOS_CLASS_NAME), level3.add(first.getLevel3());
getSubject(fos.getLevel3(), FOS_CLASS_ID, FOS_CLASS_NAME))
.stream()
.filter(Objects::nonNull)
.collect(Collectors.toList());
} }

8
dhp-workflows/dhp-aggregation/src/main/java/eu/dnetlib/dhp/actionmanager/createunresolvedentities/model/FOSDataModel.java
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@ -6,19 +6,19 @@ import java.io.Serializable;
import com.opencsv.bean.CsvBindByPosition; import com.opencsv.bean.CsvBindByPosition;
public class FOSDataModel implements Serializable { public class FOSDataModel implements Serializable {
@CsvBindByPosition(position = 1) @CsvBindByPosition(position = 0)
// @CsvBindByName(column = "doi") // @CsvBindByName(column = "doi")
private String doi; private String doi;
@CsvBindByPosition(position = 2) @CsvBindByPosition(position = 1)
// @CsvBindByName(column = "level1") // @CsvBindByName(column = "level1")
private String level1; private String level1;
@CsvBindByPosition(position = 3) @CsvBindByPosition(position = 2)
// @CsvBindByName(column = "level2") // @CsvBindByName(column = "level2")
private String level2; private String level2;
@CsvBindByPosition(position = 4) @CsvBindByPosition(position = 3)
// @CsvBindByName(column = "level3") // @CsvBindByName(column = "level3")
private String level3; private String level3;

6
dhp-workflows/dhp-aggregation/src/test/java/eu/dnetlib/dhp/actionmanager/createunresolvedentities/PrepareTest.java
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@ -155,14 +155,14 @@ public class PrepareTest {
void getFOSFileTest() throws IOException, ClassNotFoundException { void getFOSFileTest() throws IOException, ClassNotFoundException {
final String sourcePath = getClass() final String sourcePath = getClass()
.getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/h2020_fos_sbs.csv") .getResource("/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/fos_sbs.csv")
.getPath(); .getPath();
final String outputPath = workingDir.toString() + "/fos.json"; final String outputPath = workingDir.toString() + "/fos.json";
new GetFOSData() new GetFOSData()
.doRewrite( .doRewrite(
sourcePath, outputPath, "eu.dnetlib.dhp.actionmanager.createunresolvedentities.model.FOSDataModel", sourcePath, outputPath, "eu.dnetlib.dhp.actionmanager.createunresolvedentities.model.FOSDataModel",
'\t', fs); ',', fs);
BufferedReader in = new BufferedReader( BufferedReader in = new BufferedReader(
new InputStreamReader(fs.open(new org.apache.hadoop.fs.Path(outputPath)))); new InputStreamReader(fs.open(new org.apache.hadoop.fs.Path(outputPath))));
@ -176,7 +176,7 @@ public class PrepareTest {
count += 1; count += 1;
} }
assertEquals(38, count); assertEquals(39, count);
} }

25
dhp-workflows/dhp-aggregation/src/test/java/eu/dnetlib/dhp/actionmanager/createunresolvedentities/ProduceTest.java
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@ -107,13 +107,13 @@ public class ProduceTest {
.textFile(workingDir.toString() + "/unresolved") .textFile(workingDir.toString() + "/unresolved")
.map(item -> OBJECT_MAPPER.readValue(item, Result.class)); .map(item -> OBJECT_MAPPER.readValue(item, Result.class));
Assertions.assertEquals(135, tmp.count()); Assertions.assertEquals(105, tmp.count());
Assertions.assertEquals(1, tmp.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi")).count()); Assertions.assertEquals(1, tmp.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi")).count());
Assertions Assertions
.assertEquals( .assertEquals(
3, tmp 6, tmp
.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi")) .filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
.collect() .collect()
.get(0) .get(0)
@ -175,9 +175,20 @@ public class ProduceTest {
ModelConstants.DNET_PROVENANCE_ACTIONS, ModelConstants.DNET_PROVENANCE_ACTIONS,
sbj.getDataInfo().getProvenanceaction().getSchemename())); sbj.getDataInfo().getProvenanceaction().getSchemename()));
sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("engineering and technology")); Assertions
sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nano-technology")); .assertEquals(
sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nanoscience & nanotechnology")); true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("04 agricultural and veterinary sciences")));
Assertions.assertEquals(false, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("nano-technology")));
Assertions
.assertEquals(
true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0404 agricultural biotechnology")));
Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("040502 food science")));
Assertions
.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("03 medical and health sciences")));
Assertions.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("0303 health sciences")));
Assertions
.assertEquals(true, sbjs.stream().anyMatch(sbj -> sbj.getValue().equals("030309 nutrition & dietetics")));
List<Measure> measures = tmp List<Measure> measures = tmp
.filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi")) .filter(row -> row.getId().equals("unresolved::10.3390/s18072310::doi"))
@ -219,7 +230,7 @@ public class ProduceTest {
Assertions Assertions
.assertEquals( .assertEquals(
49, tmp 19, tmp
.filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi")) .filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi"))
.filter(row -> row.getSubject() != null) .filter(row -> row.getSubject() != null)
.count()); .count());
@ -229,7 +240,7 @@ public class ProduceTest {
85, 85,
tmp tmp
.filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi")) .filter(row -> !row.getId().equals("unresolved::10.3390/s18072310::doi"))
.filter(r -> r.getInstance() != null) .filter(r -> r.getInstance() != null && r.getInstance().size() > 0)
.count()); .count());
} }

77
dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/fos.json
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@ -1,38 +1,39 @@
{"doi":"10.3390/s18072310","level1":"engineering and technology","level2":"nano-technology","level3":"nanoscience & nanotechnology"} {"doi":"10.1080/1536383x.2020.1868997","level1":"02 engineering and technology","level2":"0210 nano-technology","level3":"021001 nanoscience & nanotechnology"}
{"doi":"10.1111/1365-2656.12831\u000210.17863/cam.24369","level1":"social sciences","level2":"psychology and cognitive sciences","level3":"NULL"} {"doi":"10.1080/1536383x.2020.1868997","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
{"doi":"10.3929/ethz-b-000187584\u000210.1002/chem.201701644","level1":"natural sciences","level2":"NULL","level3":"NULL"} {"doi":"10.1186/s40425-019-0732-8","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
{"doi":"10.1080/01913123.2017.1367361","level1":"medical and health sciences","level2":"clinical medicine","level3":"oncology & carcinogenesis"} {"doi":"10.1186/s40425-019-0732-8","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
{"doi":"10.1051/e3sconf/20199207011","level1":"natural sciences","level2":"earth and related environmental sciences","level3":"environmental sciences"} {"doi":"10.1007/s10482-021-01529-3","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
{"doi":"10.1038/onc.2015.333","level1":"medical and health sciences","level2":"clinical medicine","level3":"oncology & carcinogenesis"} {"doi":"10.1007/s10482-021-01529-3","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030306 microbiology"}
{"doi":"10.1093/mnras/staa256","level1":"natural sciences","level2":"physical sciences","level3":"NULL"} {"doi":"10.1155/2021/6643273","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010301 acoustics"}
{"doi":"10.1016/j.jclepro.2018.07.166","level1":"engineering and technology","level2":"other engineering and technologies","level3":"building & construction"} {"doi":"10.1155/2021/6643273","level1":"02 engineering and technology","level2":"0209 industrial biotechnology","level3":"020901 industrial engineering & automation"}
{"doi":"10.1103/physrevlett.125.037403","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"} {"doi":"10.12737/article_5d6613dbf2ad51.82646096","level1":"02 engineering and technology","level2":"0210 nano-technology","level3":"021001 nanoscience & nanotechnology"}
{"doi":"10.1080/03602532.2017.1316285","level1":"natural sciences","level2":"NULL","level3":"NULL"} {"doi":"10.12737/article_5d6613dbf2ad51.82646096","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010302 applied physics"}
{"doi":"10.1001/jamanetworkopen.2019.1868","level1":"medical and health sciences","level2":"other medical science","level3":"health policy & services"} {"doi":"10.1216/jie.2020.32.457","level1":"01 natural sciences","level2":"0101 mathematics","level3":"010101 applied mathematics"}
{"doi":"10.1128/mra.00874-18","level1":"natural sciences","level2":"biological sciences","level3":"plant biology & botany"} {"doi":"10.1216/jie.2020.32.457","level1":"01 natural sciences","level2":"0101 mathematics","level3":"010102 general mathematics"}
{"doi":"10.1016/j.nancom.2018.03.001","level1":"engineering and technology","level2":"NULL","level3":"NULL"} {"doi":"10.3934/naco.2021021","level1":"02 engineering and technology","level2":"0211 other engineering and technologies","level3":"021103 operations research"}
{"doi":"10.1112/topo.12174","level1":"natural sciences","level2":"NULL","level3":"NULL"} {"doi":"10.3934/naco.2021021","level1":"02 engineering and technology","level2":"0209 industrial biotechnology","level3":"020901 industrial engineering & automation"}
{"doi":"10.12688/wellcomeopenres.15846.1","level1":"medical and health sciences","level2":"health sciences","level3":"NULL"} {"doi":"10.1080/1034912x.2021.1910933","level1":"05 social sciences","level2":"050301 education","level3":"050301 education"}
{"doi":"10.21468/scipostphys.3.1.001","level1":"natural sciences","level2":"physical sciences","level3":"NULL"} {"doi":"10.1080/1034912x.2021.1910933","level1":"05 social sciences","level2":"0501 psychology and cognitive sciences","level3":"050104 developmental & child psychology"}
{"doi":"10.1088/1741-4326/ab6c77","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"} {"doi":"10.1016/j.rtbm.2020.100596","level1":"05 social sciences","level2":"0502 economics and business","level3":"050211 marketing"}
{"doi":"10.1109/tpwrs.2019.2944747","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"electrical & electronic engineering"} {"doi":"10.1016/j.rtbm.2020.100596","level1":"05 social sciences","level2":"0502 economics and business","level3":"050212 sport, leisure & tourism"}
{"doi":"10.1016/j.expthermflusci.2019.109994\u000210.17863/cam.46212","level1":"engineering and technology","level2":"mechanical engineering","level3":"mechanical engineering & transports"} {"doi":"10.14807/ijmp.v11i8.1220","level1":"05 social sciences","level2":"0502 economics and business","level3":"050211 marketing"}
{"doi":"10.1109/tc.2018.2860012","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"computer hardware & architecture"} {"doi":"10.14807/ijmp.v11i8.1220","level1":"05 social sciences","level2":"0502 economics and business","level3":"050203 business & management"}
{"doi":"10.1002/mma.6622","level1":"natural sciences","level2":"mathematics","level3":"numerical & computational mathematics"} {"doi":"10.1007/s13205-020-02415-x","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030304 developmental biology"}
{"doi":"10.1051/radiopro/2020020","level1":"natural sciences","level2":"chemical sciences","level3":"NULL"} {"doi":"10.1007/s13205-020-02415-x","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030302 biochemistry & molecular biology"}
{"doi":"10.1007/s12268-019-1003-4","level1":"medical and health sciences","level2":"basic medicine","level3":"NULL"} {"doi":"10.3390/s18072310","level1":"04 agricultural and veterinary sciences","level2":"0404 agricultural biotechnology","level3":"040502 food science"}
{"doi":"10.3390/cancers12010236","level1":"medical and health sciences","level2":"health sciences","level3":"biochemistry & molecular biology"} {"doi":"10.3390/s18072310","level1":"03 medical and health sciences","level2":"0303 health sciences","level3":"030309 nutrition & dietetics"}
{"doi":"10.6084/m9.figshare.9912614\u000210.6084/m9.figshare.9912614.v1\u000210.1080/00268976.2019.1665199","level1":"natural sciences","level2":"chemical sciences","level3":"physical chemistry"} {"doi":"10.1063/5.0032658","level1":"01 natural sciences","level2":"0103 physical sciences","level3":"010304 chemical physics"}
{"doi":"10.1175/jpo-d-17-0239.1","level1":"natural sciences","level2":"biological sciences","level3":"marine biology & hydrobiology"} {"doi":"10.1063/5.0032658","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
{"doi":"10.1007/s13218-020-00674-7","level1":"engineering and technology","level2":"industrial biotechnology","level3":"industrial engineering & automation"} {"doi":"10.1145/3411174.3411195","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020201 artificial intelligence & image processing"}
{"doi":"10.1016/j.psyneuen.2016.02.003\u000210.1016/j.psyneuen.2016.02.00310.7892/boris.78886\u000210.7892/boris.78886","level1":"medical and health sciences","level2":"basic medicine","level3":"NULL"} {"doi":"10.1145/3411174.3411195","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020206 networking & telecommunications"}
{"doi":"10.1109/ted.2018.2813542","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"electrical & electronic engineering"} {"doi":"10.1021/acs.joc.0c02755","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010405 organic chemistry"}
{"doi":"10.3989/scimar.04739.25a","level1":"natural sciences","level2":"biological sciences","level3":"NULL"} {"doi":"10.1021/acs.joc.0c02755","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
{"doi":"10.3390/su12187503","level1":"natural sciences","level2":"earth and related environmental sciences","level3":"NULL"} {"doi":"10.1002/jcp.28608","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
{"doi":"10.1016/j.ccell.2018.08.017","level1":"medical and health sciences","level2":"basic medicine","level3":"biochemistry & molecular biology"} {"doi":"10.1002/jcp.28608","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
{"doi":"10.1103/physrevresearch.2.023322","level1":"natural sciences","level2":"physical sciences","level3":"nuclear & particles physics"} {"doi":"10.1097/cmr.0000000000000579","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030220 oncology & carcinogenesis"}
{"doi":"10.1039/c8cp03234c","level1":"natural sciences","level2":"NULL","level3":"NULL"} {"doi":"10.1097/cmr.0000000000000579","level1":"03 medical and health sciences","level2":"0301 basic medicine","level3":"030304 developmental biology"}
{"doi":"10.5281/zenodo.3696557\u000210.5281/zenodo.3696556\u000210.1109/jsac.2016.2545384","level1":"engineering and technology","level2":"electrical engineering, electronic engineering, information engineering","level3":"networking & telecommunications"} {"doi":"10.1007/s11164-020-04383-6","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010405 organic chemistry"}
{"doi":"10.1038/ng.3667\u000210.1038/ng.3667.\u000210.17615/tct6-4m26\u000210.17863/cam.15649","level1":"medical and health sciences","level2":"health sciences","level3":"genetics & heredity"} {"doi":"10.1007/s11164-020-04383-6","level1":"01 natural sciences","level2":"0104 chemical sciences","level3":"010402 general chemistry"}
{"doi":"10.1016/j.jclepro.2019.119065","level1":"engineering and technology","level2":"other engineering and technologies","level3":"building & construction"} {"doi":"10.1016/j.actpsy.2020.103155","level1":"05 social sciences","level2":"0501 psychology and cognitive sciences","level3":"050105 experimental psychology"}
{"doi":"10.1111/pce.13392","level1":"agricultural and veterinary sciences","level2":"agriculture, forestry, and fisheries","level3":"agronomy & agriculture"} {"doi":"10.1016/j.actpsy.2020.103155","level1":"03 medical and health sciences","level2":"0302 clinical medicine","level3":"030217 neurology & neurosurgery"}
{"doi":"10.1109/memea49120.2020.9137187","level1":"02 engineering and technology","level2":"0202 electrical engineering, electronic engineering, information engineering","level3":"020208 electrical & electronic engineering"}

39
dhp-workflows/dhp-aggregation/src/test/resources/eu/dnetlib/dhp/actionmanager/createunresolvedentities/fos/fos_sbs.csv Normal file
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@ -0,0 +1,39 @@
10.1080/1536383x.2020.1868997,02 engineering and technology,0210 nano-technology,021001 nanoscience & nanotechnology
10.1080/1536383x.2020.1868997,01 natural sciences,0104 chemical sciences,010402 general chemistry
10.1186/s40425-019-0732-8,03 medical and health sciences,0302 clinical medicine,030220 oncology & carcinogenesis
10.1186/s40425-019-0732-8,03 medical and health sciences,0301 basic medicine,030304 developmental biology
10.1007/s10482-021-01529-3,03 medical and health sciences,0301 basic medicine,030304 developmental biology
10.1007/s10482-021-01529-3,03 medical and health sciences,0301 basic medicine,030306 microbiology
10.1155/2021/6643273,01 natural sciences,0103 physical sciences,010301 acoustics
10.1155/2021/6643273,02 engineering and technology,0209 industrial biotechnology,020901 industrial engineering & automation
10.12737/article_5d6613dbf2ad51.82646096,02 engineering and technology,0210 nano-technology,021001 nanoscience & nanotechnology
10.12737/article_5d6613dbf2ad51.82646096,01 natural sciences,0103 physical sciences,010302 applied physics
10.1216/jie.2020.32.457,01 natural sciences,0101 mathematics,010101 applied mathematics
10.1216/jie.2020.32.457,01 natural sciences,0101 mathematics,010102 general mathematics
10.3934/naco.2021021,02 engineering and technology,0211 other engineering and technologies,021103 operations research
10.3934/naco.2021021,02 engineering and technology,0209 industrial biotechnology,020901 industrial engineering & automation
10.1080/1034912x.2021.1910933,05 social sciences,050301 education,050301 education
10.1080/1034912x.2021.1910933,05 social sciences,0501 psychology and cognitive sciences,050104 developmental & child psychology
10.1016/j.rtbm.2020.100596,05 social sciences,0502 economics and business,050211 marketing
10.1016/j.rtbm.2020.100596,05 social sciences,0502 economics and business,"050212 sport, leisure & tourism"
10.14807/ijmp.v11i8.1220,05 social sciences,0502 economics and business,050211 marketing
10.14807/ijmp.v11i8.1220,05 social sciences,0502 economics and business,050203 business & management
10.1007/s13205-020-02415-x,03 medical and health sciences,0303 health sciences,030304 developmental biology
10.1007/s13205-020-02415-x,03 medical and health sciences,0303 health sciences,030302 biochemistry & molecular biology
10.3390/foods10040865,04 agricultural and veterinary sciences,0404 agricultural biotechnology,040502 food science
10.3390/foods10040865,03 medical and health sciences,0303 health sciences,030309 nutrition & dietetics
10.1063/5.0032658,01 natural sciences,0103 physical sciences,010304 chemical physics
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