cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/g2kfly/he3mrz
title: N.SSWH.tar.gz
DOI: 10.7910/dvn/g2kfly/jvwajm
title: N.SOJH.tar.gz
DOI: 10.7910/dvn/g2kfly/n8hkcm
title: N.SSGH.tar.gz
DOI: 10.7910/dvn/g2kfly/vgq7z0
title: N.SSSH.tar.gz
DOI: 10.7910/dvn/g2kfly/zxawge
title: N.SUYH.tar.gz
DOI: 10.7910/dvn/b9scdj/0mcwj9
title: Support-Code.R

description: :unav
DOI: 10.7910/dvn/b9scdj/ded76n
title: Selin-Lewis-Data.tab

description: :unav
DOI: 10.7910/dvn/g2kfly/1eklz3
title: N.TONH.tar.gz
DOI: 10.7910/dvn/g2kfly/enb5x6
title: README
DOI: 10.7910/dvn/g2kfly/ki3xdp
title: N.TTNH.tar.gz
DOI: 10.7910/dvn/xgnhsa/40rbdt
title: SkintoneOutput_ver3_clean.pdf
DOI: 10.7910/dvn/xgnhsa/7g03zk
title: Read Me.docx
DOI: 10.7910/dvn/xgnhsa/de0ocu
title: Clean do file for submission_v5b.pdf
DOI: 10.7910/dvn/xkc55w/0pq2wb
title: Script_Peters_Vink_Schmeets_2017.txt
DOI: 10.7910/dvn/6halre/n2aap9
title: oc_paper_politicalbehavior_replication.R
DOI: 10.7910/dvn/6halre/vbtxgm
title: oc_paper_politicalbehavior_replication_noyob.R
DOI: 10.7910/dvn/6halre/3esfud
title: oc_paper_replication_materials_noyob.csv
DOI: 10.7910/dvn/6halre/wpz3nj
title: oc_paper_politicalbehavior_sionly_accepted_v1-1.pdf
DOI: 10.7910/dvn/wuqriq/czixqr
title: jeps replication code.R
DOI: 10.7910/dvn/wuqriq/6ygqdl
title: jeps_replication_log.txt
DOI: 10.7910/dvn/wuqriq/bq0rnz
title: jeps_replication_data.csv
DOI: 10.7910/dvn/wuqriq/k3qyu5
title: readme.txt
DOI: 10.7910/dvn/g844ls/0tnhul
title: codebook.txt
DOI: 10.7910/dvn/g844ls/2fli69
title: American_hegemony_index.tab
DOI: 10.7910/dvn/g844ls/bmsjjw
title: APPENDIX.docx
DOI: 10.7910/dvn/g844ls/eyu6u6
title: Database .dta
DOI: 10.7910/dvn/g844ls/ql1rwe
title: SCRIPT.do
DOI: 10.7910/dvn/be3nv3/6hbg7i
title: CODE BOOK.pdf
DOI: 10.7910/dvn/be3nv3/i7qxsp
title: DATABASE.tab
DOI: 10.7910/dvn/be3nv3/q6n8gy
title: SCRIPT.do
DOI: 10.7910/dvn/be3nv3/vys5vg
title: FIG5.tab
DOI: 10.15468/dl.6egeh3
title: Occurrence Download

description: A dataset containing 3108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clamator glandarius (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 3108 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028700-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/qx8lc6/3gwys3
title: speeches_voted in favour.txt
DOI: 10.7910/dvn/qx8lc6/yizdim
title: speeches_voted against.txt
DOI: 10.7910/dvn/e08p1k/olyhaa
title: database.dta
DOI: 10.7910/dvn/e08p1k/t9qfz0
title: Script.do
DOI: 10.7910/dvn/e08p1k/uf39ue
title: Apéndice Online.docx
DOI: 10.7910/dvn/bwqzch/8uzfg1
title: databasecountrylevel.dta
DOI: 10.7910/dvn/bwqzch/d9znuu
title: databasefirmlevel.dta
DOI: 10.7910/dvn/bwqzch/nmje8i
title: dababasedyadiclevel.dta
DOI: 10.7910/dvn/bwqzch/hmsxst
title: Online appendix.docx
DOI: 10.7910/dvn/bwqzch/wdtkxl
title: script.do
DOI: 10.7910/dvn/qxwx4q/bwfmaa
title: simulartions read me.txt
DOI: 10.7910/dvn/qxwx4q/du1anz
title: make_input_list_monte_carlo.R
DOI: 10.7910/dvn/qxwx4q/vbxnlm
title: make_ensemble.R
DOI: 10.7910/dvn/qxwx4q/63yz5z
title: speedy.engine.R
DOI: 10.7910/dvn/qxwx4q/bi0rqg
title: speedy.sim.function.R
DOI: 10.7910/dvn/qxwx4q/dzwq8f
title: snow_make_ensemble.R
DOI: 10.7910/dvn/qxwx4q/kwrz98
title: speedy.formater.ties.R
DOI: 10.7910/dvn/qxwx4q/qowwti
title: snow.R
DOI: 10.7910/dvn/cx6bkt/g7sved
title: analysis_variability.R
DOI: 10.7910/dvn/cx6bkt/ywts0v
title: boxplot_rule_correlations.R
DOI: 10.7910/dvn/x9kkqw/0x33dq
title: A.gov.cohesion.Rdata
DOI: 10.7910/dvn/x9kkqw/1blpac
title: A.ecc.Rdata
DOI: 10.7910/dvn/x9kkqw/ayrotq
title: A.ENgov.Rdata
DOI: 10.7910/dvn/x9kkqw/ftzada
title: A.gov.rep.Rdata
DOI: 10.7910/dvn/x9kkqw/kskfpc
title: A.gov.rep2.Rdata
DOI: 10.7910/dvn/x9kkqw/w1qmkh
title: A.gov.seats.Rdata
DOI: 10.7910/dvn/cx6bkt/9r79jx
title: ensemble.Rdata
DOI: 10.7910/dvn/cx6bkt/h6zjuz
title: regressions.R
DOI: 10.7910/dvn/cx6bkt/mnhu0y
title: regression.model3.RData
DOI: 10.7910/dvn/cx6bkt/sgqnxg
title: regression.model2.RData
DOI: 10.7910/dvn/cx6bkt/xcdoyc
title: regression.model1_new.RData
DOI: 10.7910/dvn/x9kkqw/fqtydx
title: A.rep.Rdata
DOI: 10.7910/dvn/x9kkqw/masoqv
title: A.majority.Rdata
DOI: 10.7910/dvn/x9kkqw/ojq94n
title: analysis read me.txt
DOI: 10.7910/dvn/x9kkqw/udnj2s
title: A.util.Rdata
DOI: 10.7910/dvn/x9kkqw/uobyf1
title: A.oversized.Rdata
DOI: 10.7910/dvn/x9kkqw/xcyuur
title: A.num.gov.parties.Rdata
DOI: 10.7910/dvn/cx6bkt/gon8jl
title: sd_regression.model2.RData
DOI: 10.7910/dvn/cx6bkt/jsulw0
title: sd_regression.model1_new.RData
DOI: 10.7910/dvn/cx6bkt/qybxmz
title: sd_regression.model3.RData
DOI: 10.7910/dvn/x9kkqw/ijteah
title: HG.ecc.Rdata
DOI: 10.7910/dvn/x9kkqw/mxcozu
title: ensemble.Rdata
DOI: 10.7910/dvn/x9kkqw/qy0zs2
title: H.ecc.Rdata
DOI: 10.7910/dvn/x9kkqw/v754j1
title: HG.ENgov.Rdata
DOI: 10.7910/dvn/x9kkqw/vtyiag
title: data_mining_and_figures_as_in_paper.R
DOI: 10.7910/dvn/x9kkqw/z2unq7
title: H.ENgov.Rdata
DOI: 10.7910/dvn/m5qyvv/19p6ay
title: analysis_variability.R
DOI: 10.7910/dvn/m5qyvv/g0hkyu
title: boxplot_rule_correlations.R
DOI: 10.7910/dvn/m5qyvv/jmstjo
title: ensemble.Rdata
DOI: 10.7910/dvn/m5qyvv/ox6xnu
title: combine_results_and_make_ensemble.R
DOI: 10.7910/dvn/x9kkqw/0teysu
title: HG.num.gov.parties.Rdata
DOI: 10.7910/dvn/x9kkqw/eckhom
title: HG.majority.Rdata
DOI: 10.7910/dvn/x9kkqw/efwzvk
title: HG.gov.rep.Rdata
DOI: 10.7910/dvn/x9kkqw/tmoiqt
title: HG.gov.seats.Rdata
DOI: 10.7910/dvn/x9kkqw/zqpwcc
title: HG.gov.rep2.Rdata
DOI: 10.15468/dl.ggccz8
title: Occurrence Download

description: A dataset containing 689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peucedanum alsaticum L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 689 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163717-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yplllk
title: Occurrence Download

description: A dataset containing 9271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is APIS - Antarctic Pack Ice Seals 1994-1999, plus historical data from the 1980s"
 ]
}

 The dataset includes 9271 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006937-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s83hf
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Varronia intricata (C.Wright) Borhidi"
 ]
}

 The dataset includes 16 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005314-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11049120
title: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast Result

description: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast Result / 15 Days / Created By Jihyeon Yoon(somehowme@gmail.com, flyingtext@nate.com)
DOI: 10.5281/zenodo.11049121
title: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast Result

description: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast Result / 15 Days / Created By Jihyeon Yoon(somehowme@gmail.com, flyingtext@nate.com)
DOI: 10.15468/dl.25g2d4
title: Occurrence Download

description: A dataset containing 18509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is 10000",
 "Geometry POLYGON((-127.56901 21.68169,-46.38873 21.68169,-46.38873 50.92676,-127.56901 50.92676,-127.56901 21.68169))"
 ]
}

 The dataset includes 18509 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023559-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndjb3q
title: Occurrence Download

description: A dataset containing 51375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halichoeres maculipinna (Müller & Troschel, 1848)"
 ]
}

 The dataset includes 51375 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057968-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.siet5w
title: Occurrence Download

description: A dataset containing 2990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Carpha Banks & Sol. ex R.Br.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2990 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006938-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10808329
title: Data for "RegulaTome: a corpus of typed, directed, and signed relations between biomedical entities in the scientific literature"

description: RegulaTome corpus: this file contains the RegulaTome corpus in BRAT format. The directory "splits" has the corpus split based on the train/dev/test used for the training of the relation extraction system

RegulaTome annodoc: The annotation guidelines along with the annotation configuration files for BRAT are provided in annodoc+config.tar.gz. The online version of the annotation documentation can be found here: https://katnastou.github.io/regulatome-annodoc/ 

The tagger software can be found here: https://github.com/larsjuhljensen/tagger. The command used to run tagger before large-scale execution of the RE system is:

gzip -cd `ls -1 pmc/*.en.merged.filtered.tsv.gz` `ls -1r 
pubmed/*.tsv.gz` | cat dictionary/excluded_documents.txt - | 
tagger/tagcorpus --threads=16 --autodetect 
--types=dictionary/curated_types.tsv 
--entities=dictionary/all_entities.tsv 
--names=dictionary/all_names_textmining.tsv 
--groups=dictionary/all_groups.tsv --stopwords=dictionary/all_global.tsv
 --local-stopwords=dictionary/all_local.tsv 
--type-pairs=dictionary/all_type_pairs.tsv --out-matches=all_matches.tsv

Input documents for large-scale execution, which is done on entire PubMed (as of March 2024) and PMC Open Access (as of November 2023) articles in BioC format. The files are converted to a tab-delimited format to be compatible with the RE system input (see below).

Input dictionary files: all the files necessary to execute the command above are available in tagger_dictionary_files.tar.gz 

Tagger output: we filter the results of the tagger run down to gene/protein hits, and documents with more than 1 hit (since we are doing relation extraction) before feeding it to our RE system. The filtered output is available in tagger_matches_ggp_only_gt_1_hit.tsv.gz

Relation extraction system input: combined_input_for_re.tar.gz: these are the directories with all the .ann and .txt files used as input for the large-scale execution of the relation extraction pipeline. The files are generated from the tagger tsv output (see above, tagger_matches_ggp_only_gt_1_hit.tsv.gz) using the tagger2standoff.py script from the string-db-tools repository.

Relation extraction models. The Transformer-based model used for large-scale relation extraction and prediction on the test set is at relation_extraction_multi-label-best_model.tar.gz

The pre-trained RoBERTa model on PubMed and PMC and MIMIC-III with a BPE Vocab learned from PubMed (RoBERTa-large-PM-M3-Voc), which is used by our system is available here.

Relation extraction system output: the tab-delimited outputs of the relation extraction system are found at large_scale_relation_extraction_results.tar.gz !!!ATTENTION this file is approximately 1TB in size, so make sure you have enough space to download it on your machine!!!

The relation extraction system output files have 86 columns: PMID, Entity BRAT ID1, Entity BRAT ID2, and scores per class produced by the relation extraction model. Each file has a header to denote which score is in which column.
DOI: 10.5281/zenodo.10808330
title: Data for "RegulaTome: a corpus of typed, directed, and signed relations between biomedical entities in the scientific literature"

description: RegulaTome corpus: this file contains the RegulaTome corpus in BRAT format. The directory "splits" has the corpus split based on the train/dev/test used for the training of the relation extraction system

RegulaTome annodoc: The annotation guidelines along with the annotation configuration files for BRAT are provided in annodoc+config.tar.gz. The online version of the annotation documentation can be found here: https://katnastou.github.io/regulatome-annodoc/ 

The tagger software can be found here: https://github.com/larsjuhljensen/tagger. The command used to run tagger before large-scale execution of the RE system is:

gzip -cd `ls -1 pmc/*.en.merged.filtered.tsv.gz` `ls -1r 
pubmed/*.tsv.gz` | cat dictionary/excluded_documents.txt - | 
tagger/tagcorpus --threads=16 --autodetect 
--types=dictionary/curated_types.tsv 
--entities=dictionary/all_entities.tsv 
--names=dictionary/all_names_textmining.tsv 
--groups=dictionary/all_groups.tsv --stopwords=dictionary/all_global.tsv
 --local-stopwords=dictionary/all_local.tsv 
--type-pairs=dictionary/all_type_pairs.tsv --out-matches=all_matches.tsv

Input documents for large-scale execution, which is done on entire PubMed (as of March 2024) and PMC Open Access (as of November 2023) articles in BioC format. The files are converted to a tab-delimited format to be compatible with the RE system input (see below).

Input dictionary files: all the files necessary to execute the command above are available in tagger_dictionary_files.tar.gz 

Tagger output: we filter the results of the tagger run down to gene/protein hits, and documents with more than 1 hit (since we are doing relation extraction) before feeding it to our RE system. The filtered output is available in tagger_matches_ggp_only_gt_1_hit.tsv.gz

Relation extraction system input: combined_input_for_re.tar.gz: these are the directories with all the .ann and .txt files used as input for the large-scale execution of the relation extraction pipeline. The files are generated from the tagger tsv output (see above, tagger_matches_ggp_only_gt_1_hit.tsv.gz) using the tagger2standoff.py script from the string-db-tools repository.

Relation extraction models. The Transformer-based model used for large-scale relation extraction and prediction on the test set is at relation_extraction_multi-label-best_model.tar.gz

The pre-trained RoBERTa model on PubMed and PMC and MIMIC-III with a BPE Vocab learned from PubMed (RoBERTa-large-PM-M3-Voc), which is used by our system is available here.

Relation extraction system output: the tab-delimited outputs of the relation extraction system are found at large_scale_relation_extraction_results.tar.gz !!!ATTENTION this file is approximately 1TB in size, so make sure you have enough space to download it on your machine!!!

The relation extraction system output files have 86 columns: PMID, Entity BRAT ID1, Entity BRAT ID2, and scores per class produced by the relation extraction model. Each file has a header to denote which score is in which column.
DOI: 10.15468/dl.9p2hsm
title: Occurrence Download

description: A dataset containing 1650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "SamplingProtocol is censo"
 ]
}

 The dataset includes 1650 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055244-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j8697
title: Occurrence Download

description: A dataset containing 490 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canthigaster papua (Bleeker, 1848)"
 ]
}

 The dataset includes 490 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057986-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsvv8k
title: Occurrence Download

description: A dataset containing 809 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrotopterus auritus (Peters, 1856)"
 ]
}

 The dataset includes 809 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059317-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyrqjg
title: Occurrence Download

description: A dataset containing 607 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio adamantinus Bong."
 ]
}

 The dataset includes 607 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123078-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r1cva9
title: Occurrence Download

description: A dataset containing 265002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Atlantic Reference Centre Museum of Canadian Atlantic Organisms - Invertebrates and Fishes Data"
 ]
}

 The dataset includes 265002 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025771-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zeq8dv
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Olivella fuscocincta Dall, 1889"
 ]
}

 The dataset includes 32 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094427-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk5gsm
title: Occurrence Download

description: A dataset containing 86552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.2943 7.75928,-74.43172 7.24164,-70.29058 11.9867,-62.00829 10.77887,-60.11026 9.91613,-57.14776 29.99065,-100.40016 30.27676,-99.53742 20.18272,-97.2943 7.75928))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bromeliaceae"
 ]
}

 The dataset includes 86552 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014928-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxedmh
title: Occurrence Download

description: A dataset containing 712 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Morus celtidifolia Kunth"
 ]
}

 The dataset includes 712 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031436-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sbup8
title: Occurrence Download

description: A dataset containing 20027 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Coleção de Porifera do Museu Nacional - UFRJ"
 ]
}

 The dataset includes 20027 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006938-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n924b
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Chile",
 "TaxonKey is Solanum chilense Dunal"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014915-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmkfd2
title: Occurrence Download

description: A dataset containing 852 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dagetichthys lusitanicus (de Brito Capello, 1868)"
 ]
}

 The dataset includes 852 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057951-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4z63g
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Imperata cylindrica var. major (Nees) C.E.Hubb."
 ]
}

 The dataset includes 359 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049514-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10724593
title: Synthetic and Unlabeled Dataset for Urban Seismic Event Detection (USED)

description: Contains Datasets for training and testing models for Urban Seismic Event Detection (USED).



Strong Dataset: Contains Synthetic Data to be used for supervised learning

Unlabel Dataset: Contains unlabeled data to be used for semi supervised (or unsupervised) learning

Test Synth: Synthetic Dataset to evaluate models

Test Real: Small Real Dataset to evaluate models


 

The data is in SAC format, with JSON labels. The obspy library in python can be used to read this data.
DOI: 10.15468/dl.ywdx6s
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calligonum arich Le Houér.",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028691-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn3vuw
title: Occurrence Download

description: A dataset containing 5661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Theobroma cacao L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5661 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057943-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.