cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14865443
title: Literature study on chemical emissions from offshore wind farms_Project Anemoi

description: The available scientific literature on the topic of chemical emissions from OWFs, including leaching experiments, was searched manually through Web of Science, Scopus, and Science Direct in September and October 2023. This list of sources was completed with  reports as well as specific material safety data sheets (MSDS) for commonly used paints and coatings in offshore industries in Europe.The resulting dataset contains a list of 228 compounds identified as being potentially emitted by OWFs  and the Chemical Abstracts Service (CAS) registry number was added for unique identification. For all compounds, additional data, such as information on properties of concern according to the information collected on the European Chemicals Agency (ECHA) website and on hazard classification according to the Globally Harmonised System of Classification and Labelling of Chemicals (GHS) were added. Additionally, it was noted whether the compound is listed on a priority list for chemicals of concern. Detailed information is published in the publication Hengstmann et al. " Chemical emissions from offshore wind farms: from identification to challenges in impact assessment and regulation.", submitted to Marine Pollution Bulletin.
DOI: 10.5281/zenodo.14892527
title: RCC_DP_Tcell_scRNAseq

description: Output from cellranger which aggregated sequence runs 1 and 2. Used as the input for all analysis in associated GitHub Repo.
DOI: 10.5281/zenodo.14892528
title: RCC_DP_Tcell_scRNAseq

description: Output from cellranger which aggregated sequence runs 1 and 2. Used as the input for all analysis in associated GitHub Repo.
DOI: 10.5281/zenodo.14900066
title: RCC_DP_Tcell_scRNAseq

description: Output from cellranger which aggregated sequence runs 1 and 2. Used as the input for all analysis in associated GitHub Repo.
DOI: 10.5281/zenodo.7778198
title: Tweets containing "climate change" with topic annotations

description: This dataset contains the Twitter IDs of all ~20M tweets containing the phrase "climate change" 2018-2021. Additionally, it contains the topical annotations and 2D semantic representation of our thematic analysis based on ~980 topic clusters that are grouped by hand into seven themes (COVID-19, Politics, Contrarian, Movements, Solutions, Impacts, Causes) as well as "non-relevant/spam", "others", and highlighting of potentially interesting topics.

Code and additional notes are available on GitHub: https://github.com/TimRepke/twitter-climate

The topics, including statistics and the annotator labels for broader themes (aka "super topics") are contained in the spreadsheet. This data is extrapolated to the tweets contained in the share.jsonl file containing one json object per line with the following fields:



'rel': true iff Tweet is contained in analysis

'filters': null if Tweet is not included, otherwise contains an object with "reasons" why this tweet was excluded



'dup': 1 iff this is a duplicate (excl first)

'lan':  1 iff language is English (and not None)

'txt': 1 iff status text is not None

'mit': 1 iff text has minimum number of tokens (>=4)

'mah': 1 iff text has less than maximum number of hashtags (<=5),

'pfd': 1 iff tweet was posted after 01.01.2018

'ptd': 1 iff tweet was posted before 31.12.2021

'cli': 1 iff tweet actually contains "climate change" (API matches some false positives)



'ann': null if Tweet is not included, otherwise contains an object with topic annotations



't_km':  topic (based on "keep & majority vote" strategy)

't_kp':  topic (based on "keep & closest topic centroid [proximity]" strategy)

't_fm':  topic (based on "drop sample topic [fresh] & majority vote" strategy)

't_fp':  topic (based on "drop sample topic [fresh] & closest topic centroid [proximity]")

'st_int':  theme annotation "Interesting"

'st_nr':  theme annotation "Non-relevant / spam"

'st_cov':  theme annotation "COVID"

'st_pol':  theme annotation "Politics"

'st_mov':  theme annotation "Movements"

'st_imp':  theme annotation "Impacts"

'st_cau':  theme annotation "Causes"

'st_sol':  theme annotation "Solutions"

'st_con':  theme annotation "Contrarian"

'st_oth':  theme annotation "Other"

'x':  x position in 2D representation

'y':  x position in 2D representation

'sample':  true iff this tweet was in the original topic model sample
DOI: 10.5281/zenodo.7778199
title: Tweets containing "climate change" with topic annotations

description: This dataset contains the Twitter IDs of all ~20M tweets containing the phrase "climate change" 2018-2021. Additionally, it contains the topical annotations and 2D semantic representation of our thematic analysis based on ~980 topic clusters that are grouped by hand into seven themes (COVID-19, Politics, Contrarian, Movements, Solutions, Impacts, Causes) as well as "non-relevant/spam", "others", and highlighting of potentially interesting topics.

Code and additional notes are available on GitHub: https://github.com/TimRepke/twitter-climate

The topics, including statistics and the annotator labels for broader themes (aka "super topics") are contained in the spreadsheet. This data is extrapolated to the tweets contained in the share.jsonl file containing one json object per line with the following fields:



'rel': true iff Tweet is contained in analysis

'filters': null if Tweet is not included, otherwise contains an object with "reasons" why this tweet was excluded



'dup': 1 iff this is a duplicate (excl first)

'lan':  1 iff language is English (and not None)

'txt': 1 iff status text is not None

'mit': 1 iff text has minimum number of tokens (>=4)

'mah': 1 iff text has less than maximum number of hashtags (<=5),

'pfd': 1 iff tweet was posted after 01.01.2018

'ptd': 1 iff tweet was posted before 31.12.2021

'cli': 1 iff tweet actually contains "climate change" (API matches some false positives)



'ann': null if Tweet is not included, otherwise contains an object with topic annotations



't_km':  topic (based on "keep & majority vote" strategy)

't_kp':  topic (based on "keep & closest topic centroid [proximity]" strategy)

't_fm':  topic (based on "drop sample topic [fresh] & majority vote" strategy)

't_fp':  topic (based on "drop sample topic [fresh] & closest topic centroid [proximity]")

'st_int':  theme annotation "Interesting"

'st_nr':  theme annotation "Non-relevant / spam"

'st_cov':  theme annotation "COVID"

'st_pol':  theme annotation "Politics"

'st_mov':  theme annotation "Movements"

'st_imp':  theme annotation "Impacts"

'st_cau':  theme annotation "Causes"

'st_sol':  theme annotation "Solutions"

'st_con':  theme annotation "Contrarian"

'st_oth':  theme annotation "Other"

'x':  x position in 2D representation

'y':  x position in 2D representation

'sample':  true iff this tweet was in the original topic model sample
DOI: 10.15468/dl.qjctwh
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Anathallis brevipes (H.Focke) Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 73 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003286-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwh5av
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laetacara araguaiae Ottoni & Costa, 2009",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 93 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003287-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14900470
title: Influence of Messa di Voce speed on vocal stability of professionally trained singers

description: Numerical Data material of the study Influence of Messa di Voce speed on vocal stability of professionally trained singers
DOI: 10.5281/zenodo.14900471
title: Influence of Messa di Voce speed on vocal stability of professionally trained singers

description: Numerical Data material of the study Influence of Messa di Voce speed on vocal stability of professionally trained singers
DOI: 10.15468/dl.kffv25
title: Occurrence Download

description: A dataset containing 489271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus carolinensis Gmelin, 1788"
 ]
}

 The dataset includes 489271 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003273-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ftdp8
title: Occurrence Download

description: A dataset containing 2917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leporinus friderici (Bloch, 1794)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 2917 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003288-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6bwym
title: Occurrence Download

description: A dataset containing 3046 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence data for unidentified species and for species not yet listed in the species checklist of Seychelles"
 ]
}

 The dataset includes 3046 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003289-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nb39r
title: Occurrence Download

description: A dataset containing 66236104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (South America, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 66236104 records from 4204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003281-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ks8ej
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Tabebuia guayacan (Seem.) Hemsl."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007342-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vucxup
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardisia ilocana Merr."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011410-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tok599
title: Occurrence Download

description: A dataset containing 20296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Tadarida brasiliensis (I.Geoffroy, 1824)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20296 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001844-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnqmvp
title: Occurrence Download

description: A dataset containing 2072 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lactarius hepaticus Plowr."
 ]
}

 The dataset includes 2072 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117305-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub9drp
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Filifusus filamentosus (Röding, 1798)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 611 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052120-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tgupd
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "TaxonKey is Tapirus terrestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343469-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zqtau
title: Occurrence Download

description: A dataset containing 4209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Mormoops megalophylla (Peters, 1864)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4209 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001845-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbfxbr
title: Occurrence Download

description: A dataset containing 13905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-114.79773 32.51247,-115.11132 37.00722,-122.951 36.5891,-122.29396 31.98982,-114.79773 32.51247))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Zannichellia palustris L., Poa howellii Vasey & Scribn., Paspalum distichum L., Bromus berteroanus Colla, Salix lasiandra Benth., Diplacus brandegeei (Pennell) G.L.Nesom, Camissoniopsis ignota (Jeps.) W.L.Wagner & Hoch, Montia fontana L., Eremalche exilis (A.Gray) Greene, California macrophylla (Hook. & Arn.) Aldasoro, C.Navarro, P.Vargas, L.Sáez & Aedo, Atriplex serenana A.Nelson ex Abrams, Silene multinervia S.Watson, Polycarpon depressum Nutt., Lonicera subspicata Hook. & Arn., Turritis glabra L., Sibara filifolia (Greene) Greene, Cardamine oligosperma Nutt., Pectocarya penicillata (Hook. & Arn.) A.DC., Pectocarya heterocarpa (I.M.Johnst.) I.M.Johnst., Malacothrix similis W.S.Davis & P.H.Raven, Malacothrix coulteri Harv. & A.Gray ex A.Gray, Glebionis coronaria (L.) Tzvelev)"
 ]
}

 The dataset includes 13905 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005410-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fda7p6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phellopsylla formicosa (Froggatt, 1900))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041667-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8e8qt
title: Occurrence Download

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bombyx mandarina Moore, 1872"
 ]
}

 The dataset includes 620 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134127-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s47o2a
title: Occurrence Download

description: A dataset containing 3015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Rubus L."
 ]
}

 The dataset includes 3015 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007341-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rp5nm
title: Occurrence Download

description: A dataset containing 2118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Pristimantis unistrigatus (Günther, 1859)"
 ]
}

 The dataset includes 2118 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059450-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49wsr5
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Tabebuia serratifolia (Vahl) G.Nicholson"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007346-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt4g94
title: Occurrence Download

description: A dataset containing 9248218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2010-2020"
 ]
}

 The dataset includes 9248218 records from 710 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089907-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wc5mjm
title: Occurrence Download

description: A dataset containing 2304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Swietenia macrophylla G.King",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2304 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005418-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvhxet
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphipyra tetra (Fabricius, 1787)"
 ]
}

 The dataset includes 134 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089896-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgzefs
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triodanis lamprosperma McVaugh"
 ]
}

 The dataset includes 210 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007336-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2q7pxg
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Abies spectabilis (D.Don) Mirb."
 ]
}

 The dataset includes 91 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011412-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7drv22
title: Occurrence Download

description: A dataset containing 819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is University of Manitoba Herbarium (WIN) - Vascular Plant Collection",
 "GadmGid is CAN.3_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is Manitoba",
 "TaxonKey is Salix L."
 ]
}

 The dataset includes 819 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089899-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ixhbig
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhombomys Wagner, 1841"
 ]
}

 The dataset includes 489 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007350-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r894sx
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colias fieldii Ménétriès, 1855",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 248 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059443-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hp27d
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "CatalogNumber" : [
 "is 217880"
 ]
}

 The dataset includes 110 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108676-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.