cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14914038
title: StringPPI_ dataset with protbert embedding

description: Value Count of the dataset (further filtering is needed)Updated Confidence Level Distribution: confidence_level Medium Confidence 484468 High Confidence 95647 Highest Confidence 69470

protein1                     objectprotein2                     objectfusion                      float64cooccurence                 float64homology                    float64coexpression                float64experiments                 float64database                    float64textmining                  float64combined_score              float64confidence_level             objectconfidence_level_encoded      int64dtype: object

Embeddings are processed using protbert Matrix of dataset: 843262 rows × 12 columns
DOI: 10.5281/zenodo.14914039
title: StringPPI_ dataset with protbert embedding

description: Value Count of the dataset (further filtering is needed)Updated Confidence Level Distribution: confidence_level Low Confidence 4113342 Medium Confidence 484468 High Confidence 95647 Highest Confidence 69470Index(['protein1', 'protein2', 'neighborhood', 'neighborhood_transferred', 'fusion', 'cooccurence', 'homology', 'coexpression', 'coexpression_transferred', 'experiments', 'experiments_transferred', 'database', 'database_transferred', 'textmining', 'textmining_transferred', 'combined_score', 'confidence_level'], dtype='object')Embeddings are processed using protbert Matrix of dataset: 4762927 rows × 17 columns
DOI: 10.5281/zenodo.14956859
title: StringPPI_ dataset with protbert embedding

description: Value Count of the dataset (further filtering is needed)Updated Confidence Level Distribution: confidence_level Medium Confidence 484468 High Confidence 95647 Highest Confidence 69470

protein1                     objectprotein2                     objectfusion                      float64cooccurence                 float64homology                    float64coexpression                float64experiments                 float64database                    float64textmining                  float64combined_score              float64confidence_level             objectconfidence_level_encoded      int64dtype: object

Embeddings are processed using protbert Matrix of dataset: 843262 rows × 12 columns
DOI: 10.15468/dl.4hbfrt
title: Occurrence Download

description: A dataset containing 2102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spiraea prunifolia Siebold & Zucc.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 2102 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002898-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13758863
title: ORCA on the Prdm8-Fgf5 locus in mESCs

description: We use optical reconstruction of chromatin architecture (ORCA) to image the Prdm8-Fgf5 locus in mESCs. The file Fgf5_ORCA_mm10.bed lists the genomic coordinates (mm10) of each of the 40 probes imaged in bed format (chromosome, start, end). Files NT_core.csv, 75kbUSP_core.csv, and 33kbUSF_core.csv contain raw ORCA data with the following column names: Spot_ID (individual probe spot number), Trace_ID (allele ID number), x,y,z (locating of indiviual probe spot), readout (Probe ID), Chrom, Chrom_Start, Chrom_End (taken from bed file corresponding to Probe ID).
DOI: 10.5281/zenodo.13758864
title: ORCA on the Prdm8-Fgf5 locus in mESCs

description: We use optical reconstruction of chromatin architecture (ORCA) to image the Prdm8-Fgf5 locus in mESCs. The file Fgf5_ORCA_mm10.bed lists the genomic coordinates (mm10) of each of the 40 probes imaged in bed format (chromosome, start, end). Files NT_core.csv, 75kbUSP_core.csv, and 33kbUSF_core.csv contain raw ORCA data with the following column names: Spot_ID (individual probe spot number), Trace_ID (allele ID number), x,y,z (locating of indiviual probe spot), readout (Probe ID), Chrom, Chrom_Start, Chrom_End (taken from bed file corresponding to Probe ID).
DOI: 10.5281/zenodo.14956923
title: Visualizing Football Intelegence : A Tableau-Based Dashboard for Player & Market Analysis
DOI: 10.5281/zenodo.14956924
title: Visualizing Football Intelegence : A Tableau-Based Dashboard for Player & Market Analysis
DOI: 10.15468/dl.cgcgez
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "DatasetKey is one of (Bioversity Collecting Mission Database, Tropicos Specimens Non-MO, The AAU Herbarium Database, Indiana University Herbarium, Deam Herbarium, Colección plantas vasculares del Herbario Reinaldo Espinosa (Herbario LOJA) de la Universidad Nacional de Loja, Plantas del Jardín Botánico Reinaldo Espinosa de la Universidad Nacional de Loja, HUTPL Vascular Plants, Tropicos MO Specimen Data, Royal Botanic Gardens, Kew - Herbarium Specimens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oxalis tuberosa Molina"
 ]
}

 The dataset includes 70 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002936-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njvf8p
title: Occurrence Download

description: A dataset listing the 4644 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megachilidae"
 ]
}

 The dataset's 4644 records were derived from 1169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002935-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vaesee
title: Occurrence Download

description: A dataset containing 3841478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Onagraceae"
 ]
}

 The dataset includes 3841478 records from 5184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002896-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.heffqe
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callosciurus erythraeus (Pallas, 1779)",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077787-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esaaub
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callosciurus erythraeus (Pallas, 1779)",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 157 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077789-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zng6dc
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callosciurus erythraeus (Pallas, 1779)",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 127 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077786-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr25801.v1
title: Campaign Finance in Local Elections: An Eleven City Study, 1989-2007 [United States]
title: Version 1

description: This study contains campaign finance data for candidates in local elections held from 1989 to 2007 in the following cities: New York City (NY), Los Angeles (CA), Chicago (IL), San Francisco (CA), Seattle (WA), Miami (FL), Tampa (FL), Lexington (KY), Louisville (KY), Sacramento (CA), and Long Beach (CA). Data were also collected for the counties Hillsborough County/Tampa (FL) and Miami-Dade (FL). The study includes data on funds raised and spent, as well as candidate data and election returns, and both mayoral and city council races. Information was also collected on the size of the population of the candidates jurisdiction, the amount of political contributions and committee expenditures, whether the election was held in a publicly-funded city, and the outcome of the election. Demographic variables include candidate's sex, race, political party, education, and occupation.
description: Datasets: 
DS1: Campaign Finance in Local Elections: An Eleven City Study, 1989-2007 [United States]
description: Column widths for variables Organizationalbackground and Endorsements were shortened so that files could be produced.The variables Candfirstname, Priorpoliticalexperience, CandOcc, Organizationalbackground, and Endorsements contain truncated value labels. These labels were truncated in the original data file and no documentation exists to correct them.The variable CANDLASTNAME contains diacritical marks.Variables EDUC and Candocccode contain unknown codes.
DOI: 10.3886/icpsr25801
title: Campaign Finance in Local Elections: An Eleven City Study, 1989-2007 [United States]
title: Archival Version

description: This study contains campaign finance data for candidates in local elections held from 1989 to 2007 in the following cities: New York City (NY), Los Angeles (CA), Chicago (IL), San Francisco (CA), Seattle (WA), Miami (FL), Tampa (FL), Lexington (KY), Louisville (KY), Sacramento (CA), and Long Beach (CA). Data were also collected for the counties Hillsborough County/Tampa (FL) and Miami-Dade (FL). The study includes data on funds raised and spent, as well as candidate data and election returns, and both mayoral and city council races. Information was also collected on the size of the population of the candidates jurisdiction, the amount of political contributions and committee expenditures, whether the election was held in a publicly-funded city, and the outcome of the election. Demographic variables include candidate's sex, race, political party, education, and occupation.
description: Datasets: 
DS1: Campaign Finance in Local Elections: An Eleven City Study, 1989-2007 [United States]
description: Column widths for variables Organizationalbackground and Endorsements were shortened so that files could be produced.The variables Candfirstname, Priorpoliticalexperience, CandOcc, Organizationalbackground, and Endorsements contain truncated value labels. These labels were truncated in the original data file and no documentation exists to correct them.The variable CANDLASTNAME contains diacritical marks.Variables EDUC and Candocccode contain unknown codes.
DOI: 10.15468/dl.bwf72j
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callosciurus erythraeus (Pallas, 1779)",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077792-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr21480.v1
title: State Legislative Election Returns, 1967-2003
title: Version 1

description: This data collection contains information on state
 legislative election returns from 1967 through 2003. Each observation
 in the data refers to an individual candidate who ran for state
 legislative office during this time period. There are a total of
 259,000 observations. For some states, there are observations for
 candidates competing in primaries before 1990. For years after 1989,
there are observations only for general elections.
description: Datasets: 
DS1: State Legislative Election Returns, 1967-2003
description: Observations on all legislative candidates for state
 legislature appearing in general election returns from 1967 through
2003, and for primary elections in several states from 1967-1989.
description: Some observations have missing values for one or more
 of the variables. Missing values for all numeric variables are
 represented in the data as a period (the default in Stata). Missing
 values for all string variables are represented as a blank. All
 missing values from STATE LEGISLATIVE ELECTION RETURNS IN THE UNITED
 STATES, 1968-1989 (ICPSR 8907) and from REVISED CANDIDATE-LEVEL STATE
 LEGISLATIVE RETURNS IN THE UNITED STATES WITH ADJUSTED CANDIDATE
 NAMES, 1968-1989 (ICPSR 3938) have been replaced by this consistent
code.
DOI: 10.15468/dl.hfahvg
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callosciurus erythraeus (Pallas, 1779)",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 125 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077791-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8swa2w
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zanthoxylum caribaeum Lam."
 ]
}

 The dataset includes 364 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077794-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fr3fv7
title: Occurrence Download

description: A dataset containing 6829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-61.44291 20.92284,76.44291 20.92284,76.44291 76.07716,-61.44291 76.07716,-61.44291 20.92284))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paramuricea clavata (Risso, 1827)"
 ]
}

 The dataset includes 6829 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077793-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6u5eh
title: Occurrence Download

description: A dataset containing 9241765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erithacus rubecula (Linnaeus, 1758)",
 {
 "or" : [
 "Year 1911-1956",
 "Year 1980-2025"
 ]
 }
 ]
}

 The dataset includes 9241765 records from 6051 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077718-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbigxl
title: Occurrence Download

description: A dataset containing 2327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Allium tricoccum Aiton",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2327 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007609-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahg245
title: Occurrence Download

description: A dataset containing 5113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Mauremys leprosa (Schweigger, 1812)",
 "Year 1970-2020"
 ]
}

 The dataset includes 5113 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131437-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67eayc
title: Occurrence Download

description: A dataset containing 156758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (COL.15_2, COL.5_2, COL.5.1_2)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trochilidae"
 ]
}

 The dataset includes 156758 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071830-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phriwy
title: Occurrence Download

description: A dataset listing the 118 species recorded in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Hedysarum candidum M.Bieb.",
 "TaxonKey is Glycyrrhiza glabra L.",
 "TaxonKey is Genista albida Willd.",
 "TaxonKey is Caragana scythica (Kom.) Pojark.",
 "TaxonKey is Astragalus suprapilosus Gontsch.",
 "TaxonKey is Ecballium elaterium (L.) A.Rich.",
 "TaxonKey is Androsace villosa subsp. taurica (Ovcz.) Fed.",
 "TaxonKey is Arbutus andrachne L.",
 "TaxonKey is Euonymus nanus M.Bieb.",
 "TaxonKey is Frankenia pulverulenta L.",
 "TaxonKey is Silene supina M.Bieb.",
 "TaxonKey is Minuartia adenotricha Schischk.",
 "TaxonKey is Cerastium biebersteinii DC.",
 "TaxonKey is Capparis herbacea Willd.",
 "TaxonKey is Argusia sibirica (L.) Dandy",
 "TaxonKey is Allium regelianum A.K.Becker",
 "TaxonKey is Triglochin maritima L.",
 "TaxonKey is Pinus brutia Ten.",
 "TaxonKey is Taxus baccata L."
 ]
}

 The dataset's 118 records were derived from 634 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009217-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9td74u
title: Occurrence Download

description: A dataset containing 102740 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trogon collaris Vieillot, 1817"
 ]
}

 The dataset includes 102740 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020966-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nppmcu
title: Occurrence Download

description: A dataset containing 1625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Clusia L."
 ]
}

 The dataset includes 1625 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010115-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6539u
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.16578 51.20378,4.71088 51.20378,4.71088 51.82250,3.16578 51.82250,3.16578 51.20378))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aeolidiella alderi (Cocks, 1852)"
 ]
}

 The dataset includes 84 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043045-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdqjgc
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parthenium hysterophorus L."
 ]
}

 The dataset's 5 records were derived from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092772-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh2zv3
title: Occurrence Download

description: A dataset containing 179922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 12.3678805168389",
 "DecimalLongitude is less than 12.3709400700233",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 179922 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014021-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b52ahd
title: Occurrence Download

description: A dataset containing 31403 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus strobus L."
 ]
}

 The dataset includes 31403 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102422-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15001003
title: Immorlano et al., 2025. Transferring climate change physical knowledge - Data

description: Transferring climate change physical knowledge

Repository including the data needed to reproduce the workflow and the results presented in Immorlano et al., Transferring climate change physical knowledge PNAS, Volume 122, Issue 14, 2025.

Related Publication---------------------F. Immorlano, V. Eyring, T. le Monnier de Gouville, G. Accarino, D. Elia, S. Mandt, G. Aloisio, P. Gentine, Transferring climate change physical knowledge, Proc. Natl. Acad. Sci. U.S.A. 122 (15) e2413503122, https://doi.org/10.1073/pnas.2413503122 (2025).

Related code repository--------------------------

GitHub

Contributors--------------- Francesco Immorlano (francesco.immorlano@cmcc.it)- Veronika Eyring (veronika.eyring@dlr.de)- Thomas le Monnier de Gouville (thomas.le-monnier-de-gouville@polytechnique.edu)- Gabriele Accarino (gabriele.accarino@cmcc.it)- Donatello Elia (donatello.elia@cmcc.it)- Stephan Mandt (mandt@uci.edu)- Giovanni Aloisio (giovanni.aloisio@cmcc.it)- Pierre Gentine (pg2328@columbia.edu)

Acknowledgements and References---------------------------------------If you use the resource in your research, please cite our paper. At the moment, we offer the bibliography of the arXiv preprint version.