cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26022721.v1
title: In-situ cathode-electrolyte interphase construction enables stable Ah-level Zn-MnO2 batteries

description: The Source Data for the Main Text (manuscript no. NCOMMS-24-11836C ) and the Supplementary Information
DOI: 10.6084/m9.figshare.28078172.v1
title: Inhibition of the STAT3/Fanconi anemia axis by Nifuroxazide is synthetic lethal with PARP inhibition and selectively targets breast cancer stem cells

description: Source Data
DOI: 10.6084/m9.figshare.28078172
title: Inhibition of the STAT3/Fanconi anemia axis by Nifuroxazide is synthetic lethal with PARP inhibition and selectively targets breast cancer stem cells

description: Source Data
DOI: 10.15468/dl.g8zssc
title: Occurrence Download

description: A dataset containing 2082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus goniocalyx F.Muell."
 ]
}

 The dataset includes 2082 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005819-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26384443
title: NCOMMS-24-46328 raw data

description: Dataset contains the raw images of western blot, CBB staining, yeast cell growth on plates, quantification of western blot signals.
DOI: 10.6084/m9.figshare.28218347
title: Data for 3D-printed perfused models of the penis for the study of penile physiology and for restoring erectile function in rabbits and pigs

description: The datasets generated during the study "3D-printed perfused models of the penis for the study of penile physiology and for restoring erectile function in rabbits and pigs".
DOI: 10.15468/dl.dy857g
title: Occurrence Download

description: A dataset containing 8090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taeniatherum caput-medusae (L.) Nevski"
 ]
}

 The dataset includes 8090 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005818-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25057793
title: Data for figures in "Contrastive learning through implicit non-equilibrium memory"

description: Data for figures in "Contrastive learning through implicit non-equilibrium memory"

3B: average train and test error as function of training epoch.

4C: dynamic range of learning vs protocol timescales; first row is log10(slow vs fast protocol timescale ratio), second row is log10(dynamic range), third row is log10(fast protocol vs kernel timescale ratio).

5C: offset from contrastive update vs protocol timescales; first row is fast protocol vs kernel timescale ratio, second row is offset normalized by mean protocol value, third row is total protocol time vs kernel timescale ratio.

6B: contrastive update error (offset) vs dissipation; first row is dissipation, second row is offset.
DOI: 10.6084/m9.figshare.25057793.v1
title: Data for figures in "Contrastive learning through implicit non-equilibrium memory"

description: Data for figures in "Contrastive learning through implicit non-equilibrium memory"

3B: average train and test error as function of training epoch.

4C: dynamic range of learning vs protocol timescales; first row is log10(slow vs fast protocol timescale ratio), second row is log10(dynamic range), third row is log10(fast protocol vs kernel timescale ratio).

5C: offset from contrastive update vs protocol timescales; first row is fast protocol vs kernel timescale ratio, second row is offset normalized by mean protocol value, third row is total protocol time vs kernel timescale ratio.

6B: contrastive update error (offset) vs dissipation; first row is dissipation, second row is offset.
DOI: 10.6084/m9.figshare.26932906
title: Coupling nitrogen removal and watershed management to improve global lake water quality

description: Codes and data for the manuscript of "Coupling nitrogen removal and watershed management to improve global lake water quality"
DOI: 10.6084/m9.figshare.27229599
title: Certifying the sustainability of herding practices in Mongolia

description: Dataset containing hypothetical scenarios of herding practice, with judgements by stakeholders about how sustainable the practices are.
DOI: 10.6084/m9.figshare.27229599.v1
title: Certifying the sustainability of herding practices in Mongolia

description: Dataset containing hypothetical scenarios of herding practice, with judgements by stakeholders about how sustainable the practices are.
DOI: 10.6084/m9.figshare.27629181
title: A Metamaterial Scaffold Beyond Modulus Limits Enhanced Osteogenesis and Angiogenesis of Critical Bone Defects

description: Source data
DOI: 10.6084/m9.figshare.27629181.v1
title: A Metamaterial Scaffold Beyond Modulus Limits Enhanced Osteogenesis and Angiogenesis of Critical Bone Defects

description: Source data
DOI: 10.6084/m9.figshare.26780080
title: Blood and tissue HIV-1 reservoirs display plasticity and lack of compartmentalization in virally suppressed people

description: Source Data for the main and supplementary figures generated in this manuscript
DOI: 10.6084/m9.figshare.26780080.v1
title: Blood and tissue HIV-1 reservoirs display plasticity and lack of compartmentalization in virally suppressed people

description: Source Data for the main and supplementary figures generated in this manuscript
DOI: 10.6084/m9.figshare.27142644
title: Industry-level estimates of export quality accounting for global value chains

description: Industry-level measures of export quality that take global input-output linkages into account and associated code; as described in Wacker et al. (2025).
The main repository folders are:
- codes/: a folder with python codes performing the four steps explained in the Usage Notes below.
- data/QualEst/: a folder with zipped CSV files (QualEst_YYYY.zip, where YYYY stands for the year), storing the quality estimate for bilateral traded products () based on Trenczek and Wacker [15]. This folder will also store the quality aggregations generated as intermediate products in the codes.
Those estimates are ultimately based on the BACI database for bilateral trade flows [13], version 202301-HS07. Quality estimates and trade flows are available for bilateral trade between countries and administrative regions for the entire world, and data for each year are provided in separated CSV files with the following columns: identifier of importing and exporting countries (i and j), product code in 6-digit HS2007 classification (hs6digit), value of export in thousand US dollars (v), and quality estimates (qual_idx). Country identifiers are integers that follow the classification in the BACI database; more details can be obtained from https://cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37.
- data/ICIO/: An empty folder, to which one should download and unzip the Regular ICIO input-output tables from the official OECD website (https://oe.cd/icio) and place them in this folder.
We used the 2023 December release of Regular ICIO input-output tables from OECD. ICIO are available for 76 countries and regions, plus a "rest-of-world" entry covering all other economies, and 46 industries based on 2-digit ISIC Rev. 4 classification. The input-output tables are provided in CSV format. More details on the data structure and the definitions for rows and columns can be found in https://oe.cd/icio
- data/keys/: folder with correspondence tables for country and product-industry identifiers used in the export quality dataset and ICIO input-output tables; both are in CSV format. The file for product-industry identifiers includes a column (TYPE) that describe the property of traded products: 0: intermediates, 1: mixed-use products, 2: final products for consumption or capital investment only.
Further details can be found in the ReadMe.txt file placed in the root folder of the replication package.
DOI: 10.15468/dl.czx3tu
title: Occurrence Download

description: A dataset containing 9384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus goniocalyx F.Muell. ex Miq."
 ]
}

 The dataset includes 9384 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005822-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27142644.v1
title: Industry-level estimates of export quality accounting for global value chains

description: Industry-level measures of export quality that take global input-output linkages into account and associated code; as described in Wacker et al. (2025).
The main repository folders are:
- codes/: a folder with python codes performing the four steps explained in the Usage Notes below.
- data/QualEst/: a folder with zipped CSV files (QualEst_YYYY.zip, where YYYY stands for the year), storing the quality estimate for bilateral traded products () based on Trenczek and Wacker [15]. This folder will also store the quality aggregations generated as intermediate products in the codes.
Those estimates are ultimately based on the BACI database for bilateral trade flows [13], version 202301-HS07. Quality estimates and trade flows are available for bilateral trade between countries and administrative regions for the entire world, and data for each year are provided in separated CSV files with the following columns: identifier of importing and exporting countries (i and j), product code in 6-digit HS2007 classification (hs6digit), value of export in thousand US dollars (v), and quality estimates (qual_idx). Country identifiers are integers that follow the classification in the BACI database; more details can be obtained from https://cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37.
- data/ICIO/: An empty folder, to which one should download and unzip the Regular ICIO input-output tables from the official OECD website (https://oe.cd/icio) and place them in this folder.
We used the 2023 December release of Regular ICIO input-output tables from OECD. ICIO are available for 76 countries and regions, plus a "rest-of-world" entry covering all other economies, and 46 industries based on 2-digit ISIC Rev. 4 classification. The input-output tables are provided in CSV format. More details on the data structure and the definitions for rows and columns can be found in https://oe.cd/icio
- data/keys/: folder with correspondence tables for country and product-industry identifiers used in the export quality dataset and ICIO input-output tables; both are in CSV format. The file for product-industry identifiers includes a column (TYPE) that describe the property of traded products: 0: intermediates, 1: mixed-use products, 2: final products for consumption or capital investment only.
Further details can be found in the ReadMe.txt file placed in the root folder of the replication package.
DOI: 10.15468/dl.mtbpjq
title: Occurrence Download

description: A dataset containing 5919843 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 5919843 records from 3969 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005798-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggyrwr
title: Occurrence Download

description: A dataset containing 2335 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Junonia genoveva Cramer, 1782"
 ]
}

 The dataset includes 2335 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003113-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44mubw
title: Occurrence Download

description: A dataset containing 5103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloephaga rubidiceps P.L.Sclater, 1861",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is one of (Chile, Argentina)",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5103 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003115-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15784/601852
title: Trajectories for APEX floats 9223 and 9224 from acoustic tracking using artoa4argo, Mar 2022-Feb 2023

description: Trajectory data for APEX floats 9223 and 9224 along Dronning Maud Land and Coats Land in the southern Weddell Sea from Mar 2022 - Feb 2023. The APEX floats were deployed during the Hybrid Antarctic Float Observing System (HAFOS) in the Weddell Sea on expedition PS129 with POLARSTERN. The attached archive contains trajectory data obtained through acoustic tracking using artoa4argo V4.355 (temporal sampling interval: daily).
DOI: 10.15468/dl.8aqmm6
title: Occurrence Download

description: A dataset containing 5103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloephaga rubidiceps P.L.Sclater, 1861",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is one of (Chile, Argentina)",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 5103 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003116-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hskptz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Living Specimen, Occurrence evidence, Human Observation)",
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Argopecten ventricosus (G.B.Sowerby II, 1842)",
 "Year 2001-2008"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003117-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8ua4r
title: Occurrence Download

description: A dataset containing 90918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-149.48657 2.65742,-46.63193 2.65742,-46.63193 43.77984,-149.48657 43.77984,-149.48657 2.65742))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ara macao (Linnaeus, 1758)"
 ]
}

 The dataset includes 90918 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003114-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27922032.v1
title: LatSpeciation_FWFish_Data

description: Data to reproduce the analyses of the manuscript <b>The latitudinal speciation gradient in freshwater fishes: higher speciation at higher latitudes in the northern hemisphere</b>
DOI: 10.15468/dl.5xn76w
title: Occurrence Download

description: A dataset containing 2185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelodiscus sinensis Wiegmann, 1835"
 ]
}

 The dataset includes 2185 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003118-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/sfn6b-q2r37
title: Dataset: Proteomics analysis reveals the differential impact of the p97 inhibitor CB-5083 on protein levels in various cellular compartments of the HL-60 cell line

description: Table S1
DOI: 10.15468/dl.9fdpgv
title: Occurrence Download

description: A dataset containing 3488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pluvianellus socialis G.R.Gray, 1846",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is one of (Chile, Argentina)",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 3488 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003120-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnannq
title: Occurrence Download

description: A dataset containing 662614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2024-10-02",
 "EventDate is less than or equal to 2024-11-01",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 662614 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003095-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ecmnz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ceratozamia santillanii Pérez-Farr. & Vovides"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003121-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11570/23.0013
title: The JCMT Legacy Release: SCUBA-2 850μm Coadds and Catalogs
DOI: 10.15468/dl.fvr698
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gymnura marmorata (Cooper, 1864)",
 "Geometry POLYGON ((-143.4375 44.33957, -78.04688 -23.24135, -59.41406 5.61599, -100.89844 44.08759, -143.4375 44.33957))"
 ]
}

 The dataset includes 506 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003124-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfczxx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.03701 38.28519,24.03701 38.28519,24.03701 50.71481,-7.03701 50.71481,-7.03701 38.28519))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ophiovirus ranunculi"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003126-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njawey
title: Occurrence Download

description: A dataset containing 20273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limosa haemastica (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is one of (Chile, Argentina)",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 20273 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003125-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dv5kpe
title: Occurrence Download

description: A dataset containing 5380 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vanessa carye (Hübner, 1812)"
 ]
}

 The dataset includes 5380 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003127-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2hnk6y
title: CCDC 2313660: Experimental Crystal Structure Determination

description: Related Article: Richard Chlebík, Csilla Fekete, Roman Jambor, Aleš Růžička, Zoltán Benkő, Libor Dostál|2024|Dalton Trans.|53|17721|doi:10.1039/D4DT02787F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2hnk7z
title: CCDC 2313661: Experimental Crystal Structure Determination

description: Related Article: Richard Chlebík, Csilla Fekete, Roman Jambor, Aleš Růžička, Zoltán Benkő, Libor Dostál|2024|Dalton Trans.|53|17721|doi:10.1039/D4DT02787F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.