cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.z22x2e
title: Occurrence Download

description: A dataset containing 2855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hevea brasiliensis"
 ]
}

 The dataset includes 2855 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077543-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18752740
title: Agricultural Drought Hazard Dataset – Gridded and District-Level Crop Yield Loss Projections (EURO-CORDEX EUR-11 Ensemble, RCP8.5, 2046–2050) for Aydın Province, Türkiye (CliResDairy)

description: This dataset contains the agricultural drought hazard outputs developed for Aydın Province, Türkiye, under the CLIMAAX project.

This dataset provides gridded and district-level agricultural drought hazard projections for Aydın Province, Türkiye, under RCP8.5 (2046–2050). It includes crop yield loss (%) per GCM–RCM ensemble member and ensemble median, computed using FAO-56 evapotranspiration and FAO I&D 33 yield-response methodology.

File: yield_loss_gridded.zip



Contains crop yield loss (%) per:

Grid cell (~12 km resolution)

Crop type

Individual GCM–RCM ensemble member


For each crop and model pair, annual mean water stress is converted to percentage yield loss.

The dataset includes:



Yield loss per ensemble member

Ensemble median yield loss


File: yield_loss_district_level.zip

Aggregated yield loss (%) at district (ilçe) level, including:



Individual GCM–RCM member results

Ensemble median yield loss


Aggregation is performed using spatial masking of gridded outputs onto district boundaries.

File: crop_table.xlsx



Contains crop-specific physiological and agronomic parameters required for ET₀ and water balance


File: crops_aydin.xlsx

Contains district-level crop production statistics for fodder crops relevant to the dairy sector.

File: cordex_members.csv

Lists GCM–RCM combinations used in the hazard computation.

File: crop_prices_fao.xlsx

Contains international FAO commodity price data (USD/ton).

File: Plots.zip

Contains district-level maps per crop, including:



Historical yield (kg/ha)

Projected yield loss (%)

Projected production loss (tons)
DOI: 10.5281/zenodo.18752739
title: Agricultural Drought Hazard Dataset – Gridded and District-Level Crop Yield Loss Projections (EURO-CORDEX EUR-11 Ensemble, RCP8.5, 2046–2050) for Aydın Province, Türkiye (CliResDairy)

description: This dataset contains the agricultural drought hazard outputs developed for Aydın Province, Türkiye, under the CLIMAAX project.

This dataset provides gridded and district-level agricultural drought hazard projections for Aydın Province, Türkiye, under RCP8.5 (2046–2050). It includes crop yield loss (%) per GCM–RCM ensemble member and ensemble median, computed using FAO-56 evapotranspiration and FAO I&D 33 yield-response methodology.

File: yield_loss_gridded.zip



Contains crop yield loss (%) per:

Grid cell (~12 km resolution)

Crop type

Individual GCM–RCM ensemble member


For each crop and model pair, annual mean water stress is converted to percentage yield loss.

The dataset includes:



Yield loss per ensemble member

Ensemble median yield loss


File: yield_loss_district_level.zip

Aggregated yield loss (%) at district (ilçe) level, including:



Individual GCM–RCM member results

Ensemble median yield loss


Aggregation is performed using spatial masking of gridded outputs onto district boundaries.

File: crop_table.xlsx



Contains crop-specific physiological and agronomic parameters required for ET₀ and water balance


File: crops_aydin.xlsx

Contains district-level crop production statistics for fodder crops relevant to the dairy sector.

File: cordex_members.csv

Lists GCM–RCM combinations used in the hazard computation.

File: crop_prices_fao.xlsx

Contains international FAO commodity price data (USD/ton).

File: Plots.zip

Contains district-level maps per crop, including:



Historical yield (kg/ha)

Projected yield loss (%)

Projected production loss (tons)
DOI: 10.25549/wpacards-ouc11578973
title: WPA household census for 232 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11578942
title: WPA household census for 226 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11578750
title: WPA household census for 224 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/wang2b
title: Österreichische Mykologische Gesellschaft - Austrian Mycological Society Herbarium

description: The new mycological collection of Vienna University, Dept. of Botany and Biodiversity Research, WU-MYC, was founded in 1979 by Rolf Singer and Friedrich Ehrendorfer. It contains fungal specimens from all over the world and is curated by members of the Austrian Mycological Society (ÖMG), which is hosted at the department. The ÖMG is dedicated to improving knowledge about and preserving fungi following the principle of participative and community-based research for mapping the Austrian fungi and beyond. New specimens of rarely documented fungi, which are not yet well documented in the collection, are always welcome.
DOI: 10.25549/wpacards-ouc11579367
title: WPA household census for 220 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.692qkf
title: Occurrence Download

description: A dataset containing 40615 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "IucnRedListCategory is EN",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 40615 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006636-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-c8-155995
title: WPA household census for 637 1/4 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11554530
title: WPA household census for 637 3/8 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.5281/zenodo.18756089
title: INDUSTRIAL MANAGEMENT AND DIGITAL TRANSFORMATION: MODERN WAYS OF MANAGING ENTERPRISES IN THE CONTEXT OF SMART MANUFACTURING

description: The rapid development of digital technologies in the global economy is bringing about fundamental changes in the industrial sector. Traditional production systems are gradually giving way to flexible and intelligent production models based on digital management. This process is often explained by the concepts of “Industry 4.0”, intelligent manufacturing and digital transformation. These changes require not only technological innovation, but also a complete overhaul of the management system.
DOI: 10.5281/zenodo.18756088
title: INDUSTRIAL MANAGEMENT AND DIGITAL TRANSFORMATION: MODERN WAYS OF MANAGING ENTERPRISES IN THE CONTEXT OF SMART MANUFACTURING

description: The rapid development of digital technologies in the global economy is bringing about fundamental changes in the industrial sector. Traditional production systems are gradually giving way to flexible and intelligent production models based on digital management. This process is often explained by the concepts of “Industry 4.0”, intelligent manufacturing and digital transformation. These changes require not only technological innovation, but also a complete overhaul of the management system.
DOI: 10.25549/wpacards-c8-156001
title: WPA household census for 637 5/8 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-156004
title: WPA household census for 637 1/2 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11554621
title: WPA household census for 639 1/4 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dmdck6
title: Steiermärkisches Landesmuseum Joanneum - Herbarium GJO

description: n/a
DOI: 10.25549/wpacards-c8-156040
title: WPA household census for 675 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11554546
title: WPA household census for 4579 HUBBARD ST, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11554656
title: WPA household census for 678 MCBRIDE AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.vfu8bj
title: Occurrence Download

description: A dataset containing 1765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heliconius erato",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1765 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006637-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11554570
title: WPA household census for 668 1/2 S MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.ujsava
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spathius gylippus",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006638-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18755822
title: Replication Package: Modelling Higher Education as a Socio-Economic Complex System

description: This deposit contains the replication package for the manuscript submitted to Chaos: An Interdisciplinary Journal of Nonlinear Science titled “Modelling Higher Education as a Socio-Economic Complex System.”

It includes:





An anonymised, derived, analysis-ready dataset (analysis_ready.parquet/.csv) containing the features and outcomes required to reproduce the main analyses and figures reported in the manuscript.




Reproducible code to (i) generate the public replication dataset from derived artefacts, (ii) re-run the models, and (iii) regenerate the figures (nonlinearity plot, macro-overlay time series, and phase-portrait visualisation).




Documentation: a data dictionary, a privacy note describing the anonymisation steps, and a reproduction guide with exact commands.



Privacy and access statement. Raw administrative student records are not included due to privacy and institutional constraints. The released dataset is pseudonymised and coarsened (e.g., binned variables and small-cell risk controls) to reduce re-identification risk while preserving replicability of the reported results. Access to raw data, if ever required, can only be considered under controlled conditions and subject to institutional approval.

For citation details, see CITATION.cff included in the package.
DOI: 10.5281/zenodo.18755821
title: Replication Package: Modelling Higher Education as a Socio-Economic Complex System

description: This deposit contains the replication package for the manuscript submitted to Chaos: An Interdisciplinary Journal of Nonlinear Science titled “Modelling Higher Education as a Socio-Economic Complex System.”

It includes:





An anonymised, derived, analysis-ready dataset (analysis_ready.parquet/.csv) containing the features and outcomes required to reproduce the main analyses and figures reported in the manuscript.




Reproducible code to (i) generate the public replication dataset from derived artefacts, (ii) re-run the models, and (iii) regenerate the figures (nonlinearity plot, macro-overlay time series, and phase-portrait visualisation).




Documentation: a data dictionary, a privacy note describing the anonymisation steps, and a reproduction guide with exact commands.



Privacy and access statement. Raw administrative student records are not included due to privacy and institutional constraints. The released dataset is pseudonymised and coarsened (e.g., binned variables and small-cell risk controls) to reduce re-identification risk while preserving replicability of the reported results. Access to raw data, if ever required, can only be considered under controlled conditions and subject to institutional approval.

For citation details, see CITATION.cff included in the package.
DOI: 10.25549/wpacards-c8-156112
title: WPA household census for 668 1/2 S MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11578542
title: WPA household census for 3571 EAST 7TH STREET, Los Angeles

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11577807
title: WPA household census for 3525 SABINA, Los Angeles

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.