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

description: A dataset containing 10672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.07521 38.04849,-3.9885 38.04849,-3.9885 38.12565,-4.07521 38.12565,-4.07521 38.04849))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10672 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000415-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18304236
title: agalinis_plukenetii_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.18304237
title: agalinis_plukenetii_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.18304088
title: OpenIO-Canada emission factors

description: Emission factors for the openIO-Canada v2.11 database, for the reference year 2022. They cover 473 commodities across 13 provinces.

These factors are per Canadian dollar (e.g., kgCO2eq/CAD or CTUe/CAD). They are in purchaser price, they can thus directly be used with typically available purchase information, without needing pre-treatment. Finally, they were generated using the capital-endogenized version of openIO-Canada, the factors therefore include impacts from infrastructure.

There are 44 indicators that are covered through the IMPACT World+ v2.1 life cycle impact assessment (LCIA) methodology. The typical carbon footprint indicator is called "Climate change, short term". For users looking to do more than a simple carbon footprint, they are encouraged to read more about the concept of midpoint and area of protection, as applied in IW+ (https://www.impactworldplus.org/).

Factors are also provided as disaggregated between the 3 scopes as define in the GHG protocol. Note however, that since it is based on Input-Output, these are cradle-to-gate emission factors, which thus only cover the upstream of scope 3 and not the downstream.

For more information on openIO-Canada, please refer to the methodology (https://github.com/CIRAIG/OpenIO-Canada/blob/master/Methodology.md) or contact the primary author: maxime.agez@polymtl.ca.

These factors are published under a CC BY 4.0 license. They are just freely usable, as long as they remain unchanged and that the original content (i.e., the DOI of this Zenodo page) is cited.
DOI: 10.5281/zenodo.5553376
title: OpenIO-Canada emission factors

description: Emission factors for the openIO-Canada v2.11 database, for the reference year 2022. They cover 473 commodities across 13 provinces.

These factors are per Canadian dollar (e.g., kgCO2eq/CAD or CTUe/CAD). They are in purchaser price, they can thus directly be used with typically available purchase information, without needing pre-treatment. Finally, they were generated using the capital-endogenized version of openIO-Canada, the factors therefore include impacts from infrastructure.

There are 44 indicators that are covered through the IMPACT World+ v2.1 life cycle impact assessment (LCIA) methodology. The typical carbon footprint indicator is called "Climate change, short term". For users looking to do more than a simple carbon footprint, they are encouraged to read more about the concept of midpoint and area of protection, as applied in IW+ (https://www.impactworldplus.org/).

Factors are also provided as disaggregated between the 3 scopes as define in the GHG protocol. Note however, that since it is based on Input-Output, these are cradle-to-gate emission factors, which thus only cover the upstream of scope 3 and not the downstream.

For more information on openIO-Canada, please refer to the methodology (https://github.com/CIRAIG/OpenIO-Canada/blob/master/Methodology.md) or contact the primary author: maxime.agez@polymtl.ca.

These factors are published under a CC BY 4.0 license. They are just freely usable, as long as they remain unchanged and that the original content (i.e., the DOI of this Zenodo page) is cited.
DOI: 10.14473/csda/x8tsqf
title: Czech Attitude Barometer, wave 8
title: CAB, wave 8

description: This dataset represents survey data from the eighth wave of the Czech Attitude Barometer (CAB) panel survey. The CAB panel survey studies the attitudes and behaviour of the adult (15 years or older) population of residents in the Czech Republic. Respondents in the panel were sampled using a multi-stage stratified cluster sampling method with replacement. The sampling frame is the Census Districts and Buildings Register. The 66 strata are based on the Czech Republic regions crossed with the municipality's size. The eighth wave was fielded immediately after the October 2025 Chamber of Deputies elections. To study voting behaviour, the post-election CAB wave administered a set of key items from the Comparative Study of Electoral Systems (CSES) Module 6 questionnaire. In addition, the themes covered in the eighth wave of the CAB panel survey include affective and issue polarisation, resilience, and trust in political institutions. The eighth wave of the CAB panel replicates some themes from the first, third, fifth, and seventh waves, thus partially constituting a longitudinal wave of the CAB panel survey. In total, 1750 respondents completed the questionnaire between October 5 and October 16, 2025. The dataset from the eighth wave contains 364 variables.
description: Datasets from the CAB panel survey will be publicly available one year after the project “Beyond Security: Role of Conflict in Resilience-Building” (reg. no.: CZ.02.01.01/00/22_008/0004595) concludes (i.e. the datasets will be shared in the Czech Social Science Data Archive in 2029).
description: Czech Attitude Barometer
DOI: 10.15468/dl.58n7x2
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia angulata)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000416-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/1c0k-2r38
title: Mapping Language Literacy At Scale: A Case Study on Facebook

description: Literacy is one of the most fundamental skills for people to access and navigate today’s digital environment. This work systematically studies the language literacy skills of online populations for more than 160 countries and regions across the world, including many low-resourced countries where official literacy data are particularly sparse. Leveraging public data on Facebook, we develop a population-level literacy estimate for the online population that is based on aggregated and de-identified public posts written by adult Facebook users globally, significantly improving both the coverage and resolution of existing literacy tracking data. We found that, on Facebook, women collectively show higher language literacy than men in many countries, but substantial gaps remain in Africa and Asia. Further, our analysis reveals a considerable regional gap within a country that is associated with multiple socio-technical inequalities, suggesting an “inequality paradox” – where the online language skill disparity interacts with offline socioeconomic inequalities in complex ways. These findings have implications for global women’s empowerment and socioeconomic inequalities.
description: Literacy estimates are calculated for each geographically bounded community (e.g. a county or a region) with at least 1000 active users observed in the study period. The gender- or region-disaggregate population-level estimates also require a minimum of 1000 active users observed in the study period in any of the disaggregate groups.
description: To obtain a written sample of online populations worldwide, we collected public posts written in any of the 12 chosen languages created by Facebook users who are at least 18 years old and active during a 30-day period between April 20 and May 20, 2020. We measure the aggregated use of lower-frequency words (“LoFF words”) - secondary vocabulary words outside the high-frequency everyday lexicons - in public Facebook posts as a proxy for online populations’ literacy skills in a given language. Analyses are conducted by gender and region. Please see the corresponding paper and supplementary materials for more details about data collection and methodology.
description: Data represent aggregate information derived from public posts on Facebook by individuals in 167 countries writing in 12 languages. The 12 languages are Arabic, German, English, Spanish, French, Italian, Malay, Dutch, Portuguese, Russian, Turkish, and Chinese.
DOI: 10.15468/dl.dn5dur
title: Occurrence Download

description: A dataset containing 161648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.80676 37.13869,-6.57266 36.03984,-5.81633 35.83572,-5.15003 36.08351,-4.53777 36.57676,-3.81745 36.79338,-4.17761 37.48244,-5.11402 37.75346,-6.05043 37.90991,-6.80676 37.13869))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 161648 records from 468 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000410-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fx9pn4
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aquilegia pyrenaica cazorlensis, Polycarpon polycarpoides herniarioides, Arenaria tejedensis, Gymnosporia senegalensis europaea)",
 "DecimalLongitude is greater than or equal to -11",
 "DecimalLongitude is less than or equal to 50",
 "DecimalLatitude is greater than or equal to 30",
 "DecimalLatitude is less than or equal to 71",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1980",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen, Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)"
 ]
}

 The dataset includes 326 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000417-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/rzhr6s
title: Redescription of Scydmaenus excaviceps Lhoste (Coleoptera, Staphylinidae, Scydmaeninae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Jałoszyński, Paweł (2025): Redescription of Scydmaenus excaviceps Lhoste (Coleoptera, Staphylinidae, Scydmaeninae). Zootaxa 5716 (4): 586-592, DOI: 10.11646/zootaxa.5716.4.8, URL: https://doi.org/10.11646/zootaxa.5716.4.8AbstractScydmaenus (Cholerus) excaviceps, occurring in southern India and Sri Lanka, was described twice by Jean Lhoste, in 1937 and 1938, based on the same holotype, thus creating a synonymous homonym. In his first description, Lhoste erroneously illustrated the aedeagus of Scydmaenus foveocephalus as that of S. excaviceps. Later, Herbert Franz redescribed the Sri Lankan species S. femoralis Nietner, 1856, but unfortunately this was based on misidentified non-type specimens that in fact belong to S. excaviceps. This error led Franz to place S. excaviceps as a junior synonym of S. femoralis. Recently the type specimen of the true S. femoralis was rediscovered and it was possible to clarify this long-standing confusion. Scydmaenus excaviceps is removed from synonymy with S. femoralis and redescribed.
DOI: 10.5281/zenodo.18304311
title: Rhynchosida physocalyx (A.Gray) Fryxell. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18304310
title: Rhynchosida physocalyx (A.Gray) Fryxell. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.ne4w4j
title: Occurrence Download

description: A dataset containing 10309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia cyparissias)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 10309 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000418-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18267702
title: Model data from perturbed parameter ensemble simulations used in manuscript submitted to ACP "Interacting effects of droplet number and ice formation processes on mixed-phase cold-air outbreak clouds"

description: This dataset contains model data from perturbed parameter ensemble (PPE) simulations used in manuscript submitted to Atmospheric Chemistry and Physics "Interacting effects of droplet number and ice formation processes on mixed-phase cold-air outbreak clouds". For details of the model setup and model data processing, please refer to the Methods section of the corresponding manuscript.

Two .zip files are shown here, which are model data for the stratocumulus region (sc.zip) and cumulus region (cu.zip) in the cold-air outbreak case on 24 October 2022 over the Labrador Sea. Each .zip file contains 66 .nc files, each of the .nc file contains model variables (albedo, cloud cover, all-sky liquid water path, all-sky ice water path, all-sky total water path) from one PPE member/ configuration (cfig*.nc). The standardised values for all the parameters and ppe members are shown seperately in the parameter_input.txt file. The parameter input values are the same for both sets of PPE simulations.

Note that both domains in the model data shown here were substracted from the raw model output for the clouds of interests, hence the coordinates are 2-D rather one 1-D ararys. The time points are from 12:00 UTC to 19:45 UTC on 24 October 2022.

If you have any problem with this dataset or require further information, please contact Xinyi Huang via email (ee21xh@leeds.ac.uk).
DOI: 10.5281/zenodo.18267701
title: Model data from perturbed parameter ensemble simulations used in manuscript submitted to ACP "Interacting effects of droplet number and ice formation processes on mixed-phase cold-air outbreak clouds"

description: This dataset contains model data from perturbed parameter ensemble (PPE) simulations used in manuscript submitted to Atmospheric Chemistry and Physics "Interacting effects of droplet number and ice formation processes on mixed-phase cold-air outbreak clouds". For details of the model setup and model data processing, please refer to the Methods section of the corresponding manuscript.

Two .zip files are shown here, which are model data for the stratocumulus region (sc.zip) and cumulus region (cu.zip) in the cold-air outbreak case on 24 October 2022 over the Labrador Sea. Each .zip file contains 66 .nc files, each of the .nc file contains model variables (albedo, cloud cover, all-sky liquid water path, all-sky ice water path, all-sky total water path) from one PPE member/ configuration (cfig*.nc). The standardised values for all the parameters and ppe members are shown seperately in the parameter_input.txt file. The parameter input values are the same for both sets of PPE simulations.

Note that both domains in the model data shown here were substracted from the raw model output for the clouds of interests, hence the coordinates are 2-D rather one 1-D ararys. The time points are from 12:00 UTC to 19:45 UTC on 24 October 2022.

If you have any problem with this dataset or require further information, please contact Xinyi Huang via email (ee21xh@leeds.ac.uk).
DOI: 10.15468/dl.v9kfxu
title: Occurrence Download

description: A dataset containing 774 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megetra cancellata"
 ]
}

 The dataset includes 774 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000419-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18098806
title: Tipping Point Forecasting in Non-Stationary Dynamics on Function Spaces (Airfoil Dataset)

description: Preprocessed divergence-free trajectory data for airfoil stall at Re1000 and Re5000, as used in the paper "Tipping Point Forecasting in Non-Stationary Dynamics on Function Spaces." Refer to paper for funding and acknowledgements.
DOI: 10.5281/zenodo.18098807
title: Tipping Point Forecasting in Non-Stationary Dynamics on Function Spaces (Airfoil Dataset)

description: Preprocessed divergence-free trajectory data for airfoil stall at Re1000 and Re5000, as used in the paper "Tipping Point Forecasting in Non-Stationary Dynamics on Function Spaces." Refer to paper for funding and acknowledgements.
DOI: 10.15468/dl.ad2yve
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia exigua)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 72 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000420-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18304404
title: Rhynchospora Vahl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18304405
title: Rhynchospora Vahl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.nmtjj2
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "TaxonKey is Serissa foetida"
 ]
}

 The dataset includes 186 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000421-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18304410
title: The Miranova Matrix: An Operational Framework for Spacetime Emergence in BFSS Matrix Theory

description: The Miranova Matrix presents an operational framework for understanding spacetime emergence in BFSS Matrix Theory.

By conceptualising fundamental updates as discrete ticks, the framework distinguishes causal depth from emergent experienced time. Minimal generative structures and branching dynamics define lower bounds for system evolution, providing a coherent lens for observers and histories. This approach reframes temporal perception and offers a lens for exploring nonlocal time, irreversibility, and observer-embedded structures.

This document is a speculative conceptual framework informed by existing work in matrix models and M-theory, particularly the BFSS matrix formulation.
DOI: 10.15468/dl.tavyfr
title: Occurrence Download

description: A dataset containing 725890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.31.32_2",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 725890 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000402-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2mh6z
title: Occurrence Download

description: A dataset containing 1876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia helioscopia, Euphorbia helioscopia, Euphorbia helioscopia)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1876 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000422-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gakuj6
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Anoura aequatoris, Anoura caudifer aequatoris)"
 ]
}

 The dataset includes 143 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000423-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/0v28-5p12
title: Casual Conversations v2 Dataset

description: Casual Conversations v2 is composed of over 5,567 participants (26,467 videos) and intended mainly to be used for assessing the performance of already trained models in computer vision and audio applications for the purposes permitted in our data license agreement. The videos feature paid individuals who agreed to participate in the project and explicitly provided Age, Gender, Language/Dialect, Geo-location, Disability, Physical adornments, Physical attributes labels themselves. The videos were recorded in Brazil, India, Indonesia, Mexico, Philippines, United States, and Vietnam with a diverse set of adults in various categories. A group of trained annotators labeled the participants’ apparent skin tone using the Fitzpatrick scale and Monk Scale, in addition to annotations of Voice timbre, Activity and Recording setups. Spoken words in all videos are either scripted (a sample paragraph from The Idiot by Fyodor Dostoevsky provided with the dataset) or nonscripted (answering one of five predetermined questions).
description: Total number of subjects/actors: 5,567

Total number of video recordings: 26,467

Average per video length: ~1 Minute
description: Video recordings of individuals, who are asked predetermined questions from a pre-approved list, to provide their nonscripted answer as well as video recordings of their reading from a scripted text