cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.t27tc3
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Silurus meridionalis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048945-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gsb-j81-tx9
title: Lecidella elaeochroma (Ach.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4m5-15m-ncb
title: Protoparmelia badia (Hoffm.) Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y2n-x3x-3z2
title: Cetraria islandica (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9z4-bvp-n8x
title: Umbilicaria cylindrica (L.) Delise

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ke2-19v-5rx
title: Diploschistes scruposus (Schreb.) Norman

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lb2-3ps-skr
title: Parmelia saxatilis (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1gs-mr8-zpk
title: Dacampia hookeri (Borrer) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s2p-peh-b14
title: Umbilicaria cylindrica (L.) Delise

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e28-4cr-18m
title: Lecidella elaeochroma (Ach.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/arh-73g-z0l
title: Candelariella vitellina (Hoffm.) Müll. Arg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bsd-llm-979
title: Umbilicaria cylindrica (L.) Delise

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ea6-cne-f5y
title: Parmelia saxatilis (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zg5-2kk-2fg
title: Umbilicaria cylindrica (L.) Delise

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9vv-2fz-582
title: Peltigera praetextata (Flörke ex Sommerf.) Zopf

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/26b-sb0-28z
title: Dacampia hookeri (Borrer) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ta5-0v6-6fh
title: Polyblastia cupularis A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.dxakf3
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Gagea serotina"
 ]
}

 The dataset includes 51 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048947-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gw3-sg0-v52
title: Umbilicaria iberica Sancho & Krzew.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16902374
title: Skills-in-Literacy Adjusted Human Capital Dataset (SLAMYS)

description: The dataset of  global Skills-in-Literacy Adjusted Mean Years of Schooling (SLAMYS) provides the indicator for 185 countries, by gender and three broad age groups (20-64; 20-39; 40-64) presented in five-year steps from 1970 to 2025. This dataset is an extention and update of Lutz et al. (2021) which included estimates until 2020 and for working age population (age 20-64) only. This new dataset allows for more nuanced analyses of gender-specific trends and generational shifts in skill formation, with particular attention to younger adult populations. The dataset is based on more up to date survey data, including the most recent OECD’s Programme for the International Assessment of Adult Competencies Cycle 2 data (PIAAC, 2023), most recent the Demographic and Health Survey (DHS), and Multiple Indicator Cluster Surveys (MICS). It also uses more recent mean years of schooling (MYS) which are sourced from the most recent Wittgenstein Centre Human Capital Data Explorer, version 3 (K. C. et al., 2024; , https://dataexplorer.wittgensteincentre.org/wcde-v3). Estimates for 2020 and 2025 correspond to the medium scenario (SSP2) of the 2023 update (v15) of the Wittgenstein Centre’s Human Capital Projections (K.C. et al 2024). MYS values for the period 1970–2015 are based on a historical reconstruction (KC et al. 2025) that is fully consistent with the SSP2 scenario. Additionally, estimates of educational attainment distributions by sex and age for all 185 countries—used as covariates in the prediction models—are drawn from the same sources and are fully aligned with the MYS values. See the attached technical documentation for more details.

The dataset contains output data files including technical variables (MYS, SAFs) and a technical documentation. The documentation describes calculation steps, data structures, and includes illustrative examples to guide the interpretation of the main output variables. 

This dataset consists of the following files:

Dataset: SLAMYS_2025_v1.csv

The csv file includes the following variables:

country_code (3-numeric ISO code, UN standard)

country_name

year (year in five year steps, 1970-2025)

age_group (20-64, 20-39, 40-64)

gender (Female, Male, Both)

mys (mean years of schooling)

saf (skill adjustment factor)

slamys (skills-in-literacy adjusted mean years of schooling)

calculation (predicted values == 1, empirical values == 0)

source (survey name for empirical values, NA for predicted values)

 

Data sources: SLAMYS_data-source-documentation_v1.csv

Documentation and methodology: L4S_deliverable D2.4 Skills adjusted global human capital dataset_2025-08-22_final.pdf

R codes: https://github.com/clreiter/Skills-in-Literacy-Adjusted-Human-Capital-Dataset
DOI: 10.5281/zenodo.16902375
title: Skills-in-Literacy Adjusted Human Capital Dataset (SLAMYS)

description: The dataset of  global Skills-in-Literacy Adjusted Mean Years of Schooling (SLAMYS) provides the indicator for 185 countries, by gender and three broad age groups (20-64; 20-39; 40-64) presented in five-year steps from 1970 to 2025. This dataset is an extention and update of Lutz et al. (2021) which included estimates until 2020 and for working age population (age 20-64) only. This new dataset allows for more nuanced analyses of gender-specific trends and generational shifts in skill formation, with particular attention to younger adult populations. The dataset is based on more up to date survey data, including the most recent OECD’s Programme for the International Assessment of Adult Competencies Cycle 2 data (PIAAC, 2023), most recent the Demographic and Health Survey (DHS), and Multiple Indicator Cluster Surveys (MICS). It also uses more recent mean years of schooling (MYS) which are sourced from the most recent Wittgenstein Centre Human Capital Data Explorer, version 3 (K. C. et al., 2024; , https://dataexplorer.wittgensteincentre.org/wcde-v3). Estimates for 2020 and 2025 correspond to the medium scenario (SSP2) of the 2023 update (v15) of the Wittgenstein Centre’s Human Capital Projections (K.C. et al 2024). MYS values for the period 1970–2015 are based on a historical reconstruction (KC et al. 2025) that is fully consistent with the SSP2 scenario. Additionally, estimates of educational attainment distributions by sex and age for all 185 countries—used as covariates in the prediction models—are drawn from the same sources and are fully aligned with the MYS values. See the attached technical documentation for more details.

The dataset contains output data files including technical variables (MYS, SAFs) and a technical documentation. The documentation describes calculation steps, data structures, and includes illustrative examples to guide the interpretation of the main output variables. 

This dataset consists of the following files:

Dataset: SLAMYS_2025_v1.csv

The csv file includes the following variables:

country_code (3-numeric ISO code, UN standard)

country_name

year (year in five year steps, 1970-2025)

age_group (20-64, 20-39, 40-64)

gender (Female, Male, Both)

mys (mean years of schooling)

saf (skill adjustment factor)

slamys (skills-in-literacy adjusted mean years of schooling)

calculation (predicted values == 1, empirical values == 0)

source (survey name for empirical values, NA for predicted values)

 

Data sources: SLAMYS_data-source-documentation_v1.csv

Documentation and methodology: L4S_deliverable D2.4 Skills adjusted global human capital dataset_2025-08-22_final.pdf

R codes: https://github.com/clreiter/Skills-in-Literacy-Adjusted-Human-Capital-Dataset
DOI: 10.3535/skm-ab9-wk1
title: Parmelia saxatilis (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9xj-a17-4pq
title: Psora decipiens (Hedw.) Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pxb-w3j-jpz
title: Bilimbia lobulata (Sommerf.) Hafellner & Coppins

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pnt-6y5-c83
title: Umbilicaria cylindrica (L.) Delise

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t4k-d3g-k4w
title: Umbilicaria cylindrica (L.) Delise

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.57745/swkqqr
title: database.7z

description: :unav
DOI: 10.57745/lrpykb
title: HASPA Dataset (kinematic and kinetic data for spastic patients)

description: This repository contains kinematic and kinetic data of the lower limb of spastic adult patients. This dataset was acquired during the ANR French project named HASPA (HAptic simulator for SPAsticity Training). Within the project, the objective of this dataset was to provide patterns for a physical simulator used for training physiotherapists and doctors to diagnose spasticity of the lower limb. This dataset including objective biomechanical and neurophysiological parameters for adults suffering from spasticity in the lower limb can be used to investigate variables featuring this population.
DOI: 10.57745/wngzu3
title: README_HASPA_2025.md

description: :unav
DOI: 10.5281/zenodo.17091680
title: All the data for paper "Fluid lithium isotopes reflect rock reactivity at long water residence times"

description: This table includes all the data used in the paper "Fluid lithium isotopes reflect rock reactivity at long water residence times". Table 1 is the results of major, trace and Li isotope data from a one-year long water-rock interaction experiment. Table 2 is the input data and results for Li-derived weatherability parameter.
DOI: 10.5281/zenodo.17091681
title: All the data for paper "Fluid lithium isotopes reflect rock reactivity at long water residence times"

description: This table includes all the data used in the paper "Fluid lithium isotopes reflect rock reactivity at long water residence times". Table 1 is the results of major, trace and Li isotope data from a one-year long water-rock interaction experiment. Table 2 is the input data and results for Li-derived weatherability parameter.
DOI: 10.15468/dl.345bfh
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Alyssum desertorum"
 ]
}

 The dataset includes 53 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048948-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bzrg6
title: Occurrence Download

description: A dataset containing 44089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1938",
 "Year is less than or equal to 1938"
 ]
}

 The dataset includes 44089 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048924-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yuzu3x
title: Occurrence Download

description: A dataset containing 2889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erimyzon sucetta)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2889 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048950-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n949q8
title: Occurrence Download

description: A dataset containing 1460282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-58.97873 -34.937, -58.13917 -34.937, -58.13917 -34.37082, -58.97873 -34.37082, -58.97873 -34.937))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1460282 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039985-240906103802322/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.27165816
title: D65 Display Spectrum

description: Emission spectrum for QLED based display with D65 white point
DOI: 10.6084/m9.figshare.27165816.v1
title: D65 Display Spectrum

description: Emission spectrum for QLED based display with D65 white point
DOI: 10.15468/dl.x93rpz
title: Occurrence Download

description: A dataset containing 57713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-55.96764 -27.47579, -55.83046 -27.47579, -55.83046 -27.34884, -55.96764 -27.34884, -55.96764 -27.47579))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 57713 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039992-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35099/85f3-h106
title: Data for: Life history strategies are decoupled from ecomorphological convergence in two Anolis lizards

description: Convergence is considered powerful evidence for adaptation to similar natural selection pressures. However, for many ecologically and morphologically convergent species, it remains unclear if convergence extends to reproductive strategies, which are particularly important because of their tight connection to fitness. Here, by measuring key life-history traits (e.g., reproductive status, egg size, oviposition frequency, reproductive effort) across a full annual cycle comprising both reproductive and non-reproductive seasons, we discover divergence in reproductive strategies in two Anolis lizards that are otherwise strikingly convergent in ecology, morphology, and behavior. The Cuban brown anole (A. sagrei) rapidly produces many small eggs during a concentrated summer reproductive season, while the Puerto Rican crested anole (A. cristatellus) produces comparatively fewer, larger eggs over a longer period. Thus, despite evolving highly convergent ecomorphological phenotypes and both being constrained to a single-egg clutch, these species exhibit marked divergence in life-history trade-off strategies along the fast-slow continuum. Our results indicate that ecomorphological convergence evolved uncoupled from life-history pathways in these species.
DOI: 10.5281/zenodo.13887634
title: Implementation of a reconstructed spectral sky definition in a light simulation tool and comparison to measurements

description: Lark is a spectral light simulation tool that emerged to optimize indoor light exposure for ipRGC-influenced light (IIL) responses which play a significant role in our physiological and psychological health. Lark provides two sky spectrum models – D65 Standard Illuminant and measurements of sky spectral power distribution, both of which present limitations. D65 Standard Illuminant is an average sky spectrum based on measurements taken in locations in 45°N–55°N latitude range and may result in inaccuracies for locations outside of this range and for certain times of the day and year. Measurements of sky spectral power distribution, on the other hand, are very accurate, however, inaccessible to most users due to cost of equipment and lack of publicly available data. These limitations can be addressed by Occupant Wellbeing through Lighting (OWL), another spectral light simulation tool. OWL reconstructs a spectral power distribution for a given time and location, and its components can be implemented in Lark interface. The dataset presented here shows the results of the study that compared the impact of these three sky spectrum models on accuracy of Lark simulation tools for prediction of IIL responses.
DOI: 10.5281/zenodo.13887635
title: Implementation of a reconstructed spectral sky definition in a light simulation tool and comparison to measurements

description: Lark is a spectral light simulation tool that emerged to optimize indoor light exposure for ipRGC-influenced light (IIL) responses which play a significant role in our physiological and psychological health. Lark provides two sky spectrum models – D65 Standard Illuminant and measurements of sky spectral power distribution, both of which present limitations. D65 Standard Illuminant is an average sky spectrum based on measurements taken in locations in 45°N–55°N latitude range and may result in inaccuracies for locations outside of this range and for certain times of the day and year. Measurements of sky spectral power distribution, on the other hand, are very accurate, however, inaccessible to most users due to cost of equipment and lack of publicly available data. These limitations can be addressed by Occupant Wellbeing through Lighting (OWL), another spectral light simulation tool. OWL reconstructs a spectral power distribution for a given time and location, and its components can be implemented in Lark interface. The dataset presented here shows the results of the study that compared the impact of these three sky spectrum models on accuracy of Lark simulation tools for prediction of IIL responses.
DOI: 10.15468/dl.yjyg5c
title: Occurrence Download

description: A dataset containing 1016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zale aeruginosa Guenée, 1852",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1016 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039995-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4aybpr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zale aeruginosa Guenée, 1852",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039996-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxu7tk
title: Occurrence Download

description: A dataset containing 7574778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-93.54807 29.13458,-89.47363 29.13458,-89.47363 31.07094,-93.54807 31.07094,-93.54807 29.13458))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7574778 records from 692 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039990-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpefm6
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "Country is one of (United States of America, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Odontotaenius disjunctus (Illiger, 1800)"
 ]
}

 The dataset includes 643 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039997-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdq9y4
title: Occurrence Download

description: A dataset containing 1105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zale duplicata Bethune, 1865",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1105 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039998-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9s5a4b
title: Occurrence Download

description: A dataset containing 7298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Crocodylus acutus (Cuvier, 1807)"
 ]
}

 The dataset includes 7298 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040000-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.