cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/c7hdgxmzf4.2
title: Data to: Does cocoa certification influence vegetation cover and tree cover loss? A case study from Sulawesi, Indonesia.

description: Certification is widely promoted as a strategy to enhance sustainable agriculture, yet the environmental outcomes of cocoa certification, particularly in Southeast Asia, remain understudied. We examined the effects of Rainforest Alliance (RA) certification on vegetation cover by comparing 31 certified and 31 non-certified cocoa plantations in Luwu Timur, Sulawesi, Indonesia, the world’s third-largest cocoa producer. Using Google Earth Engine (GEE), we analysed annual data on tree cover loss, canopy height, and vegetation indices (NDVI, BSI, SI) derived from Landsat 8 and MODIS satellite imagery. Analyses were conducted for 20 m buffers (representing cocoa plantation management) and 100 m buffers to assess potential spillover effects in surrounding areas. We found no significant differences in tree cover loss, canopy height, or vegetation indices between certified and non-certified plantations or their surroundings. Additionally, no significant trends in vegetation indices were observed following certification. As certified plantations were not located at the forest frontier, the greatest potential of certification lies in maintaining and enhancing shade cover. However, shade tree cover and diversity remained low. Strengthening enforcement of certification criteria and increasing minimum RA shade requirements may help support biodiversity including cocoa pollinators and improve farmers’ income diversification.

Dataset contains:
- environmental data for 62 cocoa plots in Luwu Timur, Sulawesi from field survey (see Dröge et al. 2025)
- GEE Script to extract tree cover loss, tree cover height and vegetation indices for plots
- extracted data from GEE for 62 cocoa plots
- R Script to visualise data
DOI: 10.17632/vck3bxgmzp
title: Bovine Thermometry

description: This dataset contains rectal and cutaneous temperature measurements from 24 clinically healthy or stable cattle, monitored twice daily over five consecutive days. Body temperature was measured using five different devices: mercury, digital, ecological (galinstan-based), infrared thermometers, and an infrared thermographic camera. Cutaneous temperatures were assessed at the forehead, eyes, axillae, and perineum. The aim of this study was to evaluate the accuracy and agreement of alternative thermometers compared to the mercury thermometer, which has been globally banned due to toxicological concerns. The results indicate that both ecological and digital thermometers showed strong correlation (r ≥ 0.85) and acceptable agreement with mercury thermometers (mean difference &lt; 0.3 °C; SD &lt; 0.5 °C), suggesting they are suitable for clinical use. Infrared-based methods (thermometer and thermography) showed moderate-to-high correlations, especially at the ocular and perineal regions, but did not meet the agreement criteria for clinical substitution. The dataset includes raw temperature values, environmental conditions, and statistical analyses (correlation coefficients and Bland–Altman plots) and may support future research on non-invasive temperature monitoring in cattle.
DOI: 10.17632/vck3bxgmzp.1
title: Bovine Thermometry

description: This dataset contains rectal and cutaneous temperature measurements from 24 clinically healthy or stable cattle, monitored twice daily over five consecutive days. Body temperature was measured using five different devices: mercury, digital, ecological (galinstan-based), infrared thermometers, and an infrared thermographic camera. Cutaneous temperatures were assessed at the forehead, eyes, axillae, and perineum. The aim of this study was to evaluate the accuracy and agreement of alternative thermometers compared to the mercury thermometer, which has been globally banned due to toxicological concerns. The results indicate that both ecological and digital thermometers showed strong correlation (r ≥ 0.85) and acceptable agreement with mercury thermometers (mean difference &lt; 0.3 °C; SD &lt; 0.5 °C), suggesting they are suitable for clinical use. Infrared-based methods (thermometer and thermography) showed moderate-to-high correlations, especially at the ocular and perineal regions, but did not meet the agreement criteria for clinical substitution. The dataset includes raw temperature values, environmental conditions, and statistical analyses (correlation coefficients and Bland–Altman plots) and may support future research on non-invasive temperature monitoring in cattle.
DOI: 10.17632/2m84g9ht86
title: analysis data

description: research data for PM species
DOI: 10.17632/2m84g9ht86.1
title: analysis data

description: research data for PM species
DOI: 10.15468/dl.blg4vr
title: Occurrence Download

description: A dataset containing 467210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Liliopsida",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 467210 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015587-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3k526
title: Occurrence Download

description: A dataset containing 8974 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malawi",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d"
 ]
}

 The dataset includes 8974 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011595-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmzzpd
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thomasomys gracilis Thomas, 1917"
 ]
}

 The dataset includes 141 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015587-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5t1ecz
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.83932 15.03924,-85.59176 15.03924,-85.59176 23.54266,-106.83932 23.54266,-106.83932 15.03924))",
 "HasCoordinate is true",
 "TaxonKey is Lycopodium L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 614 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017754-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9y6vp
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Penelope ortoni Salvin, 1874"
 ]
}

 The dataset includes 441 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015587-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uiuksn
title: Occurrence Download

description: A dataset containing 9226 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Insect Collection of the Laboratory of Applied Entomology of the Faculty of Sciences of the University of Lome"
 ]
}

 The dataset includes 9226 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023454-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ls7lj
title: Occurrence Download

description: A dataset containing 1988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2008-2018",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1988 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027630-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcv1zv
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orbea umbracula (Hend.) L.C.Leach"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026967-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygpiga
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Aotus jorgehernandezi Defler & Bueno, 2007"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015589-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35x2sl
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Paraguay",
 "TaxonKey is Butia paraguayensis (Barb.Rodr.) L.H.Bailey"
 ]
}

 The dataset includes 228 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023469-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fl5myk
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 1950-1980",
 "TaxonKey is Lontra longicaudis annectens (Major, 1897)"
 ]
}

 The dataset includes 37 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015589-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.710a4w
title: Occurrence Download

description: A dataset containing 12746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ara chloropterus G.R.Gray, 1859",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12746 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027743-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkhg08
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Baccharis orbignyana Klatt",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015590-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7ot7y
title: Occurrence Download

description: A dataset containing 43806 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.91722 47.37346,1.08888 47.37346,1.08888 47.47288,0.91722 47.47288,0.91722 47.37346))",
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43806 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026968-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmveg5
title: Occurrence Download

description: A dataset containing 4395631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4395631 records from 1140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015590-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5kvw5
title: Occurrence Download

description: A dataset containing 13284832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 {
 "or" : [
 "Country is Mexico",
 "Country is United States of America"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13284832 records from 423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017756-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xctbf7gdx8.1
title: POAF

description: Excel with raw data
DOI: 10.15468/dl.zc6hp5
title: Occurrence Download

description: A dataset containing 1108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Dioscorea bulbifera L."
 ]
}

 The dataset includes 1108 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009829-250402121839773/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.27072787
title: Daily Max Simplified Wet-Bulb Globe Temperature and its Climate Networks for Teleconnection Study, 1940-2022

description: This dataset comprises global simplified Wet-Bulb Globe Temperature (sWBGT) values from 1940 to 2022, calculated at a daily maximum with a spatial resolution of 2°x2°. The sWBGT integrates air temperature, dew point temperature, and surface air pressure to provide a measure of heat stress. The dataset was derived from the ERA5 hourly data on single levels.
In addition to the sWBGT values, the dataset includes climate network data and network metrics calculated for selected years (every five years from 1940 through 2020). These data facilitate the analysis of teleconnections, or long-distance correlations in heat stress events, and provide insights into the spatial correlations and propagation of heat stress effects across different regions.
The sWBGT data are stored in NetCDF format, making them compatible with commonly used data analysis tools in climate research. The climate network data and network metrics are saved in the pickle format to ensure efficient serialization and deserialization of Python objects used in network analysis.
All the Python scripts required to calculate the dataset are also included. These scripts allow users to replicate the dataset or adapt the methodology for their own research needs.
This dataset supports researchers in climate science, public health, and environmental policy by enabling the examination of historical trends and the assessment of future risks associated with heat stress.
DOI: 10.6084/m9.figshare.27072787.v1
title: Daily Max Simplified Wet-Bulb Globe Temperature and its Climate Networks for Teleconnection Study, 1940-2022

description: This dataset comprises global simplified Wet-Bulb Globe Temperature (sWBGT) values from 1940 to 2022, calculated at a daily maximum with a spatial resolution of 2°x2°. The sWBGT integrates air temperature, dew point temperature, and surface air pressure to provide a measure of heat stress. The dataset was derived from the ERA5 hourly data on single levels.
In addition to the sWBGT values, the dataset includes climate network data and network metrics calculated for selected years (every five years from 1940 through 2020). These data facilitate the analysis of teleconnections, or long-distance correlations in heat stress events, and provide insights into the spatial correlations and propagation of heat stress effects across different regions.
The sWBGT data are stored in NetCDF format, making them compatible with commonly used data analysis tools in climate research. The climate network data and network metrics are saved in the pickle format to ensure efficient serialization and deserialization of Python objects used in network analysis.
All the Python scripts required to calculate the dataset are also included. These scripts allow users to replicate the dataset or adapt the methodology for their own research needs.
This dataset supports researchers in climate science, public health, and environmental policy by enabling the examination of historical trends and the assessment of future risks associated with heat stress.
DOI: 10.15468/dl.cjuzku
title: Occurrence Download

description: A dataset containing 706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaphus fulgens (Brauer, 1904)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 706 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009830-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3f6wv4n5mv.2
title: Reversible tuning of membrane sterol levels by cyclodextrin in a dialysis setting

description: Large unilamellar vesicles are popular membrane models for studying the impact of lipids and bilayer properties on the structure and function of transmembrane proteins. However, the functional reconstitution of transmembrane proteins in liposomes can be challenging, especially, if the hydrophobic thickness of the protein does not match the thickness of the lipid bilayer. Such hydrophobic mismatch causes protein aggregation and low yields during the reconstitution procedure, which are exacerbated in sterol-rich membranes featuring low membrane compressibility. Here, we explore new approaches to reversibly tune the sterol content of (proteo)liposomes with methyl-β-cyclodextrin (mβCD) in a dialysis setting. Maintaining (proteo)liposomes in a confined compartment minimizes loss-of-material during cholesterol transfer and facilitates efficient removal of mβCD. We monitor the sterol concentration in the membrane with help of the solvatochromic probe C-Laurdan, which reports on lipid packing. Using Förster-resonance energy transfer, we show that cholesterol delivery to proteoliposomes induces the oligomerization of a membrane property sensor, while a subsequent removal of cholesterol demonstrates full reversibility. We propose that tuning membrane compressibility by mβCD-meditated cholesterol delivery and removal in a dialysis setup provides a new handle to study the impact of sterols and membrane compressibility on membrane protein structure, function, and dynamics.
DOI: 10.6084/m9.figshare.25041986
title: The strongly driven Fermi polaron

description: This files contains all the experimental data in the main text (from Fig.1 to Fig.4 including their insets). Each column of the data has been named to the corresponding physical quantities.
DOI: 10.6084/m9.figshare.25041986.v1
title: The strongly driven Fermi polaron

description: This files contains all the experimental data in the main text (from Fig.1 to Fig.4 including their insets). Each column of the data has been named to the corresponding physical quantities.
DOI: 10.5281/zenodo.15172363
title: Data Paper
DOI: 10.5281/zenodo.15172364
title: Data Paper
DOI: 10.17632/hwd748td6b
title: Citing Articles

description: This repository contains two files related to the citing corpus, which include statistical data on the examined variables concerning the citing publications, as well as citation data and statistics related to the elements of the source corpus, all of which were used in the context of my thesis research.
DOI: 10.17632/hwd748td6b.1
title: Citing Articles

description: This repository contains two files related to the citing corpus, which include statistical data on the examined variables concerning the citing publications, as well as citation data and statistics related to the elements of the source corpus, all of which were used in the context of my thesis research.
DOI: 10.15468/dl.2g2kdb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduus spinulosus Bertol.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009833-250402121839773/datasets/export for details.
DOI: 10.17632/ty4kz2245h.1
title: Innovative Approaches in the Development of the Tourism Industry of Kazakhstan

description: This article discusses modern innovative approaches and trends in the tourism industry, which are an integral part of the national economy, welfare, development and effective growth of regions, requiring support and financing from the state, business structures and potential investors. The article describes the main trends in the development of technologies and their impact on the tourism sector. Analyzed support measures and government regulation of the tourism industry. The participation and role of the state have caused high-tech growth of domestic tourism, but scientific discussions on the form and level of such participation are limited. This is especially true for specific aspects of the participation of the state and its bodies in the development of the innovative sphere of tourism. The paper presents a SWOT analysis of the use of innovations in the development of tourism in the Republic of Kazakhstan. Recommendations for the use of advanced innovative technologies in increasing the effective and progressive growth of the tourism industry.
DOI: 10.17909/mgbe-1c64
title: Data from "Is Earendel a Star?: Investigating the Sunrise Arc Using JWST Strong and Weak Gravitational Lensing Analyses"

description: This dataset includes JWST imaging data of the galaxy cluster WHL0137-08, used in "Is Earendel a Star?: Investigating the Sunrise Arc Using JWST Strong and Weak Gravitational Lensing Analyses" (Scofield et al.). Stage 1 data products were downloaded from the MAST archive and reduced using the JWST Science Calibration Pipeline.
DOI: 10.17632/m8ggj24jdp
title: BOTJLS-Dec-2024-4571-ART-Grevillea

description: Structure input file for the filtered datasets that you used in the analyses.
DOI: 10.17632/m8ggj24jdp.1
title: BOTJLS-Dec-2024-4571-ART-Grevillea

description: Structure input file for the filtered datasets that you used in the analyses.
DOI: 10.17632/39rmggdpjp
title: Professional development programs on English as a Foreign instructor

description: Professional development is essential for teacher learning. Despite its importance, research on EFL instructors in higher education is limited, with past studies focusing mainly on primary and secondary school teachers. Understanding professional development's impact on higher education EFL instructors is crucial due to their complex roles requiring language proficiency and teaching skills. This study explores the effects of professional development through community learning and personal initiatives, using a qualitative approach with semi-structured interviews of ten EFL instructors from five universities in Indonesia.