cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8p5quu
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dorcopsis muelleri (Lesson, 1827), Dorcopsis muelleri (Schlegel, 1866))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064228-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-6800
title: Khristianin = [The Christian], 1925, no. 7 (1925)

description: [description english/roman)] Monthly
DOI: 10.25549/pcra-c14-6114
title: Baptist Ukrainy = [Ukrainian Baptist], no. 7 (July 1928)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.xkd7xp
title: Occurrence Download

description: A dataset listing the 6396 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110 -28.5,110 -50,187 -50,187 -28.5,110 -28.5))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Actinopterygii"
 ]
}

 The dataset's 6396 records were derived from 194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323736-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd8zwf
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gastrotheca psychrophila Duellman, 1974)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064283-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-14197
title: Put' = Voie = [The way], no. 2 (January 1926)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.yqvnqa
title: Occurrence Download

description: A dataset containing 14526 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peromyscus gossypinus (Le Conte, 1853)"
 ]
}

 The dataset includes 14526 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348602-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juuk32
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atelopus vogli Müller, 1934)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064257-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-14150
title: Put' = Voie = [The way], no. 2 (January 1926)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.txe9g4
title: Occurrence Download

description: A dataset containing 474050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sonchus asper (L.) Hill, Sonchus oleraceus L., Sonchus asper (L.) Hill, Sonchus oleraceus L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 474050 records from 739 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253554-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-14108
title: Put' = Voie = [The way], no. 2 (January 1926)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.ck99jm
title: Occurrence Download

description: A dataset containing 33983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthus cervinus (Pallas, 1811)"
 ]
}

 The dataset includes 33983 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064255-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tu54n8
title: Occurrence Download

description: A dataset containing 823230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juncus bulbosus L., Juncus compressus Jacq., Juncus effusus L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 823230 records from 828 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0320201-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dcyjsdf2nf
title: research data

description: This dataset contains anonymized responses from 87 Saudi parents of children and adolescents with type 1 diabetes, collected as part of a cross-sectional study conducted at a tertiary diabetes clinic. The dataset includes demographic variables (parent age, sex, and education), child characteristics (age, sex, diabetes duration, insulin regimen, and HbA1c values), and validated psychosocial measures (Pediatric Diabetes Distress Scale [PDDS] and State–Trait Anxiety Inventory [STAI]).
DOI: 10.17632/dcyjsdf2nf.1
title: research data

description: This dataset contains anonymized responses from 87 Saudi parents of children and adolescents with type 1 diabetes, collected as part of a cross-sectional study conducted at a tertiary diabetes clinic. The dataset includes demographic variables (parent age, sex, and education), child characteristics (age, sex, diabetes duration, insulin regimen, and HbA1c values), and validated psychosocial measures (Pediatric Diabetes Distress Scale [PDDS] and State–Trait Anxiety Inventory [STAI]).
DOI: 10.17632/2xppwp9xtb
title: Thiotaurine is a sulfane sulfur donor to the biological thiols glutathione and cysteine

description: Raman spectroscopic data in text format. Single measurement and time course data available.
Hydrogen NMR spectral data in excel format. Heteronuclear (hydrogen and carbon) Correlation NMR spectra in pdf format.
DOI: 10.17632/2xppwp9xtb.1
title: Thiotaurine is a sulfane sulfur donor to the biological thiols glutathione and cysteine

description: Raman spectroscopic data in text format. Single measurement and time course data available.
Hydrogen NMR spectral data in excel format. Heteronuclear (hydrogen and carbon) Correlation NMR spectra in pdf format.
DOI: 10.17632/vdrmbzrgdf
title: Health literacia of family caregivers: ADKS instrument research date

description: Excel spreasheet of primary data from family caregivers of elderly people with Alzheimer´s disease
DOI: 10.17632/vdrmbzrgdf.1
title: Health literacia of family caregivers: ADKS instrument research date

description: Excel spreasheet of primary data from family caregivers of elderly people with Alzheimer´s disease
DOI: 10.15468/dl.we6unb
title: Occurrence Download

description: A dataset containing 3696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia tirucalli",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3696 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020110-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8ezsb
title: Occurrence Download

description: A dataset containing 4386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alonella, Anisocentropus, Anopheles, Aphelocheirus schoutedeni, Aphelocheirus, Atherix, Athripsodes prionii, Atrichopogon, , Aulophorus, Bezzia, Biomphalaria pfeifferi, Biomphalaria, Branchiura sowerbyi, Branchiura, Canthydrus notula, Canthydrus, Caridina nilotica, Caridina typus, Catoxyethira, Ceratogomphus, Ceriodaphnia, Chaetogaster, Chaoborus, Chlorocypha, Chrysops, Chydorus, Clinotanypus, Corynoneura, Culicoides, Cyclops, Cypridopsis, Cyprilla, , Dineutus, Dryops, Ecnomus thomasseti, Elattoneura, Enallagma, Ephoron, Eubrianax, Forcipomyia, Goerodes, Gomphocythere, Helminthopsis, Hemerodromia, Hydaticus dorsiger, Hydaticus, Hydra, Hydrellia, Hydropsyche, Hyphydrus, Ilyocryptus, Isocypris, Laccophilus flaveolus, Laccophilus lineatus, Laccophilus modestus, Laccophilus pellucidus, Leptelmis, Leptocerus, Lestes, Limnodrilus, Limnophora, Lobelmis, Machadorythus, Macrobrachium equidens, Macrobrachium, Macromia, Micronecta dimidiata, Naucoris obscuratus, Naucoris, Notonurus, Nychia, Oecetis, Orthotrichia, Pachyelmis, Palpomyia, Paracyclops, Paragomphus, Parasetodes, Phaon, Pionocypris, Pleuroxus, Polyplectropus, Potamodytes, Potamogethes, Pristina, Procladius, Prosopistoma, Pseudagrion gigas, Pseudagrion hageni, Pseudagrion kersteni, Pseudagrion salisburyense, Pseudancyronyx, Maruina, Pericoma, Ranatra, Rhantaticus congestus, Rhantaticus, Rheotanytarsus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 4386 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020109-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zfam8
title: Occurrence Download

description: A dataset containing 259855 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncorhynchus mykiss"
 ]
}

 The dataset includes 259855 records from 539 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020041-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2z3wc63j62.1
title: Hydro-Climatic Variability and Its Implications on Soil and Water Security in Kenya’s Tana Delta

description: This dataset supports the research article titled “Hydro-Climatic Variability and Its Implications on Soil and Water Security in Kenya’s Tana Delta.” It contains long-term hydro-climatic data, remote sensing indices, and socio-economic survey results used to analyze water security and livelihood impacts in the Tana Delta region. The dataset includes:

Rainfall records (1993–2023): Monthly and annual rainfall data from meteorological stations.

NDWI and NDVI trends (1995–2023): Satellite-derived vegetation and water indices showing spatiotemporal variability.

Surface water trends (30 years): Hydrological analysis of river systems and wetlands.

Household survey data: Perceptions of climate variability, water access, and livelihood impacts.

Spatial layers: GIS shapefiles for water sources, land cover changes, and dominant livelihood zones.

The data was collected through remote sensing analysis, field surveys, focus group discussions, and hydrological assessments to understand how climate change affects water availability and community resilience. This dataset can be used for further research on climate adaptation, soil and water security, and sustainable development in arid and semi-arid regions.

Keywords: Climate change, Hydro-climatic variability, Water security, Soil security, Remote sensing, Tana Delta, Kenya, Livelihood vulnerability, NDWI, NDVI.
DOI: 10.17632/hsnjbxb648
title: Panel data for utility solar PV and onshore wind costs and adoption with climate policy and macro variables

description: Panel data for utility solar PV and onshore wind costs. A small amount of commercial/residential PV data is also available.

This country–year panel compiles cost, deployment, policy, and macroeconomic series for utility-scale solar PV and onshore wind from 1990–2023. The release contains data for 96 countries. Focusing on the two utility technologies, the dataset includes 1356 installed-cost observations across 67 countries (solar PV: 556 in 49 countries; onshore wind: 800 in 55). Adoption series are broader: capacity and generation available for 81 countries (solar PV) and 73 countries (onshore wind). In 2023, countries with at least one cost observation account for about 97.8% of global utility-scale solar PV capacity and 98.7% of onshore wind capacity (generation coverage ≈97.0% and ≈98.5%), indicating that cost-covered jurisdictions span the vast majority of installed fleets. 

What’s inside. Core cost fields: Total installed costs (\$/kW), Module costs (\$/kW), Balance-of-System costs (\$/kW), LCOE (\$/kWh), and a source flag. Deployment: Capacity (MW), Production (GWh), plus Electricity Installed Capacity and Electricity Generation. PriceLevel (PPP ratio) is provided to construct PPP-adjusted measures. Policy variables are annual instrument-specific stringency scores (prefixed LEV3_) suitable for econometric studies (e.g., feed-in tariffs, auctions, renewable certificates, ETS in electricity, carbon taxes, fossil-fuel subsidy reform, renewable expansion planning, coal phase-out/credit restrictions, energy R\&D). Macro-institutional covariates support identification and robustness (finance, trade, growth, state capacity, inequality). 

Sources and harmonisation. Installed costs, LCOE, and component splits: IRENA compilations and a structured Baumgartner cost dataset (see Source per record). Deployment: IRENA capacity and generation time series. Policy indicators: annual stringency indices mapped from OECD climate actions/policies to consistent instrument-level measures (LEV3_). Finance and macro covariates: World Bank (exchange rate, GDP and GDP per capita, GDP growth, trade/GDP, FDI inflows/GDP, unemployment, urbanization, oil rents/GDP, R\&D/GDP), 10-year government bond yields (BidYield), and inequality (GINI). Technology capability and structure: IEA/clean-energy patent counts; product-space measures (Proximity, RCA).

Intended use and limitations. Built for cross-country analyses of cost dynamics and policy effects, including panel econometrics, diffusion/cost modelling, and benchmarking of cost/diffusion trajectories. Coverage is uneven in earlier years and smaller markets; some fields are missing where sources are silent. Among countries with any cost observation, 41 are high-income and 26 are middle/low-income, but parts of Africa and Asia remain under-represented. Policy stringency scores summarise heterogeneous national designs; users should run sensitivity checks and consult the source.
DOI: 10.17632/hsnjbxb648.1
title: Panel data for utility solar PV and onshore wind costs and adoption with climate policy and macro variables

description: Panel data for utility solar PV and onshore wind costs. A small amount of commercial/residential PV data is also available.

This country–year panel compiles cost, deployment, policy, and macroeconomic series for utility-scale solar PV and onshore wind from 1990–2023. The release contains data for 96 countries. Focusing on the two utility technologies, the dataset includes 1356 installed-cost observations across 67 countries (solar PV: 556 in 49 countries; onshore wind: 800 in 55). Adoption series are broader: capacity and generation available for 81 countries (solar PV) and 73 countries (onshore wind). In 2023, countries with at least one cost observation account for about 97.8% of global utility-scale solar PV capacity and 98.7% of onshore wind capacity (generation coverage ≈97.0% and ≈98.5%), indicating that cost-covered jurisdictions span the vast majority of installed fleets. 

What’s inside. Core cost fields: Total installed costs (\$/kW), Module costs (\$/kW), Balance-of-System costs (\$/kW), LCOE (\$/kWh), and a source flag. Deployment: Capacity (MW), Production (GWh), plus Electricity Installed Capacity and Electricity Generation. PriceLevel (PPP ratio) is provided to construct PPP-adjusted measures. Policy variables are annual instrument-specific stringency scores (prefixed LEV3_) suitable for econometric studies (e.g., feed-in tariffs, auctions, renewable certificates, ETS in electricity, carbon taxes, fossil-fuel subsidy reform, renewable expansion planning, coal phase-out/credit restrictions, energy R\&D). Macro-institutional covariates support identification and robustness (finance, trade, growth, state capacity, inequality). 

Sources and harmonisation. Installed costs, LCOE, and component splits: IRENA compilations and a structured Baumgartner cost dataset (see Source per record). Deployment: IRENA capacity and generation time series. Policy indicators: annual stringency indices mapped from OECD climate actions/policies to consistent instrument-level measures (LEV3_). Finance and macro covariates: World Bank (exchange rate, GDP and GDP per capita, GDP growth, trade/GDP, FDI inflows/GDP, unemployment, urbanization, oil rents/GDP, R\&D/GDP), 10-year government bond yields (BidYield), and inequality (GINI). Technology capability and structure: IEA/clean-energy patent counts; product-space measures (Proximity, RCA).

Intended use and limitations. Built for cross-country analyses of cost dynamics and policy effects, including panel econometrics, diffusion/cost modelling, and benchmarking of cost/diffusion trajectories. Coverage is uneven in earlier years and smaller markets; some fields are missing where sources are silent. Among countries with any cost observation, 41 are high-income and 26 are middle/low-income, but parts of Africa and Asia remain under-represented. Policy stringency scores summarise heterogeneous national designs; users should run sensitivity checks and consult the source.
DOI: 10.17632/b8g5sj45ys
title: KOF Globalization - Train/Test for ANFIS (FIS models) & Matlab Scripts

description: Test/train data for 4 different ANFIS models (AND/OR operator modifications) with the respective KOF sub-indices, plus the MATLAB scripts used to obtain the results.
DOI: 10.17632/b8g5sj45ys.1
title: KOF Globalization - Train/Test for ANFIS (FIS models) & Matlab Scripts

description: Test/train data for 4 different ANFIS models (AND/OR operator modifications) with the respective KOF sub-indices, plus the MATLAB scripts used to obtain the results.
DOI: 10.17632/r8wh6v5ww9
title: LIF and OSM mitigate LPS-induced acute endometritis via Distinct immunoregulatory mechanism in peritoneal macrophages in vivo_Data sheets

description: Data sheets_PCR_WB_IF_BW_IHC
DOI: 10.17632/r8wh6v5ww9.1
title: LIF and OSM mitigate LPS-induced acute endometritis via Distinct immunoregulatory mechanism in peritoneal macrophages in vivo_Data sheets

description: Data sheets_PCR_WB_IF_BW_IHC