cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34808/r9v9-4375
title: Sigma profile of non-ionic DES components

description: Sigma profile of non-ionic DES components including Camphor, n-Octanoic_acid, n-Nonanoic_acid,  Decanoic_acid, n-Dodecanoic_acid, Levulinic_acid, L-Menthol, Thymol, Guaiacol, Carvone.
DOI: 10.15468/dl.w5xwjf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Fargesia scabrida"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017124-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18712/nsd-nsd3331-v1
title: YS Employment Outlook Survey

description: Since 2009, YS (Yrkesorganisasjonenes Sentralforbund) has collaborated with the Work Research Institute (AFI) on the YS Work Life Barometer. Over the years, the barometer has established itself as one of the most important tools for measuring the status and trends in Norwegian working life from year to year. With the help of researchers at AFI, accurate diagnoses of the current situation are made, trends are analysed, and attempts are made to look into the future.

There is no definitive answer to what the state of working life is or will be, but through the Work Life Barometer, it is possible to look at developments both holistically and in more detail. The barometer organizes both old and new knowledge, allowing us to view working life with fresh eyes. It also enables us to describe connections that previously went unnoticed. For YS and its member unions, this means new opportunities to assess the needs and perceptions of their members.
DOI: 10.34808/w6rf-zm62
title: Sigma potential of non-ionic DES components

description: Sigma potential of non-ionic DES components including Camphor, n-Octanoic_acid, n-Nonanoic_acid,  Decanoic_acid, n-Dodecanoic_acid, Levulinic_acid, L-Menthol, Thymol, Guaiacol, Carvone.
DOI: 10.15468/dl.uetf8q
title: Occurrence Download

description: A dataset containing 961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-88.26936 41.72244, -88.35944 41.72244, -88.35944 41.81264, -88.26936 41.81264, -88.26936 41.72244))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 961 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017125-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17243864
title: Dataseta associated to M. Capra et al., Phy. Rev. Mater. 2025
DOI: 10.7910/dvn/p1hruq
title: Postembryonic development of the tracheal system of beetles in the context of aptery supplementary material

description: Supplementary material showing measurements, morphological description, and abbreviations of the tracheal system of Gonopus tibialis. 
Include also .stl files representing the tracheal system of lava, pupa, and imago of the Gonopus tibialis.
DOI: 10.34808/7be6-q234
title: Sigma potential of PCBs and PCDDs

description: Sigma potential of PCBs and PCDDs including 1,2,3,4,7-Pentachlorodibenzo-p-dioxin, 1,3,6,8-Tetrachlorodibenzo-p-dioxin, 1,2,3,4,7,8-Hexachlorodibenzo-p-dioxin, Octochlorodibenzo-p-dioxin, 1,2,3,4,6,7,8-Heptachlorodibenzo-p-dioxin, 2,4,4'-Trichlorobiphenyl, 2,2',5,5'-Tetrachlorobiphenyl, 2,2',4,5,5'-Pentachlorobiphenyl, 2,2',3,4,4',5'-Hexachlorobiphenyl, 2,2',4,4',5,5'-Hexachlorobiphenyl, 2,2',3,4,4',5,5'-Heptachlorobiphenyl.
DOI: 10.5281/zenodo.17529522
title: The Role of Geographical Position of Azerbaijan on the Crossroads of the Trade Routes- Challenges and Future Resolutions
DOI: 10.5281/zenodo.17529523
title: The Role of Geographical Position of Azerbaijan on the Crossroads of the Trade Routes- Challenges and Future Resolutions
DOI: 10.15468/dl.aab6gd
title: Occurrence Download

description: A dataset containing 42078 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Spatially explicit database of tree related microhabitats (TreMs)"
 ]
}

 The dataset includes 42078 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017126-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gr2aq6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastemma humilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017127-251025141854904/datasets/export for details.
DOI: 10.15468/dl.c8pj2t
title: Occurrence Download

description: A dataset containing 276688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castor fiber",
 "Year 2006-2025"
 ]
}

 The dataset includes 276688 records from 509 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017075-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34808/yaa9-yd44
title: PG - Handwritten Letters Dataset - extension of EMNIST evaluation

description: The dataset for a deeper evaluation of the machine learning models for handwritten character recognitionextending existing NIST Databases
DOI: 10.15468/dl.hp5624
title: Occurrence Download

description: A dataset containing 12244654 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Microbial Community Database (MiCoDa). A curated global 16S rRNA gene amplicon dataset from all environments"
 ]
}

 The dataset includes 12244654 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017117-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtyb3e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastemma interruptum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017130-251025141854904/datasets/export for details.
DOI: 10.6084/m9.figshare.30539615
title: 16s metabarcoding of water samples in Deep Bay Hong Kong

description: Water sample from Deep Bay, Hong Kong
DOI: 10.6084/m9.figshare.30539615.v1
title: 16s metabarcoding of water samples in Deep Bay Hong Kong

description: Water sample from Deep Bay, Hong Kong
DOI: 10.15468/dl.vptx67
title: Occurrence Download

description: A dataset containing 42927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-97.70573 30.23548, -97.7849 30.23548, -97.7849 30.34254, -97.70573 30.34254, -97.70573 30.23548))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42927 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017129-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzj2v3
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lechea tripetala"
 ]
}

 The dataset includes 287 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017131-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17529555
title: The Sound of Science- Connections between Physics, and Music
DOI: 10.5281/zenodo.17529556
title: The Sound of Science- Connections between Physics, and Music
DOI: 10.5281/zenodo.16780111
title: Infrared data supporting our paper on KNbO3 under pressure

description: This data set contains the processed FTIR spectra as displays in our paper. The zip file contains two subfolders:



\spectra\ contains .txt files with the FTIR reflectivity spectra in a simple xy format, truncated to the exploitable energy range but otherwise unfiltered. The number in the filename is the pressure. 

\fit_reports\ contains *.fit files with fitting reports produced by the python 3 lmfit package. The function used for the fitting is based on the factorized form of the dielectric function with 11 modes, most of which are meant to capture spurious interferences and other artifacts. The main mode or interest, the antipolar Nb mode, is numbered '05'.


The functions are defined in the functions.py file.
DOI: 10.5281/zenodo.16780112
title: Infrared data supporting our paper on KNbO3 under pressure

description: This data set contains the processed FTIR spectra as displays in our paper. The zip file contains two subfolders:



\spectra\ contains .txt files with the FTIR reflectivity spectra in a simple xy format, truncated to the exploitable energy range but otherwise unfiltered. The number in the filename is the pressure. 

\fit_reports\ contains *.fit files with fitting reports produced by the python 3 lmfit package. The function used for the fitting is based on the factorized form of the dielectric function with 11 modes, most of which are meant to capture spurious interferences and other artifacts. The main mode or interest, the antipolar Nb mode, is numbered '05'.


The functions are defined in the functions.py file.
DOI: 10.5281/zenodo.17529333
title: Comparative Performance of LSTM and ARIMA for the Short-Term Predictive Analysis

description: The rapid growth of digital assets, particularly Bitcoin, has introduced extreme price volatility that challenges investors and forecasters. Accurate prediction models are crucial to reduce financial risks and support data-driven investment decisions. This study aims to compare the performance of two forecasting approaches—Autoregressive Integrated Moving Average (ARIMA) and Long Short-Term Memory (LSTM)—using daily Bitcoin price data from 2022 to 2025. Both models were implemented under the same experimental framework and evaluated using Mean Absolute Error (MAE), Root Mean Square Error (RMSE), and Mean Absolute Percentage Error (MAPE). The results show that LSTM outperforms ARIMA across all metrics (MAE: 7,235.77; RMSE: 8,202.41; MAPE: 6.43%), demonstrating better adaptability to nonlinear and volatile price movements. Despite longer training time, LSTM provides more stable and precise forecasts. The findings conclude that deep learning models are more effective for cryptocurrency forecasting, and hybrid combinations can enhance predictive robustness
DOI: 10.5281/zenodo.17529334
title: Comparative Performance of LSTM and ARIMA for the Short-Term Predictive Analysis

description: The rapid growth of digital assets, particularly Bitcoin, has introduced extreme price volatility that challenges investors and forecasters. Accurate prediction models are crucial to reduce financial risks and support data-driven investment decisions. This study aims to compare the performance of two forecasting approaches—Autoregressive Integrated Moving Average (ARIMA) and Long Short-Term Memory (LSTM)—using daily Bitcoin price data from 2022 to 2025. Both models were implemented under the same experimental framework and evaluated using Mean Absolute Error (MAE), Root Mean Square Error (RMSE), and Mean Absolute Percentage Error (MAPE). The results show that LSTM outperforms ARIMA across all metrics (MAE: 7,235.77; RMSE: 8,202.41; MAPE: 6.43%), demonstrating better adaptability to nonlinear and volatile price movements. Despite longer training time, LSTM provides more stable and precise forecasts. The findings conclude that deep learning models are more effective for cryptocurrency forecasting, and hybrid combinations can enhance predictive robustness
DOI: 10.15468/dl.gvd966
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastemma kefersteinii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017132-251025141854904/datasets/export for details.
DOI: 10.15468/dl.8z7j7v
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuscuta chinensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)"
 ]
}

 The dataset includes 649 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017133-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60719/aphrc-2025-058
title: African Population Cohort Consortium (APCC)

description: Understanding climate change and the associated impacts on human health and wellbeing is one of the major intractable challenges facing planning departments, policy makers and health researchers in the coming decades. Novel approaches such as data science techniques which use routine and big data sources will be critical in supporting this area of enquiry to evaluate the effect of climate change in communities.
Through our Implementation Network for Sharing Population Information from Research Entities (INSPIRE), we have access to African population health data from 11 Health Demographic and Surveillance Sites (HDSS). These data contain demographic vital registration outcomes such as births, Death and mortality collected over 10 years in rural and urban African communities. As part of the INSPIRE data standardization and governance, all HDSS data are transformed into the INSPIRE OMOP Common Data Model (CDM) to allow systematic analyses using common terminologies, vocabularies and coding schemes.
DOI: 10.5281/zenodo.17529536
title: Nitrogen dynamics and greenhouse gas emissions from biobased fertilizers derived from fishery waste and by-products
DOI: 10.5281/zenodo.17529537
title: Nitrogen dynamics and greenhouse gas emissions from biobased fertilizers derived from fishery waste and by-products
DOI: 10.15468/dl.pnjjma
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence, Fossil)",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mannophryne olmonae",
 "Year 1900-2025"
 ]
}

 The dataset includes 153 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017135-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg25ma
title: Occurrence Download

description: A dataset containing 27649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-76.50927 39.17875, -76.7569 39.17875, -76.7569 39.4068, -76.50927 39.4068, -76.50927 39.17875))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27649 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017136-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29q4nk
title: Occurrence Download

description: A dataset containing 5046023 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Naturalis Biodiversity Center (NL) - Botany"
 ]
}

 The dataset includes 5046023 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017121-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw2y2g
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leopardus wiedii",
 "Country is Mexico",
 "Year is greater than or equal to 1800",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Unknown evidence)"
 ]
 }
 }
 ]
}

 The dataset includes 510 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017138-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ur3krs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastemma kirsteueri",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017140-251025141854904/datasets/export for details.
DOI: 10.15468/dl.uzmhsh
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuscuta chinensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)"
 ]
}

 The dataset includes 649 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017141-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5btgyf
title: Occurrence Download

description: A dataset containing 709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-85.12632 42.27508, -85.28354 42.27508, -85.28354 42.36281, -85.12632 42.36281, -85.12632 42.27508))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 709 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017142-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vt4grh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastemma knochii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017143-251025141854904/datasets/export for details.
DOI: 10.48366/r1559820
title: Comparative Keyword Summary of Five Education and Information Technologies Research Papers

description: This provides a concise, keyword-based comparison of five Education and Information Technologies (Springer, 2025) research papers. Each paper is represented by short, comma-separated keywords across multiple analytical dimensions—focus, theory, context, sample, methods, predictors, outcomes, findings, and pedagogical implications.
DOI: 10.15468/dl.x2hyy3
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leopardus wiedii",
 "Country is Mexico",
 "Year is greater than or equal to 1800",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Unknown evidence)"
 ]
 }
 }
 ]
}

 The dataset includes 510 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017144-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/53j6-7j27
title: "Service Pricing and Networked Microgrid Trading for Heterogeneous Demand: A Causal Diffusion and Multi-Agent Reinforcement Learn"

description: "Dynamic pricing is an important means to maximize revenue and balance customer satisfaction in service marketing and distributed energy markets. Because demand functions are unknown and exhibit time-varying heterogeneity, traditional pricing methods based on parametric models have difficulty adapting to complex environments. In recent years, reinforcement learning, causal inference and diffusion models have emerged in pricing problems, but existing studies mostly focus on a single method or static scenarios, ignoring the challenges posed by heterogeneous demand and causal structures. This paper proposes a service pricing framework that integrates a causal diffusion model, nonparametric Bayesian techniques and multi-agent reinforcement learning. A conditional diffusion model is used to learn the demand distribution under price interventions, a Dirichlet process realizes customer clustering, and multi-agent reinforcement learning optimizes dynamic pricing strategies. To address the complexity of distributed energy trading, the framework is further extended to a networked microgrid environment; by combining local optimization, peer-to-peer transactions and a system marginal pricing mechanism, dynamic bidding within and outside microgrid clusters is coordinated. Simulation results show that this method outperforms traditional approaches in revenue, fairness and stability. In microgrid simulations, the framework reduces electricity sales by about 43.9\\%, decreases the cost of electricity purchased from the grid by about 7.5\\%, and reduces the loss of electricity sales revenue by about 44.6\\%, thereby improving energy self-sufficiency and market efficiency. Finally, this paper discusses research limitations and future directions. "
DOI: 10.15468/dl.3z6jqt
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-83.84821 43.55705, -83.9175 43.55705, -83.9175 43.6236, -83.84821 43.6236, -83.84821 43.55705))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 293 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017147-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqhw5p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastemma leonillae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017146-251025141854904/datasets/export for details.