cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/tyrua7
title: ARMS-MBON data on long-term monitoring of hard-bottom communities: COI results from 2020-2021

description: &lt;p&gt;ARMS-MBON is a network of more than 25 partners who deploy Autonomous Reef Monitoring Structures (ARMS) settlement units in the vicinity of marine stations and Long-term Ecological Research sites in European coastal waters and Ant/arctica. After a few months the units are brought up, and visual, photographic, and genetic assessments are made of the lifeforms that settled on them. The collected data are published (see the related datasets and GitHub links listed in this record) and the omics data analysed. &lt;/p&gt;&lt;p&gt;In this record we include the outputs of our analysis of the COI data from the 2020-2022 campaign. The analysis used the PEMA bioinformatics software, and the resulting taxonomics inventory has been turned into DwC format. In addition, all the PEMA inputs and outputs can be found on the ARMS-MBON GitHub site (see links in this record), and the subset of the sampling data to which these COI results are linked can also be found on the ARMS-MBON GitHub site.&lt;/p&gt;
DOI: 10.15468/dl.hxqw8h
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Invertebrate Paleontology Division, Yale Peabody Museum",
 "Country is Croatia"
 ]
}

 The dataset includes 80 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028169-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17815234
title: Emotion recognition in cross-linguistic legal context

description: The datasets comprise 88 participants' concurrent electrodermal activity (EDA) and heart rate variability (HRV) recordings collected during viewing 20 video clips. The HRV features computed in 120‑s windows for RMSSD, SDNN, pNN50, LF/HF ratio), normalized across participants. The EDA data sampled at 4 Hz and temporally aligned to the task structure, with engineered EDA features extracted from the continuous signals.
DOI: 10.5281/zenodo.17815233
title: Emotion recognition in cross-linguistic legal context

description: The datasets comprise 88 participants' concurrent electrodermal activity (EDA) and heart rate variability (HRV) recordings collected during viewing 20 video clips. The HRV features computed in 120‑s windows for RMSSD, SDNN, pNN50, LF/HF ratio), normalized across participants. The EDA data sampled at 4 Hz and temporally aligned to the task structure, with engineered EDA features extracted from the continuous signals.
DOI: 10.15468/dl.mcs5yx
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry MULTIPOLYGON(((-5.4823 36.11497,-5.49008 36.11531,-5.49555 36.11274,-5.49243 36.11217,-5.48895 36.11472,-5.48694 36.11404,-5.48173 36.11451,-5.4823 36.11497)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028174-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eb8t23
title: Occurrence Download

description: A dataset containing 31125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((117.12328 33.07912,120.63156 33.07912,120.63156 34.48184,117.12328 34.48184,117.12328 33.07912))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 31125 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028171-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3267c
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Coleoptera Palaearctic (Luomus) (PC)",
 "Country is Croatia"
 ]
}

 The dataset includes 499 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028175-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgppqn
title: Occurrence Download

description: A dataset containing 3619 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera microphylla",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3619 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028172-251120083545085/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.30787913
title: Preprocessed GEFCom 2012 Wind Power Forecasting Dataset

description: This repository contains a preprocessed dataset derived from the Global Energy Forecasting Competition 2012 (GEFCom 2012) - Wind Power Forecasting Track. GEFCom is a renowned competition series that aims to advance the state-of-the-art in energy forecasting.The raw data underwent a comprehensive preprocessing pipeline to enhance its quality and applicability for machine learning tasks. Key preprocessing steps include:1. **Basic Preprocessing:** Handling missing values (bfill then ffill), engineering time-related features (Year, Month, Day, Hour) from 'predict_date', and normalizing these time features to a [-0.5, 0.5] range.2. **Wavelet Denoising:** Application of Discrete Wavelet Transform (db4 wavelet, level 1, soft thresholding) to reduce noise and highlight underlying trends in the time-series data.3. **Standardization:** Independent standardization of features and the target variable ('wp') using StandardScaler, with the scalers saved for consistent future use.The original dataset fields included: date, predict_date, u, v, ws, wd, wp.The final features used for model input after preprocessing are: u, v, ws, wd, wp, Year, Month, Day, Hour.This processed dataset is suitable for research and development in wind power forecasting models, offering a clean and standardized input for machine learning algorithms.
DOI: 10.6084/m9.figshare.30787913.v1
title: Preprocessed GEFCom 2012 Wind Power Forecasting Dataset

description: This repository contains a preprocessed dataset derived from the Global Energy Forecasting Competition 2012 (GEFCom 2012) - Wind Power Forecasting Track. GEFCom is a renowned competition series that aims to advance the state-of-the-art in energy forecasting.The raw data underwent a comprehensive preprocessing pipeline to enhance its quality and applicability for machine learning tasks. Key preprocessing steps include:1. **Basic Preprocessing:** Handling missing values (bfill then ffill), engineering time-related features (Year, Month, Day, Hour) from 'predict_date', and normalizing these time features to a [-0.5, 0.5] range.2. **Wavelet Denoising:** Application of Discrete Wavelet Transform (db4 wavelet, level 1, soft thresholding) to reduce noise and highlight underlying trends in the time-series data.3. **Standardization:** Independent standardization of features and the target variable ('wp') using StandardScaler, with the scalers saved for consistent future use.The original dataset fields included: date, predict_date, u, v, ws, wd, wp.The final features used for model input after preprocessing are: u, v, ws, wd, wp, Year, Month, Day, Hour.This processed dataset is suitable for research and development in wind power forecasting models, offering a clean and standardized input for machine learning algorithms.
DOI: 10.5281/zenodo.17506822
title: Data for Influence of deposition strategy on the microstructure of volumetric WADED-fabricated AZ61 magnesium alloy components

description: This dataset comprises information collected during the preparation of the article "Influence of deposition strategy on the microstructure of volumetric WADED-fabricated AZ61 magnesium alloy components." Related research aims to identify appropriate deposition strategies for producing volumetric samples using AZ61 magnesium alloy. The files contain data on assessing grain size, microhardness and geometry of fabricated volumetric samples as well as thermal simulation results.
DOI: 10.5281/zenodo.17506821
title: Data for Influence of deposition strategy on the microstructure of volumetric WADED-fabricated AZ61 magnesium alloy components

description: This dataset comprises information collected during the preparation of the article "Influence of deposition strategy on the microstructure of volumetric WADED-fabricated AZ61 magnesium alloy components." Related research aims to identify appropriate deposition strategies for producing volumetric samples using AZ61 magnesium alloy. The files contain data on assessing grain size, microhardness and geometry of fabricated volumetric samples as well as thermal simulation results.
DOI: 10.60893/figshare.apl.30629579
title: Supplementary Materials for: Topological Dirac and chiral phonons in isotope-substituted single-layer and bilayer graphene

description: We derive the dynamic matrix elements for single-layer and bilayer graphene in detail in Sections S1 and S2, respectively. Calculation details are provided in Section S3 and phonon band dispersions with one type of interlayer interaction are presented in Section S4.
DOI: 10.60893/figshare.apl.30629579.v1
title: Supplementary Materials for: Topological Dirac and chiral phonons in isotope-substituted single-layer and bilayer graphene

description: We derive the dynamic matrix elements for single-layer and bilayer graphene in detail in Sections S1 and S2, respectively. Calculation details are provided in Section S3 and phonon band dispersions with one type of interlayer interaction are presented in Section S4.
DOI: 10.5281/zenodo.17158518
title: Random forest code for downscaling county-level livestock statistics to 1 km resolution using environmental factors

description: We introduce a random forest–based framework designed to downscale county-level livestock census data to a fine spatial resolution of 1 km by integrating key environmental factors (e.g., climate, topography, and vegetation indices). This approach addresses the spatial mismatch between administrative statistics and ecological processes, thereby providing more accurate and ecologically meaningful estimates of livestock distribution.

 

We provide code for relevance analysis to screen environmental variables as well as code for the random forest model. The county-level livestock census data for the Qinghai-Tibet Plateau from 2000 and 2020 used to build the random forest model, along with the corresponding environmental factor tables, are also provided.
DOI: 10.5281/zenodo.17118232
title: Random forest code for downscaling county-level livestock statistics to 1 km resolution using environmental factors

description: We introduce a random forest–based framework designed to downscale county-level livestock census data to a fine spatial resolution of 1 km by integrating key environmental factors (e.g., climate, topography, and vegetation indices). This approach addresses the spatial mismatch between administrative statistics and ecological processes, thereby providing more accurate and ecologically meaningful estimates of livestock distribution.

 

We provide code for relevance analysis to screen environmental variables as well as code for the random forest model. The county-level livestock census data for the Qinghai-Tibet Plateau from 2000 and 2020 used to build the random forest model, along with the corresponding environmental factor tables, are also provided.
DOI: 10.17026/ar/uwsjg1
title: PAN-00177522 - smelt waste or lump of lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00177522&lt;/p&gt;
description: Modified: 2025-08-12T11:46:37+02:00
DOI: 10.15468/dl.dg8cth
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euryoryzomys lamia",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028176-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.5770442
title: S88 | UBABIOCIDES | List of Prioritized Biocides from UBA

description: A merged list of prioritized biocidal active substances provided by UBA (German Environment Agency) with relevant transformation products of various environmental compartments from 10 different entry paths. Addendum (https://www.umweltbundesamt.de/sites/default/files/medien/1410/publikationen/addendum_priolisten_final_0.pdf) released Sept. 2021, updating UBA Texte 114/2017 (https://www.umweltbundesamt.de/en/publikationen/are-biocide-emissions-into-the-environment-already). Dataset DOI: 10.5281/zenodo.5767494.

We gratefully acknowledge German Environment Agency (UBA) for permission to add this dataset to the NORMAN Suspect List Exchange.

Change log: v0.1.1: updated CSV
DOI: 10.5281/zenodo.5767494
title: S88 | UBABIOCIDES | List of Prioritized Biocides from UBA

description: A merged list of prioritized biocidal active substances provided by UBA (German Environment Agency) with relevant transformation products of various environmental compartments from 10 different entry paths. Addendum (https://www.umweltbundesamt.de/sites/default/files/medien/1410/publikationen/addendum_priolisten_final_0.pdf) released Sept. 2021, updating UBA Texte 114/2017 (https://www.umweltbundesamt.de/en/publikationen/are-biocide-emissions-into-the-environment-already). Dataset DOI: 10.5281/zenodo.5767494.

We gratefully acknowledge German Environment Agency (UBA) for permission to add this dataset to the NORMAN Suspect List Exchange.

Change log: v0.1.1: updated CSV
DOI: 10.5281/zenodo.17815266
title: Dataset Sintetis: Profil Kandidat dan Log Aktivitas Pengguna untuk Simulasi Audit Algoritma Rekomendasi Kerja

description: Dataset ini berisi data sintetis (dummy) yang mencakup profil demografis kandidat pelamar kerja dan log aktivitas rekomendasi sistem. Dataset ini disusun sebagai materi pendukung (supplementary data) untuk penelitian berjudul: "Analisis Bias Gender pada Sistem Rekomendasi Lowongan Kerja LinkedIn di Indonesia".

Tujuan dataset ini adalah untuk mensimulasikan dan mengaudit potensi bias gender dalam algoritma yang merekomendasikan lowongan pekerjaan kepada profil laki-laki dan perempuan dengan kualifikasi setara.

Struktur Dataset: Repository ini terdiri dari dua file CSV:

1. profil_kandidat_dummy. csv Berisi atribut demografis dan kualifikasi dari profil pengguna yang disimulasikan. Data telah dianonimisasi (tanpa Nama/PII).





Atribut mencakup: ID Profil, Gender, Judul Pekerjaan (Title), Tipe Pekerjaan (Employment Type), Industri, Skill (SQL, Excel, Python, dll), Riwayat Pendidikan, Lama Kuliah, Umur, dan Asal Lokasi.



2. hasil_aktvitas_dummy. csv Berisi rekam jejak harian rekomendasi lowongan kerja yang diterima oleh setiap profil selama periode analisis.





Atribut mencakup: Tanggal, ID Profil, Gender, dan Detail Rekomendasi (Posisi, Perusahaan, Tipe Lokasi/Remote/On-site, dan Level Senioritas).



Catatan: Data ini adalah data sintetis (synthetic dataset) yang dibuat khusus untuk keperluan simulasi penelitian dan tidak memuat data pribadi subjek nyata.
DOI: 10.5281/zenodo.17815265
title: Dataset Sintetis: Profil Kandidat dan Log Aktivitas Pengguna untuk Simulasi Audit Algoritma Rekomendasi Kerja

description: Dataset ini berisi data sintetis (dummy) yang mencakup profil demografis kandidat pelamar kerja dan log aktivitas rekomendasi sistem. Dataset ini disusun sebagai materi pendukung (supplementary data) untuk penelitian berjudul: "Analisis Bias Gender pada Sistem Rekomendasi Lowongan Kerja LinkedIn di Indonesia".

Tujuan dataset ini adalah untuk mensimulasikan dan mengaudit potensi bias gender dalam algoritma yang merekomendasikan lowongan pekerjaan kepada profil laki-laki dan perempuan dengan kualifikasi setara.

Struktur Dataset: Repository ini terdiri dari dua file CSV:

1. profil_kandidat_dummy. csv Berisi atribut demografis dan kualifikasi dari profil pengguna yang disimulasikan. Data telah dianonimisasi (tanpa Nama/PII).





Atribut mencakup: ID Profil, Gender, Judul Pekerjaan (Title), Tipe Pekerjaan (Employment Type), Industri, Skill (SQL, Excel, Python, dll), Riwayat Pendidikan, Lama Kuliah, Umur, dan Asal Lokasi.



2. hasil_aktvitas_dummy. csv Berisi rekam jejak harian rekomendasi lowongan kerja yang diterima oleh setiap profil selama periode analisis.





Atribut mencakup: Tanggal, ID Profil, Gender, dan Detail Rekomendasi (Posisi, Perusahaan, Tipe Lokasi/Remote/On-site, dan Level Senioritas).



Catatan: Data ini adalah data sintetis (synthetic dataset) yang dibuat khusus untuk keperluan simulasi penelitian dan tidak memuat data pribadi subjek nyata.
DOI: 10.15468/dl.na762b
title: Occurrence Download

description: A dataset containing 617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Luciola italica"
 ]
}

 The dataset includes 617 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028177-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/gzxmoj
title: Using Q-method to understand how to incorporate large-scale solar in rural Nova Scotia, Canada

description: Q-methodology surveys were completed in three Nova Scotia municipalities to understand the discourses around large-scale solar installation in everyday rural landscapes. We are unable due to ethics clearances to share the raw data, but provide the raw analytical output.
description: Only quantitative Q-sort analytical results are shared. Qualitative interviews were also part of this methodology but are not being shared.
DOI: 10.15468/dl.y79whq
title: Occurrence Download

description: A dataset containing 760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ilex forrestii, Ilex fragilis, Ilex fukienensis, Ilex georgei, Ilex gintungensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 760 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028178-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgr5gd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Academy of Natural Sciences of Drexel University - Lichens",
 "Country is Croatia"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028179-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mspvgy
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parus montanus Conrad von Baldenstein, 1827",
 "Country is United Kingdom of Great Britain and Northern Ireland"
 ]
}

 The dataset includes 110 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013332-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5cjrqg
title: Occurrence Download

description: A dataset containing 1236 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Espadarana prosoblepon (Boettger, 1892)"
 ]
}

 The dataset includes 1236 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035923-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mehqf
title: Occurrence Download

description: A dataset containing 80588 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Robinia pseudoacacia L."
 ]
}

 The dataset includes 80588 records from 489 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013332-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vh5tdv
title: Occurrence Download

description: A dataset containing 689 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Govenia superba (Lex.) Lindl."
 ]
}

 The dataset includes 689 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164555-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nw2q3r
title: Occurrence Download

description: A dataset containing 10165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serranus cabrilla (Linnaeus, 1758)"
 ]
}

 The dataset includes 10165 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041422-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtdxsq
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acipenser gueldenstaedtii Brandt & Ratzeburg, 1833"
 ]
}

 The dataset includes 142 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024047-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybtjah
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dipturus tengu (Jordan & Fowler, 1903)"
 ]
}

 The dataset includes 47 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013332-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lzuf2q
title: Occurrence Download

description: A dataset containing 2207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barisia imbricata (Wiegmann, 1828)"
 ]
}

 The dataset includes 2207 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004136-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpzur5
title: Occurrence Download

description: A dataset containing 12208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Rosa L."
 ]
}

 The dataset includes 12208 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048048-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.