cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.23729/6ab1400f-7b8d-408e-b65d-7667e652c492
title: Susireviirien tietovarannot

description: Tunnettujen reviirien rajat on määritetty vuosittain kanta-arvion yhteydessä. Reviirien rajat perustuvat sähköiseen kirjausjärjestelmä Tassuun tallennettuihin havaintotietoihin, maastosta kerättyihin DNA-näytteisiin ja GPS-pannoitettujen susien paikannustietoihin. Jos saatavilla on kattava GPS-paikannusmateriaali, rajat voidaan määrittää käyttäen pelkästään niitä eikä muuta tietolähdettä välttämättä tarvita. Tällä hetkellä vain yhdestä reviiristä on saatavilla GPS-havaintotietoa, mutta muuten pääasiassa reviirirajat perustuvat susihavaintoihin ja DNA-materiaaliin.

Kanta-arviossa huomioitiin TASSUun kirjatut lauma- ja parihavainnot, jotka on tehty ilmoitetulla tarkastelujaksolla. Reviirit rajataan kirjattujen havaintojen pohjalta ja hyödyntäen myös DNA-näytteisiin pohjautuvia yksilötunnistuksia. DNA-aineisto mahdollistaa kunkin alueen yksilöiden erottamisen toisistaan ja havaintotieto auttaa hahmottamaan koko reviirialueen.

Aineistoista rajattujen reviirien pinta-alat vastaavat yleisesti GPS-seurantojen välityksellä saatua tietoa susireviirien todellisesta pinta-alasta (keskiarvo n. 1 200 km2, vaihteluväli 650–1 900 km2).

Ilman DNA-yksilöintejä tai GPS-merkintöjä joudutaan reviirirajoja arvioimaan havaintojen sijoittumisesta alueella, ja tekemään visuaalisen tarkastelun perusteella todennäköisin rajaus.

Reviirin rajaukset edustavat vain todennäköistä vaihtoehtoa. Tarkan rajauksen todentaminen vaatii yksilöllisesti seurattujen susien jatkuvaa paikannustietoa.

Kaikista reviireistä on yksityiskohtaista tietoa saatavissa [kunkin vuoden kanta-arviossa](https://www.luke.fi/fi/luonnonvaratieto/tiedetta-ja-tietoa/suurpedot/susi/suden-kantaarviot-ja-kannanarviointi).
DOI: 10.15468/dl.ch97b7
title: Occurrence Download

description: A dataset containing 51665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "FamilyKey is Amaryllidaceae",
 "Continent is Africa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation, Observation, Living Specimen)"
 ]
}

 The dataset includes 51665 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032542-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25716/gude.0kxc-43mg
title: RNA•DNA:DNA Triplex Formation Modulates Individual Base Pair Stabilities in the DNA Target Duplex Revealed by NMR Observed Solvent Exchange

description: Long non-coding RNAs (lncRNAs) play a key role in numerous biological processes, including gene regulation. One potential mechanism involves the formation of RNA•DNA:DNA triplex structures, where the lncRNA binds in the major groove of a target DNA via Hoogsteen base pairs. Here, we investigated the impact of the lncRNA binding on the stability of the DNA duplex target to gain more insights into the triplex formation process. Quantification of the temperature-dependent imino proton solvent exchange allows the determination of the changes of individual DNA duplex base pairs upon triplex formation. The data shown here demonstrate that triplex formation alters DNA structure and stability by affecting both hydrogen bonding and base-stacking interactions. These thermodynamic insights support the prediction of triplex stability and enhance the understanding of RNA•DNA:DNA triplex formation.
DOI: 10.15468/dl.b5mz65
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guinardia flaccida",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032576-250920141307145/datasets/export for details.
DOI: 10.25388/nwu.29940437
title: Node_signature_matrix_training_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference.
DOI: 10.25388/nwu.29940437.v1
title: Node_signature_matrix_training_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference.
DOI: 10.34740/kaggle/dsv/13215049
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.g494pj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arborophila ardens",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032577-250920141307145/datasets/export for details.
DOI: 10.25388/nwu.29940449
title: Node_signature_matrix_testing_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference.
DOI: 10.25388/nwu.29940449.v1
title: Node_signature_matrix_testing_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference.
DOI: 10.15468/dl.28uyp5
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "OccurrenceStatus is Present",
 "TaxonKey is Cricetus cricetus",
 "Year 2010-2025"
 ]
}

 The dataset includes 173 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032580-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p98mrz
title: Occurrence Download

description: A dataset containing 114793 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus faginea"
 ]
}

 The dataset includes 114793 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032522-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16890199
title: PritomBangla Regional Dataset

description: The PritomBangla dataset is a curated collection of 20,232 Bangla lexical items annotated with translations, 5 Bangla POS, and regional speech variants. It is designed to support research in natural language processing (NLP), computational linguistics, and regional language studies.

This dataset captures the diversity of spoken Bangla across different regions of Bangladesh, making it a valuable resource for dialectal analysis, speech recognition, machine learning, and educational research.

Dataset Overview

Total Entries: 3372

Columns (9):

General – Standard Bangla word

English Translation – English meaning

পদ (Google API) – Part-of-speech tags from Google API

পদ (Human)—Human-verified part-of-speech

Barishal_bangla_speech – Regional variant from Barishal

Sylhet_bangla_speech – Regional variant from Sylhet

Chittagong_bangla_speech – Regional variant from Chittagong

Mymensingh_bangla_speech – Regional variant from Mymensingh

Noakhali_bangla_speech – Regional variant from Noakhali

Purpose

This dataset is intended for:

Training Bangla NLP models (lexical, semantic, and syntactic tasks)

Studying dialectal variations within Bangla

Supporting machine translation between Bangla, English, and the region

Enabling linguistic and educational research

Format

File Type: CSV

Encoding: UTF-8 (Bangla script included)

Size: 3372 rows × 9 columns
DOI: 10.5281/zenodo.16890200
title: PritomBangla Regional Dataset

description: The PritomBangla dataset is a curated collection of 20,232 Bangla lexical items annotated with translations, 5 Bangla POS, and regional speech variants. It is designed to support research in natural language processing (NLP), computational linguistics, and regional language studies.

This dataset captures the diversity of spoken Bangla across different regions of Bangladesh, making it a valuable resource for dialectal analysis, speech recognition, machine learning, and educational research.

Dataset Overview

Total Entries: 3372

Columns (9):

General – Standard Bangla word

English Translation – English meaning

পদ (Google API) – Part-of-speech tags from Google API

পদ (Human)—Human-verified part-of-speech

Barishal_bangla_speech – Regional variant from Barishal

Sylhet_bangla_speech – Regional variant from Sylhet

Chittagong_bangla_speech – Regional variant from Chittagong

Mymensingh_bangla_speech – Regional variant from Mymensingh

Noakhali_bangla_speech – Regional variant from Noakhali

Purpose

This dataset is intended for:

Training Bangla NLP models (lexical, semantic, and syntactic tasks)

Studying dialectal variations within Bangla

Supporting machine translation between Bangla, English, and the region

Enabling linguistic and educational research

Format

File Type: CSV

Encoding: UTF-8 (Bangla script included)

Size: 3372 rows × 9 columns
DOI: 10.15468/dl.3mkp3c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizosolenia calcar-avis",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032582-250920141307145/datasets/export for details.
DOI: 10.15468/dl.46jts6
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizosolenia calcar-avis",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032581-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17193003
title: Basel III and Paris Agreement: Policy influence on research trend and empirical findings in financial structure and corporate financial performance?

description: The dataset and R code was used to investigates whether the Basel III Accord in 2010 or the Paris Agreement in 2015 spurred an increase in research on the effect of financial structure on firm financial performance. They also used to investigate whether these financial policies influence the relationship between financial structure and firm financial performance. Synthesized data extracted from a previous systematic literature review and corresponding metadata were used for these analyses respectively.
DOI: 10.15468/dl.hwgppb
title: Occurrence Download

description: A dataset containing 1181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizosolenia calcar-avis",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1181 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032584-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25388/nwu.29940395
title: Cost_matrix_training_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference. Lastly, note that some datasets were flattened, indicated by the word "flattened", either column-wise, indicated by the word "column" or row-wise.
DOI: 10.25388/nwu.29940395.v1
title: Cost_matrix_training_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference. Lastly, note that some datasets were flattened, indicated by the word "flattened", either column-wise, indicated by the word "column" or row-wise.
DOI: 10.15468/dl.tnhkrb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arborophila crudigularis",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032587-250920141307145/datasets/export for details.
DOI: 10.15468/dl.4c98b2
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "OccurrenceStatus is Present",
 "TaxonKey is Cricetus cricetus",
 "Year 1000-2025"
 ]
}

 The dataset includes 297 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032586-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vt6ss
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strobilanthes kunthianus"
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032588-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15488706
title: Raw data associated with the article "Photonic eigenmodes of 2D cylindrical cholesteric liquid crystal resonators"

description: Raw data associated with the article Photonic eigenmodes of 2D cylindrical cholesteric liquid crystal resonators". The documentation can be found in the README.docx file. Corresponding author: Urban Mur (urban.mur@fmf.uni-lj.si)
DOI: 10.5281/zenodo.15488705
title: Raw data associated with the article "Photonic eigenmodes of 2D cylindrical cholesteric liquid crystal resonators"

description: Raw data associated with the article Photonic eigenmodes of 2D cylindrical cholesteric liquid crystal resonators". The documentation can be found in the README.docx file. Corresponding author: Urban Mur (urban.mur@fmf.uni-lj.si)
DOI: 10.25388/nwu.29940431
title: Cost_matrix_testing_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference. Lastly, note that some datasets were flattened, indicated by the word "flattened", either column-wise, indicated by the word "column" or row-wise.
DOI: 10.25388/nwu.29940431.v1
title: Cost_matrix_testing_datasets

description: Contains the cost matrix training datasets. Note that "standardized" refers to data that has been standardized , while "normalized" refers to data that has been normalized. If the filename contains "noc" then the data was either normalized or standardized using only the normal operating data samples as reference, while "all" means that the data was normalized or standardized using the entire dataset as reference. Lastly, note that some datasets were flattened, indicated by the word "flattened", either column-wise, indicated by the word "column" or row-wise.
DOI: 10.6084/m9.figshare.30244261
title: Data for "Water table decline shifts microbial necromass from particulate to mineral-associated pools in peatlands"

description: Using amino sugar biomarkers, we quantified bacterial (BNC) and fungal necromass carbon (FNC) in particulate organic matter (POM) and mineral-associated organic matter (MAOM), and related them to biotic and abiotic drivers. FNC dominated MNC across soil depths and fractions, with enrichment in POM fraction, whereas BNC was proportionally higher in MAOM. Water table decline shifted MNC allocation from POM to MAOM, indicating enhanced mineral-associated stabilization under low water table condition.
DOI: 10.6084/m9.figshare.30244261.v1
title: Data for "Water table decline shifts microbial necromass from particulate to mineral-associated pools in peatlands"

description: Using amino sugar biomarkers, we quantified bacterial (BNC) and fungal necromass carbon (FNC) in particulate organic matter (POM) and mineral-associated organic matter (MAOM), and related them to biotic and abiotic drivers. FNC dominated MNC across soil depths and fractions, with enrichment in POM fraction, whereas BNC was proportionally higher in MAOM. Water table decline shifted MNC allocation from POM to MAOM, indicating enhanced mineral-associated stabilization under low water table condition.
DOI: 10.6084/m9.figshare.30244312
title: Effect of Climate Change Data

description: Effect of Climate Change Data
DOI: 10.6084/m9.figshare.30244312.v1
title: Effect of Climate Change Data

description: Effect of Climate Change Data
DOI: 10.15468/dl.ksmefb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizosolenia imbricata",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032589-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25388/nwu.29958995
title: <b> Coal combustion and emissions performance of a semi-continuous cookstove-Experimental data</b>

description: The research explores the performance of a semi-continuous cross-draft coal cookstove through detailed combustion experiments. The temperature profiles, fuel mass loss, and gas emissions were measured to evaluate thermal efficiency and combustion characteristics. The goal is to provide practical insights into improving stove performance for cleaner, more efficient household energy use in South Africa.
DOI: 10.25388/nwu.29958995.v1
title: <b> Coal combustion and emissions performance of a semi-continuous cookstove-Experimental data</b>

description: The research explores the performance of a semi-continuous cross-draft coal cookstove through detailed combustion experiments. The temperature profiles, fuel mass loss, and gas emissions were measured to evaluate thermal efficiency and combustion characteristics. The goal is to provide practical insights into improving stove performance for cleaner, more efficient household energy use in South Africa.
DOI: 10.15468/dl.4n7fyf
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Advancing butterfly systematics through genomic analysis"
 ]
}

 The dataset includes 287 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032590-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m59jj
title: Occurrence Download

description: A dataset containing 272824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "DatasetKey is EOD – eBird Observation Dataset",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Mergus merganser, Mergellus albellus, Bucephala clangula, Somateria mollissima, Aythya marila, Aythya fuligula, Aythya ferina, Netta rufina, Anas crecca, Anas acuta, Anas platyrhynchos, Mareca penelope, Mareca strepera, Tadorna tadorna)"
 ]
}

 The dataset includes 272824 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032554-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7dsu3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arborophila atrogularis",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032592-250920141307145/datasets/export for details.