cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48726/pf037-6ch10
title: Dataset on the impact of KredEx renovation grants on the energy efficiency of apartment buildings in Estonia

description: Andmed kogutud Eesti Ehitisregistrist (EHR), KredExi toetuste andmebaasist, Eesti Statistikaameti ja Maa- ja Ruumiameti regionaalsetest andmekogudest ning Konkurentsi-ameti kaugkütte hinnakirjadest. EHR põhjal koostati valim kõigist olemasolevatest korterelamutest, mille peamine kasutusotstarve on määratletud kui „muu kolme või enama korteriga elamu“, ning iga hoone kohta kasutati viimast teadaolevat energiatõhususe näitajat (KEK või ETA kWh/m2). Andmestikku on täiendatud KredExi toetuse andmetega, et eristada hooned, mis said rekonstrueerimistoetust aastatel 2014–2025 ja mille tööd on lõpule viidud.Kontrolltunnustena on kaasatud ehitusaasta, maakond, suletud netopind, elamumaa maksustamishind ning asustustiheduse näitaja, mis pärinevad erinevatest eelmainitudandmebaasidest. Piirkondlike küttehindade varieeruvuse arvestamiseks kasutati Konkurentsiameti kaugkütte piirhindasid, mille alusel arvutas autor Eesti keskmise soojusenergia hinna.

 

 

 
description:  

Seda uurimistööd on toetanud Eesti Teadusagentuuri rühmagrant PRG2701.
DOI: 10.15468/dl.2vkenu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, Myanmar, Nepal, China, Pakistan, Bangladesh, Bhutan, Afghanistan)",
 "TaxonKey is Acupicta delicatum (de Nicéville, 1887)"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068674-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data498
title: Replication data for KBSF (Information Extraction for Knowledge Base Construction in the Music Domain)

description: JSON and HTML files. The dataset includes the 5 KBs generated plus the evaluation subsets used in the manual evaluation (top 100 and random 100). The best version of the dataset (the one with higher precision) is KBSF-th. Informació addicional: http://mtg.upf.edu/node/3526
description: Knowledge Base automatically extracted from songfacts.com following the methodology described in the following paper: Sergio Oramas, Luis Espinosa-Anke, Mohamed Sordo, Horacio Saggion, Xavier Serra, Information extraction for knowledge base construction in the music domain, Data & Knowledge Engineering, Available online 7 June 2016, ISSN 0169-023X, http://dx.doi.org/10.1016/j.datak.2016.06.001./nThe dataset includes the 5 KBs generated plus the evaluation subsets used in the manual evaluation (top 100 and random 100). The best version of the dataset (the one with higher precision) is KBSF-th. Further information about the dataset and the evaluation results can be found in the paper.
DOI: 10.15468/dl.9u9dfu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Bhutan, Nepal, Myanmar, Afghanistan, Pakistan, Bangladesh)",
 "TaxonKey is Loxura atymnus continentalis Fruhstorfer, 1912"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068675-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data500
title: Heroes Corpus

description: Each episode directory contains word-level and segment-level information of the whole episode and also parallel samples extracted under segments_eng and segments_spa subdirectories. Each sample is stored as an WAV audio file, text file and a CSV file containing word timing information and word-level paralinguistic and prosodic features.
This dataset contains short audio and text excerpts from the TV series "Heroes" (Copyright Universal Media Studios (2006-2007,2007-2008, 2008-2009)). It is compiled and used only for research purposes. Creation of this dataset is partially financed by the UPF DTIC-Maria de Maeztu Strategic Program. This dataset is created with automated tools. There might be errors due to the automated process.
description: Heroes corpus contains mapped bilingual (English and Spanish) speech segments from the TV series Heroes. It contains 7000 single speaker speech segments extracted from the original and Spanish dubbed version of 21 episodes. Audio segments are accompanied with subtitle transcriptions and word-level prosodic/paralinguistic information.
DOI: 10.5281/zenodo.15737796
title: GUGUGULU
DOI: 10.5281/zenodo.15737797
title: GUGUGULU
DOI: 10.15468/dl.7t33n9
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Nepal, India, Myanmar, China, Bangladesh, Pakistan, Afghanistan, Bhutan)",
 "TaxonKey is Yasoda tripunctata (Hewitson, 1863)"
 ]
}

 The dataset includes 73 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068676-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15704206
title: Processed Chemical Descriptors for Identifying Chemical Properties of Drugs Associated with Cancer Resistance Using Machine Learning
DOI: 10.5281/zenodo.15704205
title: Processed Chemical Descriptors for Identifying Chemical Properties of Drugs Associated with Cancer Resistance Using Machine Learning
DOI: 10.15468/dl.ebng3g
title: Occurrence Download

description: A dataset containing 1128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bubalus bubalis (Linnaeus, 1758)",
 "Year 2020-2025"
 ]
}

 The dataset includes 1128 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068677-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds006370.v1.0.1
title: Memory Reactivation Levels Remain Unaffected by Anticipated Interference Experiment 2 Dataset
DOI: 10.15468/dl.f8mcvc
title: Occurrence Download

description: A dataset containing 8469 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tethys Research Institute shipboard survey cetacean sightings 1986-2012"
 ]
}

 The dataset includes 8469 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068678-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a86s6b
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.32132 43.23094,-3.14009 43.23094,-3.14009 43.4131,-3.32132 43.4131,-3.32132 43.23094))",
 "HasCoordinate is true",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 74 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068679-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15709669
title: A ten-year meteorological simulation and optimization in China based on traditional data assimilation and machine learning methods

description: This dataset contains meteorological input fields derived from METCRO2D files, generated using the WRF model and processed through MCIP. It consists of two distinct data components:



Long-term simulations over mainland China (2014–2023): These simulations were conducted at a spatial resolution of 27 km, centered at 35°N and 105°E, and represent the baseline meteorological fields without any further optimization.

A high-resolution case study for the Yangtze River Delta (YRD) in 2023: This regional case features WRF simulations at resolutions of 9 km, 3 km, and 1 km. Additional optimization was applied using three-dimensional variational data assimilation (3DVAR) and machine learning models, including Random Forest (RF) and XGBoost.


The dataset consists of the following files:

1. METCRO2D_DailyAvg.tar.gz

This archive contains meteorological input fields from METCRO2D files, in which all available variables have been temporally aggregated into daily averages. These data are suitable for meteorological and air quality modeling applications, and provide a basis for evaluating the effectiveness of both data assimilation and machine learning approaches in enhancing regional meteorological simulations.

2. METCRO2D_TEMP2_WSPD10_WDIR10.tar.gz

This archive includes three key surface meteorological variables extracted from the METCRO2D files:



TEMP2: 2-meter air temperature

WSPD10: 10-meter wind speed

WDIR10: 10-meter wind direction


These selected variables enable targeted analysis of near-surface meteorological conditions and facilitate comparative assessments of optimization techniques, particularly in regions with complex meteorological and topographic features such as the YRD.
DOI: 10.5281/zenodo.15709668
title: A ten-year meteorological simulation and optimization in China based on traditional data assimilation and machine learning methods

description: This dataset contains meteorological input fields derived from METCRO2D files, generated using the WRF model and processed through MCIP. It consists of two distinct data components:



Long-term simulations over mainland China (2014–2023): These simulations were conducted at a spatial resolution of 27 km, centered at 35°N and 105°E, and represent the baseline meteorological fields without any further optimization.

A high-resolution case study for the Yangtze River Delta (YRD) in 2023: This regional case features WRF simulations at resolutions of 9 km, 3 km, and 1 km. Additional optimization was applied using three-dimensional variational data assimilation (3DVAR) and machine learning models, including Random Forest (RF) and XGBoost.


The dataset consists of the following files:

1. METCRO2D_DailyAvg.tar.gz

This archive contains meteorological input fields from METCRO2D files, in which all available variables have been temporally aggregated into daily averages. These data are suitable for meteorological and air quality modeling applications, and provide a basis for evaluating the effectiveness of both data assimilation and machine learning approaches in enhancing regional meteorological simulations.

2. METCRO2D_TEMP2_WSPD10_WDIR10.tar.gz

This archive includes three key surface meteorological variables extracted from the METCRO2D files:



TEMP2: 2-meter air temperature

WSPD10: 10-meter wind speed

WDIR10: 10-meter wind direction


These selected variables enable targeted analysis of near-surface meteorological conditions and facilitate comparative assessments of optimization techniques, particularly in regions with complex meteorological and topographic features such as the YRD.
DOI: 10.6084/m9.figshare.29401616
title: Supplementary Material for: Neuropsychiatric Symptoms Present Differently in Individuals with Different High-Risk States of Dementia

description: Background: Neuropsychiatric symptoms (NPS) are common in neurocognitive disorders. However, the differences in presentation of NPS in high-risk states for dementia such as mild neurocognitive disorder (Mild NCD) and remitted major depressive disorder (rMDD) remain unclear. 

Purpose: To compare the frequency and factor structure of NPS in Mild NCD, rMDD, and Mild NCD with rMDD (Mild NCD-rMDD). 

Methods: We analyzed baseline data from the multicenter Prevention of Alzheimer’s Dementia with Cognitive Remediation plus Transcranial Direct Current Stimulation in Mild Cognitive Impairment and Depression trial (NCT0238667). NPS were assessed using the Neuropsychiatric Inventory Questionnaire in those with Mild NCD, rMDD, and Mild NCD-rMDD. We compared the NPS frequency and factor structure across the three groups.

Results: Among 374 participants with a mean (SD) age = 72.0 (6.3) years, the overall frequency of any NPS was highest in Mild NCD-rMDD group (75.9%), as compared to Mild NCD (63.5%) or rMDD (55.7%) groups (p =0.014). Depression/dysphoria was the most common NPS in all three groups. In factor analyses, NPS grouped into four factor structures in all three groups, but the composition of factors in terms of individual symptoms (delusions, motor disturbances, nighttime behaviors, anxiety and apathy) were different across the groups. 

Conclusions: NPS are common in high-risk states for dementia, and the frequency of NPS is higher in Mild NCD-rMDD as compared to only Mild NCD or rMDD. Further, there are key differences in presentation of NPS in Mild NCD, rMDD and Mild NCD-rMDD. Future studies should investigate the relevance of these differences for cognition, function, and disease biomarkers.
DOI: 10.6084/m9.figshare.29401616.v1
title: Supplementary Material for: Neuropsychiatric Symptoms Present Differently in Individuals with Different High-Risk States of Dementia

description: Background: Neuropsychiatric symptoms (NPS) are common in neurocognitive disorders. However, the differences in presentation of NPS in high-risk states for dementia such as mild neurocognitive disorder (Mild NCD) and remitted major depressive disorder (rMDD) remain unclear. 

Purpose: To compare the frequency and factor structure of NPS in Mild NCD, rMDD, and Mild NCD with rMDD (Mild NCD-rMDD). 

Methods: We analyzed baseline data from the multicenter Prevention of Alzheimer’s Dementia with Cognitive Remediation plus Transcranial Direct Current Stimulation in Mild Cognitive Impairment and Depression trial (NCT0238667). NPS were assessed using the Neuropsychiatric Inventory Questionnaire in those with Mild NCD, rMDD, and Mild NCD-rMDD. We compared the NPS frequency and factor structure across the three groups.

Results: Among 374 participants with a mean (SD) age = 72.0 (6.3) years, the overall frequency of any NPS was highest in Mild NCD-rMDD group (75.9%), as compared to Mild NCD (63.5%) or rMDD (55.7%) groups (p =0.014). Depression/dysphoria was the most common NPS in all three groups. In factor analyses, NPS grouped into four factor structures in all three groups, but the composition of factors in terms of individual symptoms (delusions, motor disturbances, nighttime behaviors, anxiety and apathy) were different across the groups. 

Conclusions: NPS are common in high-risk states for dementia, and the frequency of NPS is higher in Mild NCD-rMDD as compared to only Mild NCD or rMDD. Further, there are key differences in presentation of NPS in Mild NCD, rMDD and Mild NCD-rMDD. Future studies should investigate the relevance of these differences for cognition, function, and disease biomarkers.
DOI: 10.15468/dl.sk86jd
title: Occurrence Download

description: A dataset containing 568438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 568438 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068673-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data501
title: Prosodically annotated TED talks

description: Audio files of the recordings are provided in the partitioned archives as WAV format. "talk_proscripts" archive contains Proscript format annotations of complete talks. "punkProse_dataset" archive contains sampled dataset partitioning used in prosodic punctuation modelling experiments (See http://github.com/alpoktem/punkProse). README.txt file contains information on the dataset and authors. Indexing of the files and their corresponding talks are listed in TED_talk_ids.txt. 

Proscript format files contain the sequence of uttered words in a recording, their approximate timings and corresponding acoustic measurements (pitch, intensity, speech rate). For more information on Proscript format see http://github.com/alpoktem/proscript.
description: TED talks are a set of conference talks that have been held worldwide in more than 100 languages. They include a large variety of topics, from technology and design to science, culture and academia. This corpus consists of speech recordings and Proscript format annotations of 1046 talks by 877 English speakers, uttering a total amount of 155174 sentences.
description: Proscript, null
DOI: 10.15468/dl.ap7qae
title: Occurrence Download

description: A dataset containing 1305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "TaxonKey is Calotropis procera (Aiton) W.T.Aiton",
 "Year 2000-2025"
 ]
}

 The dataset includes 1305 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068680-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/zzp1xn
title: Local Transport Dynamics of Cold Pulses in Tokamak Plasmas

description: For over two decades, our fundamental understanding of energy transport dynamics in the core of tokamak plasmas had been challenged by the striking observation of temperature perturbation reversals following the injection of cold pulses at the plasma edge. These phenomena were first discovered by Gentle et al. in 1995 and had long been suggested to be evidence of nonlocal transport effects. In recent years, a new explanation to these phenomena has emerged, fully consistent with the theory of turbulent transport in magnetized plasmas and in remarkable agreement with experiment. This article reviews the experimental observation of temperature reversals in tokamak plasmas and presents the explanation based on local transport physics.
description: PUBLISHED VERSION DOI: https://doi.org/10.1007/s41614-022-00071-7<br><br>PSFC REPORT PSFC/JA-22-6<br><br>This work is supported by the US Department of Energy under grants DE- SC0014264, DE- SC0006419, DE-SC0017381 and DE- FC02-99ER54512<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.15468/dl.84rck9
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Allium stenodon Nakai & Kitag."
 ]
}

 The dataset includes 68 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068681-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/kgniy9
title: Uncovering edge plasma dynamics via deep learning from partial observations

description: One of the most intensely studied aspects of magnetic confinement fusion is edge plasma behaviour, which is critical to reactor performance and operation. Drift-reduced Braginskii two-fluid theory has for decades been widely used to model edge plasmas with varying success. This Letter demonstrates that physics-informed neural networks can accurately learn turbulent field dynamics consistent with the two-fluid theory from just partial observations of a synthetic plasma's electron density and temperature for plasma diagnosis and model validation in challenging thermonuclear environments.
description: PUBLISHED VERSION DOI: https://doi.org/10.1103/PhysRevE.104.025205<br><br>PSFC REPORT PSFC/JA-20-21<br><br>This work is supported by the U.S. Department of Energy (DOE) Office of Science under the Fusion Energy Sciences program by contracts DE-SC0014264, DE-FC02-08ER54966, and DE-FG02-04ER54742, and the Natural Sciences and Engineering Research Council of Canada (NSERC) by the doctoral postgraduate scholarship (PGS D).<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.5285/51d139c161e746e0a9d91e1156958a88
title: Met Office Cardington: cloud height measurements from a Impulsphysik LD40 Laser Ceilometer, 2010-2014

description: The Met Office Observation-based research Boundary Layer Facility, at the semi-rural field site (18 Ha) of Cardington (52° 06′ N, 00° 25′ W, 29 m ± 1 m amsl) in central-southern England between 2004 and 2024, operated the Impulsphysik LD40 Ceilometer between 2009-2014. 

The LD40 Laser Ceilometer is a general-purpose cloud height sensor employing LIDAR technology for detection of clouds, precipitation and other obstructions to vision. The LD40 operates according to the Light Detection and Ranging (LIDAR) principle. It transmits short pulses of laser light which are scattered back to the instrument from atmospheric targets. The distance of the targets from the instrument is determined by the time delay between the transmission and reception of a pulse. The instrument is vertically-pointing (zenith angle=0) and so the distance gives a measure of the altitude of the targets above ground-level. 

The LD40 provides reliable determination of cloud height up to 13 km. It is designed to detect up to three possible cloud layers.

A full list of NetCDF variables can be found in “A continuous hydrometeorological record (2004–2024) at the Met Office surface site of Cardington, UK.” Osborne et al. (2025). This paper should be referenced in any research/publications pertaining to this dataset.

To ensure optimal traceability and transparency of data, comprehensive metadata is included.
DOI: 10.15468/dl.xvr6xd
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Allium eduardi Stearn ex Airy Shaw"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068682-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.