cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30675585
title: Hybrid imputation of missing values using KNN on MEWMA-based adaptive process control

description: Missing data, a common issue in production processes due to factors like sample contamination and equipment malfunctions, can lead to a decrease in the recognition accuracy of control charts, especially in cases of shifting. To address this, we introduce an online adaptive weighted imputation technique that combines the strengths of K-Nearest Neighbor (KNN) and Exponentially Weighted Moving Average (EWMA) imputations. It utilizes an adaptive weight matrix for weighting both methods and an adaptive covariance matrix to optimize for missing structures. When dealing with data fluctuation, we assign a higher weight to the KNN method for its sensitivity, while the EWMA method is preferred for stationary data. This approach does not require data stacking; thus, the imputation process for missing data is conducted online. Consequently, based on the online Multivariate EWMA (MEWMA) control chart, real-time process monitoring can be achieved. To optimize the use of available information, we also adjust the covariance matrix with a weight matrix to emphasize complete data. The proposed technique outperforms traditional methods in performance monitoring by avoiding false alarms and quickly detecting anomalies during process shifts.
DOI: 10.25716/gude.0vk8-y2e~
title: Multistate Dihydroazulene-Spiropyran Dyads: Path-Dependent Switchings and Refinement of the “Meta-rule” of Photoactivity

description: Multistate switches are interesting systems for a plethora of potential applications, such as for data storage involving many different states or for logic operations characterized by specific outputs. The main challenge is to achieve a precise control of accessibility to a specific state via a given sequence of multiple stimuli. Here, we have connected dihydroazulene (DHA) and spiropyran (SP) photoswitches in dyads to elucidate differences in optical and switching properties between ortho-, meta-, and para-phenylene-bridged dyads. Dyads were prepared by Suzuki and Sonogashira coupling reactions and photoisomerizations studied in detail by stationary and ultrafast spectroscopies. Moreover, the kinetics of thermal back-reactions of meta-stable states were studied. The results show path-dependent switchings of the dyads using light in combination with other stimuli (acid/base/heat), allowing access to eight distinct states. The accessibility to some specific states via only one sequence of external stimuli provides an additional degree of data storage—information is not only stored as the state itself but also as the unique sequence of stimuli required to reach this state. By changing the bridging unit between the photoswitches, various properties (outputs) were finely tuned such as absorption and fluorescence behaviors, lifetime of meta-stable state, and photoisomerization dynamics.
DOI: 10.6084/m9.figshare.26771080
title: <b>Underlying Data for Optimizing the Reliability of Communication Skills Assessment in Clinical Dentistry: A Generalizability Study</b>

description: This includes the row dataset for the Optimizing Assessment Reliability of Communication Skills in Clinical Dentistry: Generalizability Study for a Calgary-Cambridge Guide Adaptation study and an Example R code used for calculating the Generalizability coefficient and conducting the decision study.
DOI: 10.6084/m9.figshare.26771080.v4
title: <b>Underlying Data for Optimizing the Reliability of Communication Skills Assessment in Clinical Dentistry: A Generalizability Study</b>

description: This includes the row dataset for the Optimizing Assessment Reliability of Communication Skills in Clinical Dentistry: Generalizability Study for a Calgary-Cambridge Guide Adaptation study and an Example R code used for calculating the Generalizability coefficient and conducting the decision study.
DOI: 10.6084/m9.figshare.26771080.v3
title: Optimizing Assessment Reliability of Communication Skills in Clinical Dentistry: A Generalizability Study

description: This includes the row dataset for the Optimizing Assessment Reliability of Communication Skills in Clinical Dentistry: Generalizability Study for a Calgary-Cambridge Guide Adaptation study and an Example R code used for calculating the Generalizability coefficient and conducting the decision study.
DOI: 10.15468/dl.n8xuer
title: Occurrence Download

description: A dataset containing 434372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2000-2015"
 ]
}

 The dataset includes 434372 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002162-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzcnbz
title: Occurrence Download

description: A dataset containing 3387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Uromyces viciae-fabae"
 ]
}

 The dataset includes 3387 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002190-251120083545085/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.30675515
title: Zulu sheep Genome

description: High-quality genomic DNA was extracted from Zulu sheep and sequenced using a combination of Illumina short-read sequencing and Oxford Nanopore long-read sequencing. Raw reads were quality filtered, and adapters were removed prior to assembly. A hybrid de novo genome assembly approach was implemented to maximise contiguity and accuracy. Long reads were used to construct the primary assembly, while short reads were used for polishing and error correction. The final assembly was assessed using standard genome metrics and completeness evaluated with BUSCO analysis to ensure high assembly quality
DOI: 10.6084/m9.figshare.30675515.v1
title: Zulu sheep Genome

description: High-quality genomic DNA was extracted from Zulu sheep and sequenced using a combination of Illumina short-read sequencing and Oxford Nanopore long-read sequencing. Raw reads were quality filtered, and adapters were removed prior to assembly. A hybrid de novo genome assembly approach was implemented to maximise contiguity and accuracy. Long reads were used to construct the primary assembly, while short reads were used for polishing and error correction. The final assembly was assessed using standard genome metrics and completeness evaluated with BUSCO analysis to ensure high assembly quality
DOI: 10.15468/dl.s6qgxf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acaulon piligerum",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is less than or equal to 30",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002191-251120083545085/datasets/export for details.
DOI: 10.15468/dl.phfp44
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phyllostachys platyglossa"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002192-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17578344
title: Code and Data for the 2025 Mw 8.8 Kamchatka foreshock sequence

description: The foreshock sequence preceding the 2025 Mw 8.8 Kamchatka earthquake using single-station back-azimuth analysis.
DOI: 10.5281/zenodo.16793432
title: Supplementary Material for Greif et al. (2025) Diversity of tooth mineralization patterns at the base of crown chondrichthyans

description: File 1: The file "Thin sections_dermal denticles.zip" contains all pictures that were taken of dermal denticles in all three specimens.

File 2: The file "Thin sections_ESEFB-LTM-201_Ctenacanthus concinnus.zip" contains all pictures that were taken of the thin sections of Ct. concinnus excluding pictures that show only dermal denticles

File 3: The file "Thin sections_ESEFB-LTM-203_Phoebodus saidselachus.zip" contains all pictures that were taken of the thin section of P. saidselachus excluding pictures that show only dermal denticles

File 4: The file "Thin sections_ESEFB-LTM-202_Maghriboselache mohamezanei.zip" contains all pictures that were taken of the thin sections of M. mohamezanei excluding pictures that show only dermal denticles.

File 5: The file "CT data_ESEFB-LTM-201_Ctenacanthus_contrast_crop_tif8" contains the CT image stack adjusted in contrast, cropped and converted to 8bit tif images

File 6: The file "3D skeletal elements_ Ctenacanthus_ESEFB-LTM-201_ply" contains all 3d reconstructed elements of the Ct scan of the specimen.

File 7: The file "CT data_ESEFB-LTM-203_Phoebodus_contrast_crop_tif8" contains the CT image stack adjusted in contrast, cropped and converted to 8bit tif images.

File 8: The file "3D skeletal elements_ Phoebodus_ESEFB-LTM-203_ply" contains all 3d reconstructed elements of the Ct scan of the specimen.

File 9:The file "CT data_ESEFB-LTM-202_Maghriboselache_contrast_crop_tif8" contains the CT image stack adjusted in contrast, cropped and converted to 8bit tif images.

File10: The file "3D skeletal elements_ Maghriboselache_ESEFB-LTM-202_ply" contains all 3d reconstructed elements of the Ct scan of the specimen.
DOI: 10.17026/ar/md4c92
title: Oud Gastel Dorpsstraat 37 Bewoning aan de Dorpsstraat 37 te Oud Gastel gemeente Halderberge

description: &lt;p&gt;In 2021 heeft ADC ArcheoProjecten een archeologisch onderzoek uitgevoerd aan de Dorpsstraat 37 te Oud Gastel. De aanleiding tot het archeologisch onderzoek is de (her)ontwikkeling van het plangebied met woningen.&lt;br&gt;In een eerste fase van het archeologisch onderzoek zijn verspreid over het plangebied proefsleuven aangelegd. Met de proefsleuven kon inzicht verkregen worden in de aanwezigheid van archeologische waarden in het plangebied. Na afronding van het proefsleuvenonderzoek is een evaluatieverslag opgesteld met een waardering van de vindplaats en een selectieadvies voor vervolgonderzoek. Dit selectieadvies is door de bevoegde overheid, de gemeente Halderberge, overgenomen.&lt;br&gt;Vanwege de aard van de geplande werken, is afgestemd om de werkzaamheden in het oostelijk deel van het plangebied archeologisch te begeleiden. Dit onderzoek is kort volgend op de proefsleuven uitgevoerd.&lt;br&gt;In dit rapport worden de bevindingen van zowel het proefsleuvenonderzoek als de archeologische begeleiding gepresenteerd. Het archeologisch onderzoek leverde sporen en vondsten op uit de Late Middeleeuwen en Nieuwe tijd. Al in de 14e of 15e eeuw lijkt het oostelijk deel van het plangebied, gelegen tegen de Dorpsstraat aan, in gebruik te zijn. Of er dan al sprake is van bewoning, is niet duidelijk. De greppels uit de 14e – 15e eeuw wijzen er in ieder geval op dat het gebied ontgonnen is. Mogelijk bakenen de greppels een woonerf af.&lt;br&gt;In ieder geval in de 17e of 18e eeuw raakt het oostelijk deel van het plangebied bewoond.&lt;br&gt;Verschillende sporen, zoals een waterput wijzen concreet op de aanwezigheid van bebouwing. Het achterland lijkt in deze periode in gebruik te zijn voor agrarische doeleinden (akkerland of weiland).&lt;br&gt;Dat het oostelijk deel van het plangebied uitgekozen werd voor bewoning is niet verwonderlijk. Dit deel van het plangebied sluit niet alleen aan op de (voorlopers van de) historische weg de Dorpsstraat, maar heeft ook nog eens een hogere ligging in het landschap. Daarmee was het een aantrekkelijker woongebied.&lt;br&gt;De resultaten van het archeologisch onderzoek kunnen daarmee bijdragen aan de kennis over de vroegste oorsprong van Oud Gastel en de latere ontwikkeling van de dorpskern.&lt;/p&gt;
DOI: 10.15468/dl.dwx7e3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acaulon triquetrum",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is less than or equal to 30",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002193-251120083545085/datasets/export for details.
DOI: 10.60893/figshare.jcp.30490883
title: Supporting information for "Parquet theory for molecular systems: Formalism and static kernel parquet approximation"

description: This document contains the detailed derivations of the equations reported in the associated main manuscript, where
missing notations can be found. The first three sections set the stage for the parquet formalism that is discussed in
the remaining sections. Section I defines the time and Fourier transform conventions that are used in this work. The
electron-hole (eh) and the particle-particle (pp) Bethe-Salpeter equations (BSEs) are presented in detail in Secs. II
and III, respectively. In particular, these include their transformation to frequency space, their solution in a basis of
spin-orbitals, as well as their spin adaptation. The presentation of parquet formalism starts with the Fourier transform
of all its equations performed in Sec. IV. These equations are then projected in a basis of spin orbitals in Sec. V.
Finally, Sec. VI reports the spin-adapted parquet equations.
DOI: 10.60893/figshare.jcp.30490883.v1
title: Supporting information for "Parquet theory for molecular systems: Formalism and static kernel parquet approximation"

description: This document contains the detailed derivations of the equations reported in the associated main manuscript, where
missing notations can be found. The first three sections set the stage for the parquet formalism that is discussed in
the remaining sections. Section I defines the time and Fourier transform conventions that are used in this work. The
electron-hole (eh) and the particle-particle (pp) Bethe-Salpeter equations (BSEs) are presented in detail in Secs. II
and III, respectively. In particular, these include their transformation to frequency space, their solution in a basis of
spin-orbitals, as well as their spin adaptation. The presentation of parquet formalism starts with the Fourier transform
of all its equations performed in Sec. IV. These equations are then projected in a basis of spin orbitals in Sec. V.
Finally, Sec. VI reports the spin-adapted parquet equations.
DOI: 10.6084/m9.figshare.30675569
title: sickle cell disease

description: Data of 35 sickle cell disease homozygous persons about sociodemographic and occupational characteristics and data from the Work Ability Index questionnaire.
DOI: 10.6084/m9.figshare.30675569.v1
title: sickle cell disease

description: Data of 35 sickle cell disease homozygous persons about sociodemographic and occupational characteristics and data from the Work Ability Index questionnaire.
DOI: 10.60893/figshare.jcp.30615179
title: Confinement-Controlled Selective CO2 Insertion into a Dicopper Dihydride Core: A Multiscale Mechanistic Study

description: Gromacs topology and force field parameters of the [Cu2H2] complex
DOI: 10.60893/figshare.jcp.30615179.v1
title: Confinement-Controlled Selective CO2 Insertion into a Dicopper Dihydride Core: A Multiscale Mechanistic Study

description: Gromacs topology and force field parameters of the [Cu2H2] complex
DOI: 10.15468/dl.ntssuc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aloina aloides",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is less than or equal to 30",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002196-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5g7rh
title: Occurrence Download

description: A dataset containing 8890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((5.967663745416647 49.72444878656061, 5.966622893924936 49.73323524870719, 5.962956592905882 49.74172118157717, 5.956804506245631 49.74958023253538, 5.948402204301927 49.75651000515751, 5.9380722412450355 49.76224373760698, 5.926211812074216 49.76656062339594, 5.913277455437736 49.769294367348856, 5.89976739505688 49.770339637201644, 5.886202215733743 49.769656153581266, 5.873104643708817 49.76727025474475, 5.860979241161633 49.76327387336985, 5.850292828497356 49.75782096640946, 5.8414564155002076 49.751121540905686, 5.834809355433117 49.74343351417438, 5.8306063387088285 49.735052731765315, 5.829007720469609 49.72630153754529, 5.830073536026402 49.71751634439397, 5.833761406896678 49.70903468950552, 5.83992838538426 49.70118227423238, 5.848336633982823 49.69426048477722, 5.8586626931894825 49.688534867612354, 5.87050996232186 49.68422499374678, 5.883423906223956 49.68149609085307, 5.896909408831116 49.680452754186696, 5.910449624048009 49.68113496881002, 5.923525626201936 49.68351658965968, 5.935636136934987 49.687506335343784, 5.946316602982842 49.6929512591345, 5.955156919871385 49.699642569355476, 5.961817139996697 49.70732358416873, 5.966040569442172 49.715699525524265, 5.967663745416647 49.72444878656061))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 8890 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002195-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzntds
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.287183929470448 56.01074464390178,12.306081644266854 56.01074464390178,12.306081644266854 56.02964235869819,12.287183929470448 56.02964235869819,12.287183929470448 56.01074464390178))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fabriciana adippe"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002197-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17671225
title: Wearable Sensor Dataset for Human Activity Recognition: Household Chores, Stairs, and Physiological Metrics

description: This dataset contains raw sensor data collected from a wrist-worn wearable device aimed at Human Activity Recognition (HAR). The primary focus of this collection is to distinguish between complex Activities of Daily Living (ADLs), specifically household chores and stair climbing, utilizing physiological and kinematic signals.

Participants and Folder Structure

The dataset is organized into folders corresponding to each participant. The naming convention for the folders is G-ID, where G indicates gender and ID is the participant number.



M: Male (e.g., M-01, M-02...)

F: Female (e.g., F-01, F-02...)


Each folder contains the sensor data files for that specific individual.

Data Files and Format

The archive contains .csv and .txt files. Unless otherwise specified, the .csv files follow this format:



Row 1: Initial time of the session (Unix timestamp in UTC).

Row 2: Sample rate (Hz).


File Dictionary



ACC.csv: 3-axis accelerometer data.



The sensor measures acceleration in the range [-2g, 2g].

Unit: 1/64g.

Columns: X, Y, Z axes respectively.



BVP.csv: Data from the photoplethysmograph (PPG).

EDA.csv: Electrodermal activity sensor data.



Unit: Microsiemens (μS).



TEMP.csv: Temperature sensor data.



Unit: Degrees Celsius (°C).



HR.csv: Average heart rate extracted from the BVP signal.

IBI.csv: Inter-beat intervals (Time between individual heart beats) extracted from BVP.



Note: No sample rate row.

Column 1: Time of the detected IBI (seconds from the start of the session).

Column 2: Duration of the IBI (seconds).



tags.csv: Event mark times.



Corresponds to a physical button press on the device.

Format: Unix timestamp in UTC, synchronized with the session start time.



tags_activity.csv: Labels for the activities performed.



r: rest / er: end rest

d: drawing / ed: end drawing

st: standing

sit: sitting / esit: end sitting

wd: washing dishes / ewd: end washing dishes

wp: wiping floor / ewp: end wiping floor

ws: walking at slow pace

wr: walking at regular pace

wf: walking at fast pace / ewf: end walking fast

us: going upstairs / eus: end going upstairs

ds: going downstairs / eds: end going downstairs

end: end of all activities



age.txt: The age (in years) of the participant.


Compliance With Ethical Standards 

All participants provided informed consent prior to data collection, and confidentiality was maintained throughout the study by anonymizing all personal data. The research protocol was approved by the Ethics Committee of the University of Granada (approval number 4400/CEIH/2024) and was conducted according to the principles of the Declaration of Helsinki.
description: Grant PID2023-149185OB-I00 project funded by MICIU/AEI/10.13039/501100011033 and co-funded by ERDF/EU; project C-SEJ-128-UGR23 funded by Consejería de Universidad, Investigación e Innovación and by ERDF Andalusia Program 2021–2027.