cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hy969mrx9p.1
title: Cry, Laugh, or Angry? A Benchmark Dataset for Computer Vision-Based Approach to Infant Facial Emotion Recognition

description: This dataset is a meticulously curated dataset designed for infant facial emotion recognition, featuring four primary emotional expressions: Angry, Cry, Laugh, and Normal. The dataset aims to facilitate research in machine learning, deep learning, affective computing, and human-computer interaction by providing a large collection of labeled infant facial images.

Primary Data (1600 Images):
- Angry: 400 
- Cry: 400 
- Laugh: 400 
- Normal: 400 

Data Augmentation & Expanded Dataset (26,143 Images):
To enhance the dataset's robustness and expand the dataset, 20 augmentation techniques (including HorizontalFlip, VerticalFlip, Rotate, ShiftScaleRotate, BrightnessContrast, GaussNoise, GaussianBlur, Sharpen, HueSaturationValue, CLAHE, GridDistortion, ElasticTransform, GammaCorrection, MotionBlur, ColorJitter, Emboss, Equalize, Posterize, FogEffect, and RainEffect) were applied randomly. This resulted in a significantly larger dataset with:

- Angry: 5,781 
- Cry: 6,930 
- Laugh: 6,870 
- Normal: 6,562 

Data Collection & Ethical Considerations:
The dataset was collected under strict ethical guidelines to ensure compliance with privacy and data protection laws. Key ethical considerations include:
1. Ethical Approval: The study was reviewed and approved by the Institutional Review Board (IRB) of Daffodil International University under Reference No: REC-FSIT-2024-11-10.
2. Informed Parental Consent: Written consent was obtained from parents before capturing and utilizing infant facial images for research purposes.
3. Privacy Protection: No personally identifiable information (PII) is included in the dataset, and images are strictly used for research in AI-driven emotion recognition.

Data Collection Locations & Geographical Diversity: 
To ensure diversity in infant facial expressions, data collection was conducted across multiple locations in Bangladesh, covering healthcare centers and educational institutions:

1. 250-bed District Sadar Hospital, Sherpur (Latitude: 25.019405 & Longitude: 90.013733)
2. Upazila Health Complex, Baraigram, Natore (Latitude: 24.3083 & Longitude: 89.1700)
3. Char Bhabna Community Clinic, Sherpur (Latitude: 25.0188 & Longitude: 90.0175)
4. Jamiatul Amin Mohammad Al-Islamia Cadet Madrasa, Khagan, Dhaka (Latitude: 23.872856 & Longitude: 90.318947)

Face Detection Methodology:
To extract the facial regions efficiently, RetinaNet—a deep learning-based object detection model—was employed. The use of RetinaNet ensures precise facial cropping while minimizing background noise and occlusions.

Potential Applications:
1. Affective Computing: Understanding infant emotions for smart healthcare and early childhood development.
2. Computer Vision: Training deep learning models for automated infant facial expression recognition.
3. Pediatric & Mental Health Research: Assisting in early autism screening and emotion-aware AI for child psychology.
4. Human-Computer Interaction (HCI): Designing AI-powered assistive technologies for infants.
DOI: 10.17632/5xn23bbk4t.1
title: FE meshes for the C0-IPM paper by Sergi Pérez-Escudero et. al. (2025).

description: The dataset contains MATLAB files for reproducing the numerical examples reported in the 2025 paper by Sergi Pérez-Escudero and Sonia Fernández-Méndez, entitled a C0 Interior Penalty Finite Element method for flexoelectricity at finite deformations. The necessary functions for generating new meshes are also included.
DOI: 10.15468/dl.ca3vt5
title: Occurrence Download

description: A dataset containing 248365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is eButterfly Surveys",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2015-2025"
 ]
}

 The dataset includes 248365 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001218-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/prws4gw3fw.1
title: Supplementary material for "Effects of a nationwide teledermatology program on access to care for skin cancer and premalignant lesions in public and private healthcare. A retrospective case-control analysis of data from eight Spanish hospitals"

description: STANDARDIZED TELEDERMATOLOGY TRAINING FOR TECHNICIANS AND DERMATOLOGISTS
DOI: 10.17632/vycdvcdfbn.1
title: Polygamy and Financial Inclusion in Emerging Markets: Evidence from Uganda

description: The dataset was constructed from 600 surveyed households, categorized into:
• Polygamous households: 300
• Monogamous households: 150
• Single-mother households: 150
Each household was asked about demographics, banking participation, savings, debt, and financial literacy.
DOI: 10.17632/cskbpmrf2d.1
title: Niuzun solidification research dataset

description: Niuzun solidification research data: Niuzun CAD model; figure of Niuzun's 2D mesh; figure of Niuzun's 3D mesh.
1. CAD model data.
A CAD model of the Niuzun through detailed observation, 3D scanning, and reverse modeling. PhotoScan® and UG software® were used.

2. 2D mesh and 3D mesh figure.
The figures showed Niuzun’s 2D (triangular) and 3D (tetrahedral) elements. A total of 25,000 surface mesh and 154,000 body mesh were generated.
DOI: 10.15468/dl.xp7vak
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Theocolax elegans (Westwood, 1874)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001223-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vrpgfc99w6.1
title: Combined features

description: This study utilized data on the status of station 4 lymph nodes in non-small cell lung cancer (NSCLC) spanning January 2017 to January 2024. Radiomics features were extracted from regions of interest (ROIs) in station 4 lymph nodes across pN0-pN2 stages, derived from venous-phase CT imaging, and integrated with clinically relevant features collected from hospital records to develop a multimodal predictive model. The combined model aims to improve the accuracy of predicting metastasis in NSCLC station 4 lymph nodes.
DOI: 10.15468/dl.e4eupw
title: Occurrence Download

description: A dataset containing 349546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesostigmata",
 "Year is greater than or equal to 2000",
 "Continent is Europe"
 ]
}

 The dataset includes 349546 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001215-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/djtjd6gp5k.1
title: Turkish women

description: distinct profiles of Turkish women based on their eating behaviors and body perception, and to examine how these profiles moderate the relationship between social media addiction and psychological distress
DOI: 10.17632/mzsmym992s.1
title: Behind the Screens: A Latent Profile and Multi-group SEM Analysis of How Eating Behavior Profiles Amplify Social Media's Impact on Stress and Anxiety

description: Behind the Screens: A Latent Profile and Multi-group SEM Analysis of How Eating Behavior Profiles Amplify Social Media's Impact on Stress and Anxiety
DOI: 10.17632/8tgs4b5p88
title: Professsor Shu

description: Data for article: Coordinated Development of the "Production-Living-Ecology" System in the Upper and Middle Reaches of the Yangtze River: Synergistic Effects and Regional Differences of Policy Combinations
DOI: 10.17632/8tgs4b5p88.1
title: Professsor Shu

description: Data for article: Coordinated Development of the "Production-Living-Ecology" System in the Upper and Middle Reaches of the Yangtze River: Synergistic Effects and Regional Differences of Policy Combinations
DOI: 10.17632/8sj8bgpd47.1
title: raw data for "Is This Considered Sexual Harassment for Chinese Men? The Roles of Gender Roles, Perspective-taking and Victim’s Gender "

description: The first crucial step towards addressing sexual harassment lies in its perception. The current research aimed to explore whether the relation between gender roles and sexual harassment perception was affected by perspective-taking (on victim or on perpetrator) and the victim’s gender (male or female) among Chinese men. The findings were from an experimental design, which included 426 heterosexual male participants, aged 18 to 72 years-old (Mage = 26.77). Participants completed surveys that assessed their gender roles and perceptions of sexual harassment after reading a randomly assigned sexual harassment scenario. Men with higher scores on masculinity were less aware of sexual harassment, and men with higher scores on femininity were more aware of sexual harassment. Participants’ perception of sexual harassment was significantly stronger when took perspective on victim than their perception when took perspective on perpetrator. In addition, the victim’s gender moderated the relation among masculinity, perspective-taking and the perception of sexual harassment. The findings highlight the importance of victim’s gender for the perception of sexual harassment and suggest that improving gender equality awareness is very necessary for enhancing the perception of sexual harassment in China.
DOI: 10.5281/zenodo.15001802
title: Thermal infrared spectra of the Moon: Results from the Lucy Thermal Emission Spectrometer observations

description: Repository:

Calibrated radiance and derived surface emissivity data presented in “Thermal infrared spectra of the Moon: Results from the Lucy Thermal Emission Spectrometer observations” by Christensen, Hamilton, Anwar, Mehall, Spencer, Sunshine, and Levison (2025).

Overview:

This file archive contains data collected by the NASA Lucy Discovery mission’s Thermal Emission Spectrometer (L’TES) instrument. A description of the Lucy mission can be found in Levison et al. [2021] and a detailed description of L’TES can be found in Christensen [2024], which included in this archive. L’TES is a Fourier Transform interferometer covering the spectral range 100-1750 cm–1 (100-5.71 µm) in 192 spectral samples using a 15.2-cm diameter Cassegrain telescope and a single uncooled pyroelectric detector [Christensen et al., 2023]. L’TES collected 208 spectra of the Moon during the Earth gravity assist flyby in Oct. 2022 using a two-axis raster scan of the Lucy Instrument Pointing Platform [IPP, Levison et al., 2021] Two data sets are provided in this archive; 1) the 90 high quality calibrated radiance spectra of the Moon; and 2) the emissivity of the surface surface derived from the highest-quality L’TES spectra. The data processing and modeling performed to produce these data sets are described in [Christensen et al., 2025].

Contents:

1)    Calibrated radiance acquired by the L’TES instrument of the lunar surface:

Filename: ltes_wavenumber_and_radiance.ascii

Description: Ascii file containing 91 columns and 186 rows. Each row represents one spectral band. Column 1 is the wavenumber; Columns 2-91 are the calibrated radiances for the 90 spectra given in Fig. 4.

2)    Surface emissivity of the lunar surface derived from the highest quality L’TES lunar observations.

Filename: ltes_wavenumber_and_emissivity.ascii

Description: Ascii file containing 17 columns and 163 rows. Each row represents one spectral band. Column 1 is the wavenumber; Columns 2-17 are the derived emissivities for the spectra given in Fig. 13.

References:

Christensen, P., V. Hamilton, G. Mehall, S. Anwar, H. Bowles, S. Chase, Z. Farkas, T. Fisher, A. Holmes, and I. Kubik (2024), The Lucy Thermal Emission Spectrometer (L’TES) Instrument, Space Science Reviews, 220(1), 1.

Christensen, P. R., V. E. Hamilton, S. Anwar, G. Mehall, J. R. Spencer, J. M. Sunshine, and H. F. Levison (2025), Thermal infrared spectra of the Moon: Results from the Lucy Thermal Emission Spectrometer observations, Journal of Geophyisical Research.

Christensen, P. R., et al. (2023), The Lucy Thermal Emission Spectrometer (L’TES) Instrument, Space Sci. Rev., doi:10.1007/s11214-023-01029-y.

Levison, H. F., C. B. Olkin, K. S. Noll, S. Marchi, J. F. Bell III, E. Bierhaus, R. Binzel, W. Bottke, D. Britt, and M. Brown (2021), Lucy Mission to the Trojan Asteroids: Science Goals, The Planetary Science Journal, 2(5), 171.
DOI: 10.5281/zenodo.15001803
title: Thermal infrared spectra of the Moon: Results from the Lucy Thermal Emission Spectrometer observations

description: Repository:

Calibrated radiance and derived surface emissivity data presented in “Thermal infrared spectra of the Moon: Results from the Lucy Thermal Emission Spectrometer observations” by Christensen, Hamilton, Anwar, Mehall, Spencer, Sunshine, and Levison (2025).

Overview:

This file archive contains data collected by the NASA Lucy Discovery mission’s Thermal Emission Spectrometer (L’TES) instrument. A description of the Lucy mission can be found in Levison et al. [2021] and a detailed description of L’TES can be found in Christensen [2024], which included in this archive. L’TES is a Fourier Transform interferometer covering the spectral range 100-1750 cm–1 (100-5.71 µm) in 192 spectral samples using a 15.2-cm diameter Cassegrain telescope and a single uncooled pyroelectric detector [Christensen et al., 2023]. L’TES collected 208 spectra of the Moon during the Earth gravity assist flyby in Oct. 2022 using a two-axis raster scan of the Lucy Instrument Pointing Platform [IPP, Levison et al., 2021] Two data sets are provided in this archive; 1) the 90 high quality calibrated radiance spectra of the Moon; and 2) the emissivity of the surface surface derived from the highest-quality L’TES spectra. The data processing and modeling performed to produce these data sets are described in [Christensen et al., 2025].

Contents:

1)    Calibrated radiance acquired by the L’TES instrument of the lunar surface:

Filename: ltes_wavenumber_and_radiance.ascii

Description: Ascii file containing 91 columns and 186 rows. Each row represents one spectral band. Column 1 is the wavenumber; Columns 2-91 are the calibrated radiances for the 90 spectra given in Fig. 4.

2)    Surface emissivity of the lunar surface derived from the highest quality L’TES lunar observations.

Filename: ltes_wavenumber_and_emissivity.ascii

Description: Ascii file containing 17 columns and 163 rows. Each row represents one spectral band. Column 1 is the wavenumber; Columns 2-17 are the derived emissivities for the spectra given in Fig. 13.

References:

Christensen, P., V. Hamilton, G. Mehall, S. Anwar, H. Bowles, S. Chase, Z. Farkas, T. Fisher, A. Holmes, and I. Kubik (2024), The Lucy Thermal Emission Spectrometer (L’TES) Instrument, Space Science Reviews, 220(1), 1.

Christensen, P. R., V. E. Hamilton, S. Anwar, G. Mehall, J. R. Spencer, J. M. Sunshine, and H. F. Levison (2025), Thermal infrared spectra of the Moon: Results from the Lucy Thermal Emission Spectrometer observations, Journal of Geophyisical Research.

Christensen, P. R., et al. (2023), The Lucy Thermal Emission Spectrometer (L’TES) Instrument, Space Sci. Rev., doi:10.1007/s11214-023-01029-y.

Levison, H. F., C. B. Olkin, K. S. Noll, S. Marchi, J. F. Bell III, E. Bierhaus, R. Binzel, W. Bottke, D. Britt, and M. Brown (2021), Lucy Mission to the Trojan Asteroids: Science Goals, The Planetary Science Journal, 2(5), 171.
DOI: 10.15468/dl.f7u8jy
title: Occurrence Download

description: A dataset containing 24939 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((236.48672 38.77573,236.49916 38.76177,236.53382 38.74044,236.56316 38.70711,236.60049 38.66177,236.63783 38.62177,236.68316 38.5911,236.77116 38.5991,236.86936 38.62177,236.8627 38.73111,236.83336 38.81378,236.66806 39.02107,236.56005 39.0104,236.44272 38.9784,236.45205 38.84373,236.48672 38.77573))"
 ]
}

 The dataset includes 24939 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001224-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7266/58y0d6nm
title: ddRADseq data for population genomic analyses of deep-sea fish species
DOI: 10.15468/dl.hjsrj4
title: Occurrence Download

description: A dataset containing 534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.57673 42.76377,-114.79297 42.76377,-114.79297 44.36241,-117.57673 44.36241,-117.57673 42.76377))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Astragalus mulfordiae M.E.Jones, Astragalus purshii var. lagopinus (Rydb.) Barneby, Trifolium douglasii House, Ammannia robusta Heer ex Regel, Allium aaseae Ownbey, Astragalus adanus A.Nelson, Abronia mellifera Douglas, Chaenactis stevioides Hook. & Arn., Chaenactis cusickii A.Gray, Cyperus bipartitus Torr., Eatonella nivea (D.C.Eaton) A.Gray, Epilobium suffruticosum Nutt. ex Torr. & A.Gray, Euthamia graminifolia (L.) Nutt., Lomatium andrusianum M.Stevens & Mansfield, Pogogyne serpylloides (Torr.) A.Gray, Stephanomeria paniculata Nutt., Botrychium crenulatum W.H.Wagner, Carex abrupta Mack., Carex flava L., Carex livida (Wahlenb.) Willd., Carex occidentalis L.H.Bailey, Ceanothus prostratus Benth., Cirsium brevifolium Nutt., Epipactis gigantea Dougl. ex Hook., Juncus bryoides F.J.Herm., Juncus hemiendytus F.J.Herm., Juncus tiehmii Ertter, Lepidium papilliferum (L.F.Hend.) A.Nelson & J.F.Macbr., Lewisia sacajaweana B.L.Wilson, Penstemon laxus A.Nelson, Pinus albicaulis Engelm., Solidago nana Nutt.)",
 "Year 2000-2025"
 ]
}

 The dataset includes 534 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001226-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wfsymv7854.1
title: Romanian surface-depth focal mechanism catalogue

description: Parameters of the focal mechanism catalog for Romania surface-depth earthquakes (2005-2024). This catalog reports the following parameters: date (year/month/day), time (hh:mm:ss), Lat (latitude north, in degrees) and Long (longitude east, in degrees), Depth (km), Mw (magnitude), Strike1, Dip1 and Rake1 (strike, dip, rake of the first fault plane, in degrees), Strike2, Dip2 and Rake2 (strike, dip, rake of the second fault plane, in degrees), P-a, P-p, T-a, T-p ( P and T axis, azimuth and plunge angle, in degrees), Nr P (number of polarities), Err P (polarity errors), Method_Index (focal mechanism determination method: FOCMEC=1, FPFIT=2).
DOI: 10.15468/dl.bt3u94
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thes bergrothi (Reitter, 1880)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 301 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001227-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nb25w725sj.2
title: Real time earthquake source parameters for Romania (2015- 2025)

description: The algorithm for the moment magnitude (Mw) estimation has been developed applying the methodology described in Andrews (1986). This methodology uses the Brune spectrum (Brune et al 1970), the corner frequency and is applied to the S waves (method described in Gallo et al. 2014). The algorithm for estimating the seismic source parameters (M0, f0 and Mw) and ground motion parameters has been installed and configured in Antelope for Vrancea intermediate-depth earthquakes and for the crustal seismicity of Romania and is currently running at the National Institute for Earth Physics.
We have analyzed over 600 seismic events with 1.7≤ML≤6.0, recorded in Romania during 2004-2024, using the broadband and short-period sensors from the National Seismic Network department of the National Institute for Earth Physics (NIEP). All these results are obtained in a 5 minutes time interval after the occurence of an seismic event in Romania.
DOI: 10.17632/8vnwkwx6sy.1
title: Zakrzewski et al. GCA

description: Stable carbon isotopic composition of the retene and dehydroabietic acid methyl ester in geological samples as well as results of the long-to-short hydrocarbons ratio.
DOI: 10.17632/8vnwkwx6sy.2
title: Zakrzewski et al. GCA _ National Science Centre (NCN, grant no. 2022/06/X/ST10/00156)

description: Stable carbon isotopic composition of the retene and dehydroabietic acid methyl ester in geological samples as well as results of the long-to-short hydrocarbons ratio. Data obtained in grant no. 2022/06/X/ST10/00156 financed by National Science Centre (NCN)
DOI: 10.17632/7mk627wkjj.1
title: LINF_060014300

description: dihydrofolate reductase-thymidylate synthase | DHFR-TS; Leishmania infantum
DOI: 10.17632/7mk627wkjj.2
title: LINF_060014300

description: Dihydrofolate reductase-thymidylate synthase | DHFR-TS; Leishmania infantum (strain JPCM5)
DOI: 10.17632/4zzdvwdcy8.1
title: Structural Data from Cabeço de Vide Massif

description: Structural Data from Cabeço de Vide Massif for a structural, tectonic flow, geochronological and metamorphic study of the area, in which the Cadomian deformations are analyzed, being the focus of the study, as well as the subsequent Variscan deformations.
DOI: 10.15468/dl.aubh8e
title: Occurrence Download

description: A dataset containing 534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.57673 42.76377,-114.79297 42.76377,-114.79297 44.36241,-117.57673 44.36241,-117.57673 42.76377))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Astragalus mulfordiae M.E.Jones, Astragalus purshii var. lagopinus (Rydb.) Barneby, Trifolium douglasii House, Ammannia robusta Heer ex Regel, Allium aaseae Ownbey, Astragalus adanus A.Nelson, Abronia mellifera Douglas, Chaenactis stevioides Hook. & Arn., Chaenactis cusickii A.Gray, Cyperus bipartitus Torr., Eatonella nivea (D.C.Eaton) A.Gray, Epilobium suffruticosum Nutt. ex Torr. & A.Gray, Euthamia graminifolia (L.) Nutt., Lomatium andrusianum M.Stevens & Mansfield, Pogogyne serpylloides (Torr.) A.Gray, Stephanomeria paniculata Nutt., Botrychium crenulatum W.H.Wagner, Carex abrupta Mack., Carex flava L., Carex livida (Wahlenb.) Willd., Carex occidentalis L.H.Bailey, Ceanothus prostratus Benth., Cirsium brevifolium Nutt., Epipactis gigantea Dougl. ex Hook., Juncus bryoides F.J.Herm., Juncus hemiendytus F.J.Herm., Juncus tiehmii Ertter, Lepidium papilliferum (L.F.Hend.) A.Nelson & J.F.Macbr., Lewisia sacajaweana B.L.Wilson, Penstemon laxus A.Nelson, Pinus albicaulis Engelm., Solidago nana Nutt.)",
 "Year 2000-2025"
 ]
}

 The dataset includes 534 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001228-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/c29ydrck9t.1
title: LINF_060014400

description: arginine N-methyltransferase - type III | PRMT7; Leishmania infantum
DOI: 10.17632/c29ydrck9t.2
title: LINF_060014400

description: Arginine N-methyltransferase - type III | PRMT7; Leishmania infantum (strain JPCM5)
DOI: 10.17632/m593vcdm64.1
title: LINF_060017600

description: Nuclear Dbf2-related kinase; Leishmania infantum
DOI: 10.17632/m593vcdm64.2
title: LINF_060017600

description: Nuclear Dbf2-related kinase; Leishmania infantum (strain JPCM5)