cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31388792.v1
title: Optimizing biochar via microwave irradiation for phyto-stabilization of heavy metals through chili plants: a novel approach for sustainable bioremediation

description: Heavy metal pollution from industrial wastewater poses significant threats to agricultural productivity and human health, with global cropland contamination affecting 14–17% of areas. This study evaluated microwave-irradiated sugarcane biochar (BC) for enhancing Phyto stabilization in <i>Capsicum annuum</i> L. exposed to synthetic wastewater (WW) containing chromium (Cr), lead (Pb), and copper (Cu). Biochar prepared at 700 °C (0, 2, 5, 10 g) subjected to microwave irradiations for 0, 30, 60 and 90 s for 1 and 2 h’ adsorption batch experiments. The highest adsorption was achieved at 60s with irradiated BC 10 g in 2 h’ experiment where more than 80% Pb, Cu and Cr was removed. This Optimized BC (60s) doses (0, 1, 5 g/kg soil) were integrated into pot experiment with wastewater concentrations (0, 25, 50, 100%). Results indicated 75.5% reduction in leaf dry biomass at 100% wastewater without BC, mitigated by 73.1% increase with 5 g/kg BC; metal uptake decreased 18.4–25.0%; photosynthetic pigments rose 24.4–66.4%; oxidative stress markers (MDA, H<sub>2</sub>O<sub>2</sub>) declined 57.8–60.6%; antioxidants surged 631.2–686.9% under stress but balanced with amendment. PCA and correlations confirmed BC’s role in decoupling stress-growth tradeoffs, offering a sustainable, low-cost remediation strategy for contaminated agroecosystems. Unlike conventional pyrolysis-based biochars, microwave activation (optimized at 60 s) substantially enhanced surface functionality and adsorption efficiency, achieving over 80% removal of toxic metals and reducing metal uptake by up to 25%, distinguishing themselves as compared to other previous research on longer-period irradiation periods or single-metal systems in combining optimized kinetics with chili plant physiology as a multi-metal Phyto stabilization. The research uniquely integrates optimized irradiation duration, adsorption kinetics, and physiological plant responses, demonstrating how microwave-modified biochar decouples stress–growth tradeoffs through improved antioxidative regulation and nutrient balance. This represents a novel, cost-effective, and sustainable bioremediation approach for metal-polluted agroecosystems, particularly relevant to developing regions facing industrial wastewater challenges.
DOI: 10.15468/dl.amm96d
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Syrmaticus humiae",
 "Year 2001-2026"
 ]
}

 The dataset includes 77 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002902-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15770/eum_saf_osi_nrt_2023
title: Global AMSR Sea Ice Concentration - GCOM-W1
title: GBL AMSR SICO
title: OSI-408
title: OSICOAMSRGB
title: OSI-408-a

description: The High Latitude Level 3 Global AMSR Sea Ice Concentration consists of these major fields: Sea ice concentration - Indicates the fraction of a given ocean grid point covered by ice. Uncertainties - The algorithm uncertainty, the smearing uncertainty and the resulting total uncertainty of each sea ice concentration grid cell. Confidence level - Based on the daily standard deviation within each grid cell, provided as a guide. This product is complementary to the SSMIS global sea ice concentration product (OSI-401-b).
DOI: 10.15770/eum_saf_osi_nrt_2011
title: Global L3C AVHRR Sea Surface Temperature (GHRSST) - Metop
title: GLB SST
title: OSI-201-b
title: OSSTGLB
title: OSSTGLBN

description: Global Metop/AVHRR sub-skin Sea Surface Temperature (GBL SST) is a 12 hourly synthesis on a 0.05° global grid. The product format is compliant with the Data Specification (GDS) version 2 from the Group for High Resolution Sea Surface Temperatures (GHRSST).
This product can be downloaded as numerical data in EUMETView NG, where it is provided through a Web Coverage Service (WCS).
DOI: 10.15468/dl.ju5538
title: Occurrence Download

description: A dataset containing 5971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tonna",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5971 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002903-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fq6wak
title: Occurrence Download

description: A dataset containing 615 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amanita hemibapha"
 ]
}

 The dataset includes 615 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002904-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p29php
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus",
 "Year 2005-2026"
 ]
}

 The dataset includes 383 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002905-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15770/eum_saf_osi_nrt_2007
title: Global Low Resolution Sea Ice Drift - Multimission
title: GBL LR SIDR
title: OSI-405-c
title: OSIDRGB
title: OSI-405-d

description: Low Resolution Sea Ice Drift product covers both Northern Hemisphere (NH) and Southern Hemisphere (SH), all year round. Ice motion vectors with a time span of 48 hours are estimated by an advanced cross-correlation method (the Continuous MCC, CMCC) from pairs of passive and active microwave satellite images. Several single-sensor products are available, as well as a merged (multi-sensor) product. Maps of uncertainties are embedded in the product files. Due to higher atmospheric wetness and sea ice surface melting, it is more challenging to track ice motion during summer. Accordingly, the NH product files distributed between 1 May and 30 September have larger uncertainties and more interpolated vectors. The same holds for the SH product files between 1 November and 30 March.
DOI: 10.15468/dl.73ynbk
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amanita princeps"
 ]
}

 The dataset includes 44 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002907-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82901/nemar.nm000103
title: Healthy Brain Network EEG - Not for Commercial Use

description: The Healthy Brain Network EEG dataset comprises high-resolution electroencephalogram recordings and behavioral responses from child and adolescent participants collected during structured EEG tasks. The dataset includes hierarchical event descriptors for systematic meta-analysis, behavioral questionnaire-derived factors (P-factor, attention, internalizing/externalizing behaviors), and quality control metrics. This BIDS-formatted resource advances understanding of neurodevelopmental and mental health phenotypes through integrated neurophysiological and behavioral assessment. Additional funding sources are acknowledged at https://childmind.org/science/global-open-science/healthy-brain-network/#donors
description: Please cite the following papers when using this dataset: https://dx.doi.org/10.1038/sdata.2017.181, https://dx.doi.org/10.1038/sdata.2017.40
DOI: 10.15468/dl.vwr99y
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Panthera uncia"
 ]
}

 The dataset includes 170 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002906-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82901/nemar.nm000104
title: emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography

description: emg2qwerty is the largest public surface electromyography (sEMG) dataset to date, comprising 1,135 sessions from 108 participants performing touch typing on a QWERTY keyboard. The dataset captures wrist-based sEMG signals (32 channels, 2000 Hz sampling rate) synchronized with keystroke ground truth, totaling 346.4 hours of data and 5.26 million keystrokes. Designed to enable keyboard-free text input through decoding of typing intent from neuromuscular activity, the dataset supports research in sequence-to-sequence learning, cross-user generalization, domain adaptation, and neuromotor interfaces for AR/VR and accessibility applications.
description: Please cite: Sivakumar, V., Seely, J., Du, A., Bittner, S.R., Berenzweig, A., Bolarinwa, A., Gramfort, A., & Mandel, M.I. (2024). emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography. arXiv:2410.20081. https://github.com/facebookresearch/emg2qwerty
DOI: 10.82901/nemar.nm000105
title: FRL Discrete Gestures: Hand Gesture Recognition from Surface Electromyography

description: This dataset comprises wrist-based surface electromyography (sEMG) recordings from 100 participants performing nine discrete hand gestures (four thumb swipes, four finger-to-thumb pinches, and one thumb tap) for gesture-based human-computer interaction. Recorded at 2000 Hz using a 16-channel dry electrode wristband, the dataset enables development and evaluation of generic machine learning models for real-time gesture classification without user calibration. The data supports research in neuromotor interfaces for AR/VR applications, accessibility, and alternative input modalities.
description: Please cite: Kaifosh, P., Reardon, T.R., & CTRL-labs at Reality Labs. (2025). A generic non-invasive neuromotor interface for human-computer interaction. Nature, 645(8081), 702-711. https://doi.org/10.1038/s41586-025-09255-w
DOI: 10.82901/nemar.nm000106
title: FRL Handwriting: Handwriting Decoding from Surface Electromyography

description: This dataset comprises wrist-based surface electromyography (sEMG) recordings from 100 participants performing imagined handwriting tasks. Participants wrote prompted text in air without a physical writing surface, using a 16-channel sEMG wristband sampled at 2000 Hz. The dataset includes approximately 700 sessions (~7 per participant) and serves as a benchmark for developing non-invasive neuromotor interfaces for text entry in augmented/virtual reality and mobile computing applications.
description: Please cite: Kaifosh, P., Reardon, T.R., & CTRL-labs at Reality Labs. (2025). A generic non-invasive neuromotor interface for human-computer interaction. Nature, 645(8081), 702-711. https://doi.org/10.1038/s41586-025-09255-w
DOI: 10.15770/eum_saf_osi_nrt_2004
title: Global Sea Ice Concentration (netCDF) - DMSP
title: OSI-401-b
title: OSICOGBN
title: OSI-401-d

description: Daily averaged fractional ice cover in percentage, processed from passive microwave satellite data (SSMIS) over the polar regions. Sea ice concentration and its uncertainties are calculated from swath observations, and averaged and gridded to the daily fields. Better than using this archived NRT sea ice concentration product, please use the reprocessed sea ice concentration data record v2.0 (EO:EUM:DAT:MULT:OSI-450).
DOI: 10.15468/dl.cdn88v
title: Occurrence Download

description: A dataset containing 1055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Ariomma bondi"
 ]
}

 The dataset includes 1055 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002908-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82901/nemar.nm000107
title: FRL Wrist Control: Wrist Movement Decoding from Surface Electromyography

description: This dataset comprises wrist-based surface electromyography (sEMG) recordings from 100 participants performing continuous cursor control via wrist flexion and extension movements. Synchronized motion capture provides ground-truth wrist angles, enabling evaluation of sEMG-based decoding of motor intent. The study demonstrates the feasibility of gesture-free, non-invasive neuromotor interfaces for human-computer interaction, with applications to AR/VR navigation and assistive control systems. Note: Raw data contains duplicate timestamps and irregular sampling in many sessions; post-processing includes duplicate removal and resampling to regular 2000 Hz intervals.
description: Please cite: Kaifosh, P., Reardon, T.R., & CTRL-labs at Reality Labs. (2025). A generic non-invasive neuromotor interface for human-computer interaction. Nature, 645(8081), 702-711. https://doi.org/10.1038/s41586-025-09255-w
DOI: 10.15770/eum_saf_osi_0001
title: Global Sea Ice Concentration Climate Data Record Release 1.1 (period 1978-2009) - DMSP
title: GBLREPSICO
title: OR1SICOGB
title: OSI-409

description: Daily averaged fractional ice cover in percentage. Based on passive microwave satellite data over the polar regions. The brightness temperatures has been atmospherically corrected and an optimal and dynamical sea ice concentration algorithm has been used. Ice concentration is calculated from L1B files and averaged and gridded to the daily files. This is a Thematic Climate Data Record (TCDR). Better than using this 1st release of this data record, please use the reprocessed sea ice concentration data record v2.0 (EO:EUM:DAT:MULT:OSI-450).
DOI: 10.15468/dl.n3x5k7
title: Occurrence Download

description: A dataset containing 114207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Gallus sonneratii",
 "Year 2001-2026"
 ]
}

 The dataset includes 114207 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002873-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data2999
title: Datos bibliográficos de una revisión sistemática sobre la violencia digital contra las mujeres en el sur de Europa

description: Referencias incluidas en una revisión sistemática de estudios empíricos sobre la violencia digital contra las mujeres con muestras de los principales países del sur de Europa. Las referencias registradas corresponden a los estudios incluidos en una revisión sistemática realizada conforme a la declaración PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses). Se incluyeron exclusivamente estudios empíricos publicados entre 2015 y 2025 que abordaran de manera explícita la violencia digital contra las mujeres. Los trabajos seleccionados cuentan con muestras procedentes de España, Portugal, Italia o Grecia, con independencia del país de afiliación de las autoras o autores. Estas referencias constituyen la base empírica de la revisión.
DOI: 10.5281/zenodo.18739699
title: Hydrogenetic Fe-Mn Encrustation Across the Oxygen Minimum Zone

description: Data needed to evaluate the conclusions in the paper are present in the paper and/or the Supplementary Materials. The numerical data of synchrotron-based X-ray spectroscopy collected as part of this study are available
DOI: 10.5281/zenodo.18739557
title: Hydrogenetic Fe-Mn Encrustation Across the Oxygen Minimum Zone

description: Data needed to evaluate the conclusions in the paper are present in the paper and/or the Supplementary Materials. The numerical data of synchrotron-based X-ray spectroscopy collected as part of this study are available
DOI: 10.15770/eum_saf_osi_0005
title: Global Sea Ice Concentration Climate Data Record Release 1.2 (period 2009-2015) - DMSP
title: GBLREPSICO
title: OR2SICOGB
title: OSI-409-a

description: Daily averaged fractional ice cover in percentage. Based on passive microwave satellite data over the polar regions. The brightness temperatures has been atmospherically corrected and an optimal and dynamical sea ice concentration algorithm has been used. Ice concentration is calculated from L1B files and averaged and gridded to the daily files. This is a Thematic Climate Data Record (TCDR). Better than using this 1st release of this data record, please use the reprocessed sea ice concentration data record v3.0 (EO:EUM:DAT:0826).
We recommend to use the newer version of this CDR, OSI-450-a1, available at https://dx.doi.org/10.15770/EUM_SAF_OSI_0023.
DOI: 10.15468/dl.rxdshv
title: Occurrence Download

description: A dataset containing 807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Specimens of marine invertebrates collected in coastal areas by environmental monitoring (1973–2000), housed at the University Museum of Bergen",
 "Issue is Taxon match none"
 ]
}

 The dataset includes 807 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002910-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6qsn3
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myzornis pyrrhoura"
 ]
}

 The dataset includes 165 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002911-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hx5gu
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002909-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23664/ahri.surveillance.episodes.yragedel.hse
title: AHRI.Surveillance Episodes YrAgeDel HSE
DOI: 10.5281/zenodo.18712763
title: KATSIM Observational Study

description: This dataset contains anonymized clinical measurements collected during the validation of the KATSIM multi-depth vision simulator. The dataset includes preoperative best corrected visual acuity (BCVA), pinhole acuity, KATSIM-simulated visual acuity at far, intermediate, and near distances, andpostoperative BCVA measurements from cataract patients. The study includes patient age, sex, eye laterality (OS/OD), and cataract classification. The device details are shared in the study titled “Optical Design and Characterization of a Multi-Depth Vision Simulator” (arXiv:2512.19168). The dataset is generated with clinical trials that are done with the KATSIM device, and they are subject to a manuscript titled; Multicenter Prospective Observational Comparative Study of the KATSIM Vision Simulator for Predicting Postoperative Acuity in Cataract Surgery; which is in the submission process.
DOI: 10.5281/zenodo.18712764
title: KATSIM Observational Study

description: This dataset contains anonymized clinical measurements collected during the validation of the KATSIM multi-depth vision simulator. The dataset includes preoperative best corrected visual acuity (BCVA), pinhole acuity, KATSIM-simulated visual acuity at far, intermediate, and near distances, andpostoperative BCVA measurements from cataract patients. The study includes patient age, sex, eye laterality (OS/OD), and cataract classification. The device details are shared in the study titled “Optical Design and Characterization of a Multi-Depth Vision Simulator” (arXiv:2512.19168). The dataset is generated with clinical trials that are done with the KATSIM device, and they are subject to a manuscript titled; Multicenter Prospective Observational Comparative Study of the KATSIM Vision Simulator for Predicting Postoperative Acuity in Cataract Surgery; which is in the submission process.
DOI: 10.15468/dl.kt7g5e
title: Occurrence Download

description: A dataset containing 26771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherinomorus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26771 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002912-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18647273
title: Learning to detect optical nonclassicality

description: This repository includes the datasets used for training and testing as well as the saved parameters.

datasets:



ds12_fixed: Single-mode dataset, simulated with a perfect photon-number-resolving (PNR) detector with a cutoff at $n=29$ photons

ds14_PNR: Single-mode dataset, simulated with the experimentally reconstructed POVM of a detector with finite photon-number resolution. Coherent states were measured experimentally.

ds15_8Bin: Single-mode dataset, simulated with the experimentally reconstructed POVM of a time-bin multiplexing scheme with $N=8$ bins in total. Coherent states were measured experimentally.

ds16_6modes: 6-mode dataset, simulated with the experimentally reconstructed POVM of a detector with finite photon-number resolution.

code used for data simulation


Each folder contains a file state_configs.txt that lists the amplitudes of the simulated states.

saved_params:



contains the parameters after training on the different datasets

the subfolders 1el and 2el represent the training with one and two encoding layers

the subfolders 1kshots, 10kshots etc. represent the number of samples per state

the subfolder dense_decoder represents the training with a model whose algebraic decoder is replaced with a dense feed-forward neural network


code:



PolynomialRegression



EncoderOutputsAndModelsPrediction: tuples of encoder outputs and predicted labels that are used as input for the polynomial regression

ResultsPolyRegression: results of the polynomial regression

code used to perform the polynomial regression



tests: test functions

code used for set-up and training of the algebraic classifier

.yaml file that allows to create the environment for the code