cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18766970
title: THE ROLE OF THE SUPERVISORY AUTHORITY IN ENSURING THE LEGALITY, VALIDITY, AND FAIRNESS OF THE COURT DECISION

description: This article is devoted to the analysis of the role and significance of the revision instance in the practice of criminal proceedings in courts. It thoroughly examines the function of the revision procedure in ensuring that a court decision (judgment, ruling, decree) is not only legal, but also justified (fact-based) and fair (proportionality of punishment).

 

The powers and practical mechanisms of the supervisory authority in correcting judicial errors, eliminating procedural violations, and monitoring the correctness of proof will be indicated. Also, its place in the system of higher judicial control, current problems, and ways to increase its effectiveness are scientifically and practically substantiated. The article highlights the fundamental importance of the revision procedure in strengthening criminal procedural guarantees within the framework of judicial and legal reforms.
DOI: 10.5281/zenodo.18766969
title: THE ROLE OF THE SUPERVISORY AUTHORITY IN ENSURING THE LEGALITY, VALIDITY, AND FAIRNESS OF THE COURT DECISION

description: This article is devoted to the analysis of the role and significance of the revision instance in the practice of criminal proceedings in courts. It thoroughly examines the function of the revision procedure in ensuring that a court decision (judgment, ruling, decree) is not only legal, but also justified (fact-based) and fair (proportionality of punishment).

 

The powers and practical mechanisms of the supervisory authority in correcting judicial errors, eliminating procedural violations, and monitoring the correctness of proof will be indicated. Also, its place in the system of higher judicial control, current problems, and ways to increase its effectiveness are scientifically and practically substantiated. The article highlights the fundamental importance of the revision procedure in strengthening criminal procedural guarantees within the framework of judicial and legal reforms.
DOI: 10.13140/rg.2.2.20729.74087
title: JO STEPS Analysis of PERS013-7S5 137 3 64 Real World Data by the Persian Curve (PC) JO STEP 07 PERSIAN QUANTILE COMPLETE.JPEG
DOI: 10.6084/m9.figshare.30380971
title: VCF of GBS samples

description: VCF file of GBS samples
DOI: 10.6084/m9.figshare.30380971.v1
title: VCF of GBS samples

description: VCF file of GBS samples
DOI: 10.15468/dl.gfdp7j
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emoia kitcheneri"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009162-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx6ybz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emoia klossi"
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009163-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mgc9e
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchospora aristata",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 134 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009164-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvxkch
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dinarmus basalis",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009165-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18679363
title: Code for generating main figures in the paper of "Abrupt surface water decline during 2023–2024 record warming"

description: Overview

This repository contains the Jupyter Notebook (Main_figure.ipynb) used to analyze global water balance anomalies and generate the figures for the associated research paper. The notebook is self-contained, with output figures displayed immediately following their respective code blocks to facilitate reproducibility and visualization.

ContentsThe notebook covers the following analyses:



Figure 1: Global time series analysis (1991-2024) of streamflow, surface water storage, precipitation, and temperature, including uncertainty quantification.

Figure 2: Continental-scale spatial analysis of hydrological anomalies, featuring basin-level maps and contribution bar charts.

Figure 3: SHAP (SHapley Additive exPlanations) attribution analysis identifying dominant climatic drivers (Precipitation, Temperature, LAI) using ternary color mapping.

Figure 4: Regional precipitation anomaly analysis across CORDEX domains using a multi-product ensemble (JRA-3Q, ERA5, MSWEP).




Workflow & Data Integration



This notebook represents the final visualization stage of our study's analytical pipeline. It integrates the outputs from the previous machine learning and data processing steps:



Data Ingestion: The notebook reads the consolidated datasets generated from our prior steps, specifically:



Simulated monthly streamflow data (from the ML framework).

Satellite-derived surface water storage and hydroclimatic variables (from this dataset).

Basin-level SHAP attribution values (from this dataset).



Anomaly Calculation & Aggregation: The code processes the raw time-series data to calculate baseline climatology (e.g., 1991–2022 averages) and computes the abrupt anomalies observed during the 2023–2024 record warming period. It aggregates basin-level data (HydroSHEDS Level 4) to continental and global scales for macroscopic analysis.

Spatial & Statistical Rendering: Utilizing geospatial libraries (geopandas, cartopy), the notebook maps the basin-level anomalies and SHAP dominant drivers onto global projections. It also calculates and plots the uncertainty bounds (standard deviations) across the multi-product ensembles.




Technical Details



Language: Python 3.12

Key Dependencies: pandas, numpy, matplotlib, geopandas, cartopy, xarray, rioxarray, py-cordex.



Installing the required dependencies via `pip` or `conda` typically takes 10–15 minutes on a standard desktop computer. 


Expected Run Time: Executing the entire notebook cell-by-cell takes less than 15 minutes on a standard desktop computer.
DOI: 10.5281/zenodo.18677643
title: Code for generating main figures in the paper of "Abrupt surface water decline during 2023–2024 record warming"

description: Overview

This repository contains the Jupyter Notebook (Main_figure.ipynb) used to analyze global water balance anomalies and generate the figures for the associated research paper. The notebook is self-contained, with output figures displayed immediately following their respective code blocks to facilitate reproducibility and visualization.

ContentsThe notebook covers the following analyses:



Figure 1: Global time series analysis (1991-2024) of streamflow, surface water storage, precipitation, and temperature, including uncertainty quantification.

Figure 2: Continental-scale spatial analysis of hydrological anomalies, featuring basin-level maps and contribution bar charts.

Figure 3: SHAP (SHapley Additive exPlanations) attribution analysis identifying dominant climatic drivers (Precipitation, Temperature, LAI) using ternary color mapping.

Figure 4: Regional precipitation anomaly analysis across CORDEX domains using a multi-product ensemble (JRA-3Q, ERA5, MSWEP).




Workflow & Data Integration



This notebook represents the final visualization stage of our study's analytical pipeline. It integrates the outputs from the previous machine learning and data processing steps:



Data Ingestion: The notebook reads the consolidated datasets generated from our prior steps, specifically:



Simulated monthly streamflow data (from the ML framework).

Satellite-derived surface water storage and hydroclimatic variables (from this dataset).

Basin-level SHAP attribution values (from this dataset).



Anomaly Calculation & Aggregation: The code processes the raw time-series data to calculate baseline climatology (e.g., 1991–2022 averages) and computes the abrupt anomalies observed during the 2023–2024 record warming period. It aggregates basin-level data (HydroSHEDS Level 4) to continental and global scales for macroscopic analysis.

Spatial & Statistical Rendering: Utilizing geospatial libraries (geopandas, cartopy), the notebook maps the basin-level anomalies and SHAP dominant drivers onto global projections. It also calculates and plots the uncertainty bounds (standard deviations) across the multi-product ensembles.




Technical Details



Language: Python 3.12

Key Dependencies: pandas, numpy, matplotlib, geopandas, cartopy, xarray, rioxarray, py-cordex.



Installing the required dependencies via `pip` or `conda` typically takes 10–15 minutes on a standard desktop computer. 


Expected Run Time: Executing the entire notebook cell-by-cell takes less than 15 minutes on a standard desktop computer.
DOI: 10.15468/dl.nqgjnn
title: Occurrence Download

description: A dataset containing 240380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Thailand",
 "Geometry POLYGON((96.23466 3.87412,105.99766 3.87412,105.99766 20.87061,96.23466 20.87061,96.23466 3.87412))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 240380 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009145-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9xz65
title: Occurrence Download

description: A dataset containing 802291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (United States of America, Canada, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Erynnis persius persius, Danaus plexippus, Hesperia ottoe, Hesperia colorado oregonia, Euphydryas editha taylori, Hesperia dacotae, Oarisma poweshiek, Limenitis weidemeyerii, Coenonympha nipisiquit, Papilio indra, Speyeria idalia, Vanessa annabella, Oarisma garita, Lycaena hyllus, Amblyscirtes vialis, Euchloe ausonides, Chlosyne nycteis, Pseudacris triseriata, Lithobates pipiens, Bombus fervidus, Bombus pensylvanicus, Bombus borealis, Bombus vagans, Bombus ternarius, Bombus sandersoni, Bombus perplexus, Bombus impatiens, Bombus bimaculatus, Bombus citrinus, Bombus rufocinctus, Bombus griseocollis, Bombus terricola, Leptogium hibernicum, Efferia okanagana, Philaronia canadensis, Entosthodon rubiginosus, Bryoerythrophyllum columbianum, Spilogale gracilis, Castilleja rupicola, Aristida basiramea, Tradescantia occidentalis, Sanicula bipinnatifida, Gyrinophilus porphyriticus, Orgyia leucostigma, Scalopus aquaticus, Bombus bohemicus, Bombus affinis, Sistrurus catenatus, Hypsiglena chlorophaea, Coluber constrictor, Pituophis catenifer deserticola)",
 "Year 1990-2020"
 ]
}

 The dataset includes 802291 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009143-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18766992
title: THEIMPACTOFPHYSICALACTIVITYONSTUDENTS'ACADEMICACHIEVEMENTANDMENTALWELL-BEING

description: Thisresearcharticleinvestigatestheintricatecorrelationbetweenregularphysicalexercise,cognitiveperformance,andthepsychologicalhealthofstudentswithinthemoderneducationalframework.Asacademiccurriculabecomeincreasinglydemanding,theintegrationofphysicalmovementisoftensidelined,leadingtoariseinsedentary-relatedcognitivedeclineandmentalfatigue.Thisstudyutilizesaquantitativeandqualitativeapproachtodemonstratehowphysicalactivityenhancesneuroplasticityandemotionalregulation.Thefindingsrevealthatstudentswhoengageinconsistentphysicalexertiondemonstratesuperiormemoryretention,higherGradePointAverages(GPA),andsignificantlylowerlevelsofpsychologicaldistress
DOI: 10.5281/zenodo.18766993
title: THEIMPACTOFPHYSICALACTIVITYONSTUDENTS'ACADEMICACHIEVEMENTANDMENTALWELL-BEING

description: Thisresearcharticleinvestigatestheintricatecorrelationbetweenregularphysicalexercise,cognitiveperformance,andthepsychologicalhealthofstudentswithinthemoderneducationalframework.Asacademiccurriculabecomeincreasinglydemanding,theintegrationofphysicalmovementisoftensidelined,leadingtoariseinsedentary-relatedcognitivedeclineandmentalfatigue.Thisstudyutilizesaquantitativeandqualitativeapproachtodemonstratehowphysicalactivityenhancesneuroplasticityandemotionalregulation.Thefindingsrevealthatstudentswhoengageinconsistentphysicalexertiondemonstratesuperiormemoryretention,higherGradePointAverages(GPA),andsignificantlylowerlevelsofpsychologicaldistress
DOI: 10.15468/dl.t5bqa7
title: Occurrence Download

description: A dataset containing 951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchospora nervosa",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 951 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009168-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qagxau
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Theocolax elegans",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009169-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gq3puc
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Presbytis comata fredericae"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009170-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcxfsz
title: Occurrence Download

description: A dataset containing 114740 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lynx lynx"
 ]
}

 The dataset includes 114740 records from 263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009109-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj36b3
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Riama striata",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 373 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009171-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18767025
title: PROSPECTS AND STRATEGIC OPPORTUNITIES FOR UTILIZING MULTIMEDIA AND MODERN INFORMATION TECHNOLOGIES

description: This article explores the transformative potential of multimedia and modern information technologies (IT) within the contemporary socio-economic and educational landscape. With a specific focus on engineering graphics and design, the study examines how integrated digital environments—combining audio, high-resolution visuals, and interactive interfaces—enhance cognitive processing and professional efficiency. The research highlights the transition from static 2D modeling to immersive 3D simulations, powered by cloud computing and artificial intelligence. By analyzing current trends, the paper identifies strategic opportunities for implementing these technologies to solve complex design problems and improve pedagogical outcomes in technical disciplines.
DOI: 10.5281/zenodo.18767026
title: PROSPECTS AND STRATEGIC OPPORTUNITIES FOR UTILIZING MULTIMEDIA AND MODERN INFORMATION TECHNOLOGIES

description: This article explores the transformative potential of multimedia and modern information technologies (IT) within the contemporary socio-economic and educational landscape. With a specific focus on engineering graphics and design, the study examines how integrated digital environments—combining audio, high-resolution visuals, and interactive interfaces—enhance cognitive processing and professional efficiency. The research highlights the transition from static 2D modeling to immersive 3D simulations, powered by cloud computing and artificial intelligence. By analyzing current trends, the paper identifies strategic opportunities for implementing these technologies to solve complex design problems and improve pedagogical outcomes in technical disciplines.
DOI: 10.15468/dl.264ghf
title: Occurrence Download

description: A dataset containing 22883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Perilla frutescens"
 ]
}

 The dataset includes 22883 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009172-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tcmhb
title: Occurrence Download

description: A dataset containing 135303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is Belgium",
 "Country is Netherlands"
 ]
 },
 "LifeStage is Imago",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Geometridae"
 ]
}

 The dataset includes 135303 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224092-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96eqx6
title: Occurrence Download

description: A dataset containing 490 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iodes africana Welw. ex Oliv."
 ]
}

 The dataset includes 490 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032164-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkskzh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053008-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2lwia
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044071-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mg13z
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032318-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.degj8j
title: Occurrence Download

description: A dataset containing 103325247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 103325247 records from 11626 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241335-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j969ee
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014945-250717081556266/datasets/export for details.
DOI: 10.15468/dl.2yu3ed
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chorispora sabulosa"
 ]
}

 The dataset includes 403 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014944-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jftznj
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACE7374"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014946-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3u55uq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014948-250717081556266/datasets/export for details.