cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.za28dz
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bulbophyllum reptans",
 "Year 1970-2000"
 ]
}

 The dataset includes 49 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069292-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18095821
title: Test Data for Occlusion Mapping Tool OccPy

description: Dataset to test the occlusion mapping tool OccPy available here. Data acquired using mobile (MLS), terrestrial (TLS), and drone-based (ULS) laser scanning from a temperate forest close to Zurich Switzerland are provided. Data has been greatly filtered and subsampled to reduce data size to be used in tutorials and package testing.

We suggest to use this data for the following bounding box, as also used in the tutorial notebooks found in the code repository:  

min_x: 2676515min_y: 1246063min_z: 545max_x: 2676525max_y: 1246113max_z: 590

TLS data was acquired using a Riegl VZ400i under leaf-off conditions in winter 2023

MLS data was acquired using a GeoSLAM ZebHorizon handheld scannin under leaf-on conditions in summer 2025

ULS data was acquired using a Riegl miniVUX-3 mounted on a DJI Matrice M600pro under leaf-on conditions in summer 2024

Both point clouds (.laz) and scan position or trajectory information are provided. Additionally a reference digital terrain (DTM) and surface (DSM) model are provided. 

Update: The new version has now sample output data included.
DOI: 10.5281/zenodo.17750603
title: Test Data for Occlusion Mapping Tool OccPy

description: Dataset to test the occlusion mapping tool OccPy available here. Data acquired using mobile (MLS), terrestrial (TLS), and drone-based (ULS) laser scanning from a temperate forest close to Zurich Switzerland are provided. Data has been greatly filtered and subsampled to reduce data size to be used in tutorials and package testing.

We suggest to use this data for the following bounding box, as also used in the tutorial notebooks found in the code repository:  

min_x: 2676515min_y: 1246063min_z: 545max_x: 2676525max_y: 1246113max_z: 590

TLS data was acquired using a Riegl VZ400i under leaf-off conditions in winter 2023

MLS data was acquired using a GeoSLAM ZebHorizon handheld scannin under leaf-on conditions in summer 2025

ULS data was acquired using a Riegl miniVUX-3 mounted on a DJI Matrice M600pro under leaf-on conditions in summer 2024

Both point clouds (.laz) and scan position or trajectory information are provided. Additionally a reference digital terrain (DTM) and surface (DSM) model are provided. 

Update: The new version has now sample output data included.
DOI: 10.57967/hf/7277
title: mind_call
DOI: 10.57967/hf/7390
title: mind_call
DOI: 10.5281/zenodo.18097195
title: Carbon Dioxide Decay Tool
DOI: 10.5281/zenodo.18097194
title: Carbon Dioxide Decay Tool
DOI: 10.5281/zenodo.18032625
title: Replication material for paper "Bove, Böhmelt (2016): Does Immigration Induce Terrorism? The Journal of Politics. DOI: 10.1086/684679"

description: Replication material for paper "Bove, Böhmelt (2016): Does Immigration Induce Terrorism? The Journal of Politics. DOI: 10.1086/684679"
DOI: 10.5281/zenodo.18032626
title: Replication material for paper "Bove, Böhmelt (2016): Does Immigration Induce Terrorism? The Journal of Politics. DOI: 10.1086/684679"

description: Replication material for paper "Bove, Böhmelt (2016): Does Immigration Induce Terrorism? The Journal of Politics. DOI: 10.1086/684679"
DOI: 10.48510/fk2/fgfe5g
title: Post-Exercise Recovery Strategies to Increase the Performance of Polish Martial Arts Athletes

description: The dataset comprises data collected as part of a study on post-exercise recovery strategies to increase the performance of Polish martial arts athletes. The study compares post-exercise methods: cryosauna, cold-water immersion, and foam rolling. The dataset consists of seven separate but interconnected CSV files (workbooks) that share a consistent formatting structure. These files show the athletes' performance as pre- and post-test results, including demographic data, the countermovement jump (CMJ), delayed-onset muscle soreness (DOMS), the recovery-stress questionnaire (RESTQ), the determination test (DT) from the Vienna test system, muscle function testing of the lower limbs with an Isokinetic dynamometer, and the modified taekwondo anaerobic intermittent kick test (TAIKT).
The study aims to analyze and compare the effects of post-exercise recovery strategies (cryosauna, cold-water immersion, and foam rolling) on performance in Polish athletes. The results establish a scientific basis and can inform future research on the mechanisms behind post-exercise recovery methods and their impact on athletes' performance.
DOI: 10.15468/dl.rkxwv3
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calanthe tricarinata",
 "Year 1970-2000"
 ]
}

 The dataset includes 100 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069294-251120083545085/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.30971683
title: Uncaria rhynchophylla genome raw data

description: <i>Uncaria rhynchophylla</i> genome raw data
DOI: 10.6084/m9.figshare.30971683.v1
title: Uncaria rhynchophylla genome raw data

description: <i>Uncaria rhynchophylla</i> genome raw data
DOI: 10.15468/dl.qezkxb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alauda arvensis arvensis, Alchemilla, Sturnus vulgaris vulgaris, Triturus cristatus, Zootoca vivipara)",
 "Geometry POINT (-7.55716 49.76681)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069296-251120083545085/datasets/export for details.
DOI: 10.15468/dl.3rtdcz
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamarix hispida"
 ]
}

 The dataset includes 489 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069297-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx653s
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cephalanthera longifolia",
 "Year 1970-2000"
 ]
}

 The dataset includes 84 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069299-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14345177
title: San Diego County: Active/Closed Business Listing
DOI: 10.5281/zenodo.18097123
title: Research Data (Aquaculture)
DOI: 10.5281/zenodo.18097124
title: Research Data (Aquaculture)
DOI: 10.6084/m9.figshare.30971770
title: Supplementary Material for: Influence of SGLT2i on renal progression in CKD patients: A multicenter real-world study in China

description: Introduction: Although large randomized control trials have established the renal benefits of sodium–glucose cotransporter-2 inhibitors (SGLT2i) in chronic kidney disease (CKD), real-world evidence in Chinese CKD populations remains scarce. Here we report a multicenter real-world retrospective cohort study of SGLT2i use in hospitalized CKD patients in China.
Methods: We enrolled 155,053 adults with CKD from the China Renal Data System (CRDS) databases (January 2002-January 2023). We included patients treated with SGLT2i for at least 3 months. SGLT2i users and nonusers were matched (1:2) using propensity score matching (PSM). The main outcomes included renal, safety, and clinical outcomes. Renal outcomes included the first occurrence of CKD progression, end-stage kidney disease (ESKD), or composite outcomes. Multivariable Cox regression models and cumulative incidence were estimated post-PSM. 
Results: Overall, the core analysis included 1477 SGLT2i users and 2674 nonusers. The progression of CKD (HR 0.81, 95% confidence interval [CI] 0.69-0.95, P &lt; 0.01), incidence of ESKD (HR 0.26, 95% CI 0.18-0.37, P &lt; 0.001), and composite renal outcome (HR 0.68, 95% CI 0.59-0.77, P &lt; 0.001) were significantly lower in the SGLT2i group compared to the non-SGLT2i group. Additionally, the SGLT2i group experienced lower rates of heart failure, stroke, transient ischemic attack, severe hypoglycemia, and urinary tract infection, but a higher risk of acute pancreatitis compared to the non-SGLT2i group. Additionally, eGFR remains better preserved over 3 years in CKD patients treated with SGLT2i.
Conclusion: These findings suggest that SGLT2i offers substantial renal and cardiovascular benefits for Chinese CKD patients.
DOI: 10.6084/m9.figshare.30971770.v1
title: Supplementary Material for: Influence of SGLT2i on renal progression in CKD patients: A multicenter real-world study in China

description: Introduction: Although large randomized control trials have established the renal benefits of sodium–glucose cotransporter-2 inhibitors (SGLT2i) in chronic kidney disease (CKD), real-world evidence in Chinese CKD populations remains scarce. Here we report a multicenter real-world retrospective cohort study of SGLT2i use in hospitalized CKD patients in China.
Methods: We enrolled 155,053 adults with CKD from the China Renal Data System (CRDS) databases (January 2002-January 2023). We included patients treated with SGLT2i for at least 3 months. SGLT2i users and nonusers were matched (1:2) using propensity score matching (PSM). The main outcomes included renal, safety, and clinical outcomes. Renal outcomes included the first occurrence of CKD progression, end-stage kidney disease (ESKD), or composite outcomes. Multivariable Cox regression models and cumulative incidence were estimated post-PSM. 
Results: Overall, the core analysis included 1477 SGLT2i users and 2674 nonusers. The progression of CKD (HR 0.81, 95% confidence interval [CI] 0.69-0.95, P &lt; 0.01), incidence of ESKD (HR 0.26, 95% CI 0.18-0.37, P &lt; 0.001), and composite renal outcome (HR 0.68, 95% CI 0.59-0.77, P &lt; 0.001) were significantly lower in the SGLT2i group compared to the non-SGLT2i group. Additionally, the SGLT2i group experienced lower rates of heart failure, stroke, transient ischemic attack, severe hypoglycemia, and urinary tract infection, but a higher risk of acute pancreatitis compared to the non-SGLT2i group. Additionally, eGFR remains better preserved over 3 years in CKD patients treated with SGLT2i.
Conclusion: These findings suggest that SGLT2i offers substantial renal and cardiovascular benefits for Chinese CKD patients.
DOI: 10.15468/dl.3wbj54
title: Occurrence Download

description: A dataset containing 47774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-64.96299 70.55306,-62.94642 84.5346,-96.82477 83.72797,-161.22049 72.84012,-172.83927 57.16868,-138.29981 45.111,-99.24466 12.87919,-72.84736 24.68133,-46.12417 52.49045,-64.96299 70.55306))",
 "HasGeospatialIssue is false",
 "TaxonKey is Popillia japonica"
 ]
}

 The dataset includes 47774 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069300-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17883961
title: Notas de leitura do processo "Edifício da Junta de Freguesia do Bunheiro [1981]"

description: Notas de leitura do processo "Edifício da Junta de Freguesia do Bunheiro [1981]" existente no Arquivo Municipal da Murtosa.

Registo efetuado em junho de 2024 no âmbito do projeto de investigação ReARQ.IB – Built Environment Knowledge for Resilient, Sustainable Communities: Understanding Everyday Modern Architecture and Urban Design in the Iberian Peninsula (1939-1985) (ERC GA949686) e publicado online emhttps://arquitecturaaqui.eu/pt/documentacao/processos/43761/edificio-da-junta-de-freguesia-do-bunheiro-1981.

Dados exportados da plataforma Arquitectura Aqui (https://arquitecturaaqui.eu), repositório do referido projeto, em dezembro de 2025.
DOI: 10.5281/zenodo.18097170
title: Informational Entropic Gravity (IEG) Simulation Dataset Supporting Figures 2, 3 and 4

description: This repository contains the computational scripts and plotting routines used to generate Figures 2–4 of the manuscript Informational Entropic Gravity (IEG). The archive provides a reproducible computational record supporting the graphical results presented in the paper.

The dataset includes Python scripts that implement the parameterised relationships underlying each figure, along with configuration choices required to reproduce the visualisations exactly. Figures 2–4 illustrate key aspects of the IEG framework, including (i) the normalised gravitational coupling surface as a function of informational coding parameters, (ii) the dependence of the informational length scale on screen-coding efficiency, and (iii) comparative collapse-tempo behaviour across representative physical scales.

All scripts are intentionally written without embedded figure numbering, allowing figure indices and captions to be handled exclusively by the journal typesetting system. The code is structured for clarity and transparency rather than optimisation and is intended to support computational reproducibility, methodological inspection, and future extension of the presented models.

This repository is provided to enable independent verification of the figures and to support reproducible research practices in theoretical and informational cosmology.
DOI: 10.5281/zenodo.17883960
title: Notas de leitura do processo "Edifício da Junta de Freguesia do Bunheiro [1981]"

description: Notas de leitura do processo "Edifício da Junta de Freguesia do Bunheiro [1981]" existente no Arquivo Municipal da Murtosa.

Registo efetuado em junho de 2024 no âmbito do projeto de investigação ReARQ.IB – Built Environment Knowledge for Resilient, Sustainable Communities: Understanding Everyday Modern Architecture and Urban Design in the Iberian Peninsula (1939-1985) (ERC GA949686) e publicado online emhttps://arquitecturaaqui.eu/pt/documentacao/processos/43761/edificio-da-junta-de-freguesia-do-bunheiro-1981.

Dados exportados da plataforma Arquitectura Aqui (https://arquitecturaaqui.eu), repositório do referido projeto, em dezembro de 2025.
DOI: 10.5281/zenodo.18097169
title: Informational Entropic Gravity (IEG) Simulation Dataset Supporting Figures 2, 3 and 4

description: This repository contains the computational scripts and plotting routines used to generate Figures 2–4 of the manuscript Informational Entropic Gravity (IEG). The archive provides a reproducible computational record supporting the graphical results presented in the paper.

The dataset includes Python scripts that implement the parameterised relationships underlying each figure, along with configuration choices required to reproduce the visualisations exactly. Figures 2–4 illustrate key aspects of the IEG framework, including (i) the normalised gravitational coupling surface as a function of informational coding parameters, (ii) the dependence of the informational length scale on screen-coding efficiency, and (iii) comparative collapse-tempo behaviour across representative physical scales.

All scripts are intentionally written without embedded figure numbering, allowing figure indices and captions to be handled exclusively by the journal typesetting system. The code is structured for clarity and transparency rather than optimisation and is intended to support computational reproducibility, methodological inspection, and future extension of the presented models.

This repository is provided to enable independent verification of the figures and to support reproducible research practices in theoretical and informational cosmology.
DOI: 10.5281/zenodo.18084803
title: European Parliament Speeches 2002-2022

description: This dataset contains the 137,844 speeches given in the European Parliament between September 2002 and December 2022, covering five election periods. 

The speeches in the dataset are segmented into 474,545 paragraphs, with each line containing one paragraph. Each line in the dataset contains: 



speech_paragraph - The id of the speech and the number of the paragraphs. 

date - The date as YYYY-MM-DD

text_en - The paragraph text

hf_sentiment - Sentiment of the paragraph as {POSITIVE, NEGATIVE} determined by https://huggingface.co/siebert/sentiment-roberta-large-english

tb_sentiment - Sentiment polarity of the paragraph as determined by https://textblob.readthedocs.io/en/dev/quickstart.html#sentiment-analysis. The polarity is mapped to {VERY NEGATIVE, POSITIVE, NEURTAL, NEGATIVE, VERY NEGATIVE} at thresholds +-0.2 and +-0.6. 


The speeches are extracted from the European Parliament's ``Verbatim Report of Proceedings'', which are released for each day at http://redmapl3.europarl.europa.eu/RedmapFront/media/reds_iPlCre_Sit/. The proceedings were extracted from the .xml files. All non-English speeches were translated to English using the deepl.com API.
DOI: 10.5281/zenodo.18084804
title: European Parliament Speeches 2002-2022

description: This dataset contains the 137,844 speeches given in the European Parliament between September 2002 and December 2022, covering five election periods. 

The speeches in the dataset are segmented into 474,545 paragraphs, with each line containing one paragraph. Each line in the dataset contains: 



speech_paragraph - The id of the speech and the number of the paragraphs. 

date - The date as YYYY-MM-DD

text_en - The paragraph text

hf_sentiment - Sentiment of the paragraph as {POSITIVE, NEGATIVE} determined by https://huggingface.co/siebert/sentiment-roberta-large-english

tb_sentiment - Sentiment polarity of the paragraph as determined by https://textblob.readthedocs.io/en/dev/quickstart.html#sentiment-analysis. The polarity is mapped to {VERY NEGATIVE, POSITIVE, NEURTAL, NEGATIVE, VERY NEGATIVE} at thresholds +-0.2 and +-0.6. 


The speeches are extracted from the European Parliament's ``Verbatim Report of Proceedings'', which are released for each day at http://redmapl3.europarl.europa.eu/RedmapFront/media/reds_iPlCre_Sit/. The proceedings were extracted from the .xml files. All non-English speeches were translated to English using the deepl.com API.
DOI: 10.5281/zenodo.18096639
title: ResStock-based synthetic residential load dataset for Ukraine

description: Filtered_EULPs_Metadata_ResStock2024_2_Baseline.csvMetadata for the 4,435 ResStock 2024 Release 2 end-use load profiles (EULPs) that passed the Ukrainian climate, building-type, and appliance filters. Includes building IDs, structural attributes, heating fuel, and annual electricity consumption used as inputs to the weighting and segmentation procedure.

EULP_Weights.xlsxSegment–EULP weighting results for all 19 Ukrainian residential segments. For each segment, the file lists the matched ResStock EULPs, their non-negative weights, dominance classification, and basic diagnostics used in the calibration.

ARPLs(Segments)_Hourly_Load.csvSegment-level archetypal residential load profiles (ARLPs) in hourly resolution for all 19 Ukrainian segments. Contains time series of average per-household load, constructed by applying the calibrated weights to the underlying ResStock EULPs interval data.

Filtered_EULPs_Hourly_Load.csvResStock EULPs interval data for the 4,435 ResStock 2024 Release 2 end-use load profiles (EULPs) that passed the Ukrainian climate, building-type, and appliance filters.
DOI: 10.5281/zenodo.18096640
title: ResStock-based synthetic residential load dataset for Ukraine

description: Filtered_EULPs_Metadata_ResStock2024_2_Baseline.csvMetadata for the 4,435 ResStock 2024 Release 2 end-use load profiles (EULPs) that passed the Ukrainian climate, building-type, and appliance filters. Includes building IDs, structural attributes, heating fuel, and annual electricity consumption used as inputs to the weighting and segmentation procedure.

EULP_Weights.xlsxSegment–EULP weighting results for all 19 Ukrainian residential segments. For each segment, the file lists the matched ResStock EULPs, their non-negative weights, dominance classification, and basic diagnostics used in the calibration.

ARPLs(Segments)_Hourly_Load.csvSegment-level archetypal residential load profiles (ARLPs) in hourly resolution for all 19 Ukrainian segments. Contains time series of average per-household load, constructed by applying the calibrated weights to the underlying ResStock EULPs interval data.

Filtered_EULPs_Hourly_Load.csvResStock EULPs interval data for the 4,435 ResStock 2024 Release 2 end-use load profiles (EULPs) that passed the Ukrainian climate, building-type, and appliance filters.
DOI: 10.15468/dl.b53hr6
title: Occurrence Download

description: A dataset listing the 942 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is France",
 "Geometry POLYGON((1.4935 43.60888,1.46273 43.56846,1.50912 43.54509,1.55157 43.565,1.54299 43.60483,1.51365 43.61186,1.4935 43.60888))",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2000-2025"
 ]
}

 The dataset's 942 records were derived from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069295-251120083545085/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.30971752
title: <b>Digital Marketing Strategies for Sustainable Food and Beverage Brands: A Bibliometric Systematic Literature Review</b>

description: This research uncovers emerging research streams and highlights the overlooked nuances of SDM in Food and Beverage brands.
DOI: 10.6084/m9.figshare.30971752.v1
title: <b>Digital Marketing Strategies for Sustainable Food and Beverage Brands: A Bibliometric Systematic Literature Review</b>

description: This research uncovers emerging research streams and highlights the overlooked nuances of SDM in Food and Beverage brands.
DOI: 10.5281/zenodo.18097305
title: Replication material for paper "Bernauer, McGrath (2016): Simple reframing unlikely to boost public support for climate policy. Nature Climate Change. DOI: 10.1038/nclimate2948"

description: Replication material for paper "Bernauer, McGrath (2016): Simple reframing unlikely to boost public support for climate policy. Nature Climate Change. DOI: 10.1038/nclimate2948"
DOI: 10.5281/zenodo.18097304
title: Replication material for paper "Bernauer, McGrath (2016): Simple reframing unlikely to boost public support for climate policy. Nature Climate Change. DOI: 10.1038/nclimate2948"

description: Replication material for paper "Bernauer, McGrath (2016): Simple reframing unlikely to boost public support for climate policy. Nature Climate Change. DOI: 10.1038/nclimate2948"