cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/24vbg29y48.1
title: ‘Greening’ the GDP: A New International Database on Green GDP 1970-2019

description: This paper presents an updated and unique database of Green GDP indicators across countries and time that will allow many stakeholders to address a rich set of questions and relevant issues in green topics and development economics. It should enable governments, economic or environmental analysts and researchers to compare the level of socio-economic development and the structure of the environmental factors within the economic position of a specific country with other countries in the region or countries. Produced on the background of standard methodological algorithm, i.e. statistical approach of calculation, commonly used variables, and unbiased comparability with the GDP measurement, this database provides accurate information complementary to existing globally important databases, as it assures cross-country comparison and broad country coverage. The database also provides an extensive time series on Green GDP dynamics, as this information has not been previously easily available on cross-county scale for such an extended period. The new database currently covers 160 countries (ranging from underdeveloped to developed countries) on a yearly basis, and is presented in nominal value, hence could be easily transformed to its real values. Taken together, the database can thus provide a complete picture of the aggregated state of green economy aspirations. The implementation of this measurement framework is not influenced by the statistical capacity of a country, therefore, could be promoted to a standard statistical position that is a reliable, cost effective and resource efficient way of guiding sustainability issues across a diversity of economic and social policies. In that way, it becomes a consistent and easily accessible database. The originality of this database arises from the fact it bridged the research gap in economics, by developing a secure and dynamic dataset for Green GDP data storage, and by providing a facility for efficient processing of sustainability issues, as the accessibility of ‘green information’ will be no longer a problem.
DOI: 10.17632/9tb7k297ff.1
title: Banana Leaf Spot Diseases (BananaLSD) Dataset for Classification of Banana Leaf Diseases Using Machine Learning

description: * Banana leaves are susceptible to several diseases, which have a significant impact on their yield. These diseases can cause damage to banana plants, resulting in reduced fruit production, stunted growth, and even plant death. As a result, affected plants are often unable to produce marketable fruit, leading to economic losses for banana farmers and potentially affecting the overall global banana supply.
* The dataset contains images of 3 prominent banana leaf spot diseases: (a) Sigatoka  (b) Cordana and (c) Pestalotiopsis. It also contains images of healthy leaves.
* The dataset is split into 2 sets: (a) Original Set and (b) Augmented Set.
* The raw set contains 937 RGB images of four classes in JPG format. 
* The augmented set contains 400 images for each class, totalling 1600 images. The following augmentation operations are performed: gaussian blur, horizontal flip, crop, linear contrast, shear, translate, and rotate shear.
All images have a standard resolution of 224 x 224 pixels. 
* All images are captured using smartphone camera from banana fields of Bangabandhu Sheikh Mujibur Rahman Agricultural University, Bangladesh and adjacent banana fields during June 2021. Three smartphone cameras were used to collect the data. All images are labelled accordingly by a plant pathologist.
DOI: 10.17632/jmd69fbd94.1
title: Physico-chemical characterization of a panel of cross-linked polyester implants

description: This dataset describes the physico-chemical properties of four distinct aliphatic polyesters functionalized with pendant allyl groups as well as corresponding cross-linked disc-shaped implants including the loading and in vitro release of the anti-viral drug tenofovir alafenamide. This data builds on previously published work loading cross-linked valerolactone-based implants with paclitaxel (doi: 10.1016/j.ejps.2021.105808).
DOI: 10.5281/zenodo.11373488
title: Sentinel-1 snow depth assimilation to improve river discharge estimates in the western European Alps

description: This data set contains model output presented in the following paper:  I. Brangers, H. Lievens, A. Getirana, and G. J. M. De Lannoy. (2024). Sentinel-1 snow depth assimilation to improve river discharge estimates in the western European Alps. Water Resources Research. Under review.

The model simulations were carried out in NASA's Land Information System (LIS), using the NoahMP v3.6 land surface model, forced with ERA5. The land surface model was coupled to the HyMAP routing algorithm to produce streamflow estimates. The data contains model results for the western European Alps for the period of 2015-2021 for two seperate cases. 1) The OL run: model run without assimilation of external observations; and 2) DA run:  model run with the assimilation of Sentinel-1 snow depth observations.

 

The zip-folders contain netcdf files for each day of the simulation period, for 1) the river discharge (_ROUTING), 

2) land surface model variables such as snow depth and SWE (_SURFACEMODEL_yyyy) grouped per year, and 3) variables related to the data assimilation such as the spread and innovations (_EnKF).
DOI: 10.5281/zenodo.13379740
title: An open access dataset of reported Dengue outbreaks in Italy

description: Italian Dengue data

Sito dell'Istituto Superiore di Sanità - Sistema nazionale di sorveglianza delle arbovirosi: i bollettini periodici

Arboviral diseases are caused by viral agents carried by arthropod insects, such as mosquitoes, ticks and phlebotomas, through their bite or sting. Currently, more than 100 viruses associated with arboviruses have been identified that are capable of causing disorders in human health. The majority of these viruses belong to families and groups such as the Togaviridae (Alphavirus), the Flaviridae (Flavivirus) and the Bunyaviridae (Bunyavirus and Phlebovirus). In Italy, arboviral infections may arise from both imported and autochthonous cases and may present with diverse clinical symptoms. Surveillance of arboviruses is coordinated by the Istituto Superiore di Sanità (ISS) and, in the case of West Nile and Usutu virus surveillance, by the Istituto Zooprofilattico dell'Abruzzo e del Molise (Izs-AM), in collaboration with the Ministry of Health, which periodically publishes Surveillance and Response Plans to ensure early detection of cases and to reduce any spread as far as possible. Epidemiological surveillance is regulated by the "National Plan for Prevention, Surveillance and Response to Arboviruses (PNA) 2020-2025".

In order to inform citizens and make the collected data available, which is only useful for communication and information purposes, the following information is made available under the CC-BY-4.0 licence

- National evolution data- Regional data- Summary bulletins

Repository structure```dengue/│├── */│   ├── bulletins/│   │   ├── Dengue_*.pdf│   │   ├── ...│   ├── surveillance/│   │   ├── 2023/│   │   │   ├── dengue-ita-*.csv│   │   │   ├── dengue-ita-age-*.csv│   │   │   ├── dengue-ita-location-exposure-*.csv│   │   │   ├── dengue-ita-regions-*.csv│   │   ├── ...│   │   │   ├── ...│   ├── dengue-ita-summary-cases.csv│   ├── dengue-ita-summary-cases-regions.csv

```

Data structure

- Evoulution data about Dengue Italy (IT)

Example of data use

Direct download (CSV): https://raw.githubusercontent.com/fbranda/dengue/main/surveillance/dengue-ita-2023.csv

Python (requires `pandas`):```pythonimport pandas as pddf = pd.read_csv("https://raw.githubusercontent.com/fbranda/dengue/main/surveillance/dengue-ita-2023.csv")```

R (requires `httr`):```rlibrary(httr)df <- read.csv(text=content(GET("https://raw.githubusercontent.com/fbranda/dengue/main/surveillance/dengue-ita-2023.csv")))```
DOI: 10.5281/zenodo.13667151
title: Inferring allele-specific copy number aberrations and tumor phylogeography from spatially resolved transcriptomics (output data)

description: This contains the output results of CalicoST (inferred CNAs and cancer clones), results of comparison methods, and CNAs inferred from WES data of 13 samples across four cancer types.

In this updated version, we also included the simulated data and the results from CalicoST and other methods in CalicoST_simulation_deposit.zip. README contains the details of deposited files.
DOI: 10.5281/zenodo.13942097
title: Source Data
DOI: 10.5281/zenodo.14025624
title: Data and code for "Optimizing cover crop practices as a sustainable solution for global agroecosystem services"

description: Data and code for "Optimizing cover crop practices as a sustainable solution for global agroecosystem services" (Qiu et al. 2025), including source data, R scripts, and output results.
DOI: 10.5281/zenodo.8260600
title: Dataset of MCF-NET

description: Dataset in "Multiple-condition fusion network for characterizing complex subsurface structures".
DOI: 10.6084/m9.figshare.27427317
title: Supplementary Material for: A case of IgG4-related disease manifesting as extensive abdominal periarteritis and membranous nephropathy, successfully controlled with low-dose steroid therapy without relapse or complications

description: IgG4-related disease (IgG4-RD) is an immune-mediated fibroinflammatory disease that can affect nearly every organ system, including blood vessels and the kidney. IgG4-related vascular lesions mainly involve the aorta, and the dominant renal manifestation is tubulointerstitial nephritis (TIN). Here, we report a case of IgG4-RD demonstrating extensive abdominal periarteritis and membranous nephropathy (MN). The patient was a 71-year-old man with peptic ulcer who developed nephrotic syndrome, with a low serum albumin level (1.8 g/dL), massive urinary protein (6.1 g/day), and high serum IgG4 level (435 mg/dL). Computed tomography images revealed soft tissue mass around the medium-sized abdominal arteries. Renal pathological findings showed MN and focal infiltration of numerous IgG4-positive cells in the interstitium. The findings of high serum IgG4 levels, periarteritis, and focal inflammation with rich IgG4-positive plasma cells led to the diagnosis of IgG4-RD. We chose low-dose steroid therapy to prevent the recurrence of the peptic ulcer and aneurysm formation in the affected arteries, which can occur with medium to high doses of prednisolone. We successfully controlled IgG4-related periarteritis and kidney disease without relapse or complications. The varied clinical manifestations of IgG4-RD sometimes make the diagnosis challenging. However, clinicians should diagnose IgG4-RD based on serological, radiological, and pathological evaluations because, without appropriate therapy, IgG4-RD can lead to irreversible organ failure caused by swelling, obstruction, or fibrosis of the organs.
DOI: 10.6084/m9.figshare.27965796
title: Supplementary Material for: Racial Discrimination and Multiple Health Outcomes: An Umbrella Review of Systematic Reviews and Meta-Analyses

description: Objective: We aimed to systematically investigate the associations between racial discrimination and various health outcomes and to evaluate the certainty of evidence from existing meta-analyses of observational studies. Method: We systemically searched the associations between racial discrimination and health outcomes for PubMed/MEDLINE, Embase, WoS, and Google Scholar up until January 31, 2024. Notably, the included studies were predominantly conducted in the United States and Europe, limiting the generalizability of our findings to a global context. Results: Eight meta-analyses of observational studies involving over 1 million individuals were included, describing 15 potential health outcomes related to racial discrimination. The quality assessment revealed that most included meta-analyses were of low quality. For oncological health outcomes, significant associations were found with the mortality of hepatocellular carcinoma (HCC); Black patients had a higher risk, while Asian patients had a lower risk when compared to White patients. In addition, Black patients with disparities on the cancer care continuum are a protective factor for early-stage HCC diagnosis. For gastroenterological health outcomes, Hispanic patients with nonalcoholic fatty liver disease and Black patients with socioeconomic status/differential access to health care, compared to white patients (reference) showed significant associations. For mental health outcomes, racial discriminations were significantly associated with increased odds of psychotic experiences, suicidal ideation, and suicidal attempts. Numerous significant associations were from weak to suggestive evidence levels, indicating variability in the evidence. Conclusion: Despite the complexity of measuring its impact, racial discrimination shows a profound influence across clinical areas, including an unexpected protective association in early-stage hepatocellular carcinoma diagnosis among Black patients.
DOI: 10.6096/5004
title: RL05 GSM monthly coefficients

description: CNES/GRGS RL05 monthly gravity solutions (spherical harmonic coefficients)
DOI: 10.21986/caidadata.ark-itdk
title: CAIDA UCSD Macroscopic Internet Topology Data Kits (ITDK)

description: This dataset contains data about connectivity and routing gathered from a large cross-section of the global Internet. This dataset is useful for studying the topology of the Internet at the router level, among other uses.
DOI: 10.5281/zenodo.7818324
title: Hungarian News Media Corpus

description: <strong>Content</strong> HTML files scraped from selected online news outlets in Hungary. 24.hu 444.hu atlatszo.hu hvg.hu index.hu magyarhirlap.hu magyarnemzet.hu nol.hu nepszava.hu origo.hu <strong>Access</strong> The data can only be used for scientific research (see below). To access the data, fill in a data request form. There is no fee for the data access. Once your project is approved, you will receive a temporary download link. <strong>License</strong> Reproduction is permitted by paragraph 35/A of the Copyright Act of Hungary, which allows storage of copyrighted works for text analysis in the pursuit of scientific research. You are not allowed to make the data public or share with anyone else.
DOI: 10.5281/zenodo.13326012
title: Data for "Fast ground-to-air transition with avian-inspired multifunctional legs"
DOI: 10.18112/openneuro.ds002739.v1.0.0
title: Simultaneous EEG-fMRI - Confidence in perceptual decisions
DOI: 10.21227/3yte-wz05
title: A Dataset of Arterial Pulse Pressure Waveforms from Wearable Cardiovascular Monitoring Sensors

description: Solving continuous non-invasive blood pressure monitoring with wearable sensors has the potential to reform hypertension diagnosis and management. This approach has proven to be non-trivial and many cardiovascular sensing modalities have fallen short of accomplishing the task. This dataset consists of synchronized data from a reference blood pressure device along with several wearable sensor types: PPG, applanation tonometry, and millimeter-wave radar. Data collection was conducted under set protocol with subjects at rest. 115 study subjects were included (age range 20-67 years), resulting in over 19 hours of data acquired. Potential uses include assessing wearable sensor signal quality and morphology, testing new hypotheses, or extracting cardiovascular health monitoring metrics.
DOI: 10.5281/zenodo.10689053
title: Death anxiety scale (DAS) / database

description: Este material forma parte del artículo: "Death anxiety scale (DAS): internal Structure and factorial invariance in Peruvian adults", afiliación del primer autor: Universidad César Vallejo.
DOI: 10.5281/zenodo.11110398
title: Udmurt spatial cases dataset

description: This is a dataset and accompanying R code for studying the variation between the two source cases (elative and egressive) and goal cases (illative and terminative). The data folder include four files including data for analysing the effect of properties of the Landmark and the associated verb form on the choice between the source and goal cases. The script folder contains four R markdown files, which contain the code to analyse the four data files.

The data set is manually annotated for various variables that are hypotethised to affect the choice between the pairs of cases. Not all the variables are used in the analysis presented. 

In V2.0 the R code is heavily changed. Only the code in files R_goal3 and R_source3 should be used in analysis. The data files are the same in both versions, but in V2.0 they have been checked and some minor mistakes have been fixed. Therefore, only the data files in the new version should be used if replicationg the analysis represented by the code in files R_goal3 and R_source3.

The author of this dataset is Riku Erkkilä and it is published under CC-BY-NC-ND licence. If used in a publication, please refer to this publication as well as mention the original source:

Arkhangelskiy, Timofey 2018: Udmurt corpus. http://udmurt.web-corpora.net/index.html.

The R packages used in the analysis are:Hothorn, Torsten; Hornik, Kurt; Strobl, Carolin & Zeileis, Achim 2023: Party 1.3-13. https://CRAN.R-project.org/package=party.Wickham, Hadley 2023: Tidyverse 2.0.0. https://CRAN.R-project.org/package=tidyverse.
DOI: 10.5281/zenodo.12191803
title: Death anxiety scale (DAS): internal structure and factorial invariance in Peruvian adults

description: Este material forma parte del artículo: "Death anxiety scale (DAS): internal Structure and factorial invariance in Peruvian adults", afiliación del primer autor: Universidad César Vallejo.
DOI: 10.5281/zenodo.13913996
title: Data from: In the mix: Patterns of warthog herding behaviour in single and mixed-species herds

description: Warthogs occur in single- and mixed-species herds, however, the frequency at which they form each herd type, their most common heterospecific herd mates, and the position of warthogs within mixed-species herds is largely unknown. To address this, we observed warthog herding patterns and found them in mixed-species herds ~50% of the time, and that impala were their most common heterospecific herd mate. There was no significant difference in the number of warthogs between herd types, however, total herd size of mixed-species herds was significantly larger single-species herds. Finally, warthogs most commonly positioned themselves such that they were surrounded by heterospecifics by 180 degrees.
DOI: 10.5281/zenodo.14001652
title: The streamflow and water quality data for two catchments in the Bavarian Forest National Park, Germany

description: This dataset was used in a study to support modeling simulations of catchment runoff and nitrogen export in streams following forest dieback caused by bark beetles.

Große Ohe data were provided by the Bavarian Environment Agency (LFU) (https://www.lfu.bayern.de/wasser/gewaesserqualitaet_fluesse/messnetze/index.htm).The data are available from the Gewässerkundlicher Dienst:For runoff:https://www.gkd.bayern.de/en/rivers/discharge/passau/taferlruck-17413000For runoff chemistry:https://www.gkd.bayern.de/de/fluesse/chemie/passau/taferlruck-messstation-11801/gesamtzeitraum

Forellenbach data were provided by the Federal Environment Agency (UBA).The Forellenbach catchment is part of the Integrated Monitoring Programme under the UNECE Convention on Long-Range Transboundary Air Pollution (1979). https://www.umweltbundesamt.de/themen/luft/messenbeobachtenueberwachen/medienuebergreifendes-monitoring-in-der#icp-integrated-monitoring

The main runoff and runoff chemistry data used in the study are shown in the file, and please see original data sources for more information.
DOI: 10.5281/zenodo.8005771
title: Dataset and model weights for ImageGrains

description: Dataset and model weights for ImageGrains (https://github.com/dmair1989/imagegrains), a software library for segmenting and measuring of sedimentary particles in images. Some images that are used are from the dataset of https://doi.org/10.5281/zenodo.5240906.
DOI: 10.6084/m9.figshare.25376725
title: Data for "Estimation of recovery efficiency in high-temperature aquifer thermal energy storage considering buoyancy flow."

description: Data for "Estimation of recovery efficiency in high-temperature aquifer thermal energy storage considering buoyancy flow."
DOI: 10.6084/m9.figshare.27503358
title: Supplementary Material for: Brodalumab is Effective for Psoriasis Patients with Difficult-to-treat Body Regions: Results from an Observational Clinical Study

description: Introduction: Brodalumab, a human monoclonal antibody that selectively inhibits the interleukin (IL)-17 receptor subunit A, has been approved for the treatment of moderate-to-severe plaque psoriasis. The treatment benefit of brodalumab has been clearly demonstrated in multiple clinical studies. However, data on effectiveness for difficult-to-treat body regions, especially in everyday clinical practice, are still limited.
Methods: In this exploratory observational clinical study, psoriasis patients suffering from nail and scalp involvement who received brodalumab during routine clinical care were enrolled at 7 centers in Germany. Patients were observed over 60 weeks. The co-primary endpoints were 75% improvement in Psoriasis Scalp Severity Index (PSSI75) at week 12 and 75% improvement in Nail Psoriasis Severity Index (NAPSI75) at week 24. Secondary endpoints included assessment of general skin and disease outcomes, quality-of-life, and patient satisfaction with treatment.
Results: Eighty-seven patients were included. Mean age was 46.8 years, 70.1% patients were male, and mean body mass index was 28.9 kg/m². The co-primary endpoints were achieved by more than 90% of patients who met criteria for effectiveness analyses (n=62): 93.6% of patients achieved PSSI75 at week 12 and 90.3% of patients achieved NAPSI75 at week 24. Median body surface area involvement improved from 14% at baseline to 1.5% and 1% at weeks 12 and 24, respectively. Median Dermatology Life Quality Index scores improved from 16 at baseline to 2 and 1 at weeks 12 and 24, respectively. Improvements were maintained in the majority of patients throughout the 60-week study. Brodalumab was well tolerated and patients were highly satisfied with treatment. 
Conclusion: Outcomes assessed in this study, including assessments of scalp and nail symptoms, improved following initiation of brodalumab therapy. This study of psoriasis patients in a real-world setting supports the long-term clinical effectiveness of brodalumab on difficult-to-treat body regions.
DOI: 10.7796/indepth.et042.cmd2016.v1
title: Harar Urban HDSS INDEPTH Core Dataset 2012-2016 (Release 2018)