cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15496413
title: Lego Road image for Drone

description: Description:







This folder contains three distinct types of images representing various movements: forward, left, and right. Our task involves reading these images into a digital array, which will enable us to analyze and predict the next action of the drone. Lego Road image for Drone

 







Download Dataset

 









Here’s a detailed breakdown of the process:





Image Categorization:



Forward Movement: These images depict scenarios where the drone needs to move straight ahead.

Left Movement: These images illustrate situations where the drone needs to turn or move to the left.

Right Movement: These images show instances where the drone should turn or move to the right.





Image Preprocessing:



Reading Images: Use an appropriate library to read and load the images from the folder into a digital format.

Resizing and Normalizing: Standardize the size of the images and normalize the pixel values to ensure consistent input for the analysis model.

Labeling: Assign labels to each image based on its movement category (forward, left, right).





Data Storage:



Store the preprocessed images in a digital array, with each image associated with its respective label. This array will serve as the dataset for further analysis.





Analysis and Prediction:



Feature Extraction: Extract relevant features from the images, such as edges, shapes, and textures, which are indicative of the movement type.

Model Training: Use machine learning algorithms to train a predictive model on the labeled dataset. This model will learn to recognize patterns corresponding to each movement type.

Prediction: Utilize the trained model to analyze new images and predict the drone’s next action based on the detected patterns.





Applications:



Real-Time Navigation: Implement the predictive model in the drone’s navigation system to enable real-time decision-making based on visual inputs.

Autonomous Operations: Enhance the drone’s autonomous capabilities by integrating the model with other sensors and control systems for seamless movement.




This dataset is sourced from Kaggle.
DOI: 10.48597/z57u-8zvt
title: Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/sy7u-5qnw
title: Measurement of Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/8mfz-tb96
title: Measurement of Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/b7sq-qt9t
title: Measurement of Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/c4zz-zxvx
title: Measurement of Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/ragu-b9v7
title: Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/2uda-2zs8
title: Measurement of Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/hqe6-7zhv
title: Measurement of Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.48597/vcxe-9aqk
title: Measurement of Ozone at Iskrba

description: Measurement of Ozone at Iskrba
DOI: 10.15468/dl.je2nan
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arum idaeum Coustur. & Gand."
 ]
}

 The dataset includes 78 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015453-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35078/4qe7hf
title: Frequency of post-treatment disease after excisional procedure in stage IA1 cervical carcinoma: a retrospective study

description: Research with retrospective data of 64 female patients operated at IFF/Fiocruz with diagnosis of microinvasive carcinoma of the uterine cervix. The frequency and factors associated with residual lesion were verified (en) Pesquisa com dados retrospectivos de 64 pacientes mulheres operadas no IFF/Fiocruz com diagnóstico de carcinoma microinvasor do colo uterino. Foram verificados a frequência e fatores associados à lesão residual (pt) Investigación con datos retrospectivos de 64 pacientes mujeres operadas en el IFF/Fiocruz con diagnóstico de carcinoma microinvasivo de cuello uterino. Se verificó la frecuencia y los factores asociados a la lesión residual (es)
DOI: 10.15468/dl.x8yc8y
title: Occurrence Download

description: A dataset listing the 12424 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 12424 records were derived from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015454-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25408/mandela.29128043
title: Arthropod Communities in Desert Ecosystems of Alula County, Saudi Arabia

description: Arthropod Communities in Desert Ecosystems of Alula County, Saudi ArabiaRuan van Mazijk*, Steven McGregor, Robbert Duker, Carly Butynski, Maurice Schutgens, Miren Schleicher, Max D. Graham, Shauna K. Rees, Abdelsamad Aldabaa, Ahmed H. Mohamed, Sami D. Almalki, Benjamin P. Y.-H. Lee* Corresponding author (email: ruanvmazijk@gmail.com)Data for short communication submitted to Zoology in the Middle EastIn addition to the metadata below, the spreadsheet 'Arthropod study results.xlsx’ contains a metadata sheet.File: ‘Arthropod study results.xlsx’• Raw counts of numbers of individuals, taxonomic identifications and functional groupings for all morphospecies of arthropod collected from pitfall traps in this project.• Each row in this spreadsheet corresponds to one pitfall trap's specimens for a given morphospecies, such that there are multiple rows per pitfall trap.Sub-folder: Arthropod micrographs• This sub-folder contains all micrograph imagery files for arthropod specimens collected from pitfall traps.• Micrographs are arranged in the following folder structure:&gt; [Taxonomic Class] (e.g. ‘Insecta’) &gt; [Taxonomic Order] (e.g. ‘Hymenoptera’) &gt; [Taxonomic Family] (if applicable) (e.g. ‘Formicidae’) &gt; [Morphospecies] (e.g. ‘Formicidae MS 1’) &gt; [Micrograph JPEGS] (e.g. ‘ATW_8_2_a_Insecta_Hymenoptera_Formicidae_n=1.jpeg’)• Micrograph file names contain the following information, separated by underscores: ‘[Habitat type]_[Site no.]_[Pitfall trap no.]_[Micrograph no.]_[Class]_[Order]_[Family (if applicable)]_[No. individuals of a given morphospecies in view].jpeg’
DOI: 10.5281/zenodo.15208144
title: Binary Mixtures of Intelligent Active Brownian Particles with Visual Perception

description: This is supporting data sets for the study "







Binary Mixtures of Intelligent Active Brownian Particles with Visual Perception". 

Exemplary data set is uploaded for most parameters that are presented in the manuscript.
DOI: 10.5281/zenodo.15208145
title: Binary Mixtures of Intelligent Active Brownian Particles with Visual Perception

description: This is supporting data sets for the study "







Binary Mixtures of Intelligent Active Brownian Particles with Visual Perception". 

Exemplary data set is uploaded for most parameters that are presented in the manuscript.
DOI: 10.5281/zenodo.15496401
title: Evaluation Artefacts for LLM@PR: A LLM-driven Petition Ranking Framework

description: This repository contains evaluation artefacts supporting the paper:"LLMPR: A Novel LLM-Driven Transfer Learning based Petition Ranking Model" (submitted to Artificial Intelligence and Law, 2025).

The files include:- Test-set predictions for all models used (LightGBM regressors with embeddings and numeric features)- Bootstrapped 95% confidence intervals for Tolerance-10% accuracy- Duplicate-content validation metrics- A metrics summary table across models

All results are based on the ILDC dataset with its official train/test split. The code used for this evaluation is compatible with Python 3.8+ and scikit-learn, LightGBM, numpy, pandas.

See `README_LLMPR_Artefacts.md` for details and reproduction instructions.
DOI: 10.5281/zenodo.15496402
title: Evaluation Artefacts for LLM@PR: A LLM-driven Petition Ranking Framework

description: This repository contains evaluation artefacts supporting the paper:"LLMPR: A Novel LLM-Driven Transfer Learning based Petition Ranking Model" (submitted to Artificial Intelligence and Law, 2025).

The files include:- Test-set predictions for all models used (LightGBM regressors with embeddings and numeric features)- Bootstrapped 95% confidence intervals for Tolerance-10% accuracy- Duplicate-content validation metrics- A metrics summary table across models

All results are based on the ILDC dataset with its official train/test split. The code used for this evaluation is compatible with Python 3.8+ and scikit-learn, LightGBM, numpy, pandas.

See `README_LLMPR_Artefacts.md` for details and reproduction instructions.
DOI: 10.48597/cgmz-znjh
title: Measurement of Ozone at Krvavec

description: Measurement of Ozone at Krvavec
DOI: 10.48597/kwzc-wxma
title: Measurement of Ozone at Krvavec

description: Measurement of Ozone at Krvavec
DOI: 10.48597/na34-yykx
title: Measurement of Ozone at Krvavec

description: Measurement of Ozone at Krvavec
DOI: 10.5281/zenodo.14186073
title: BALT: Babylonian Administrative and Legal Texts

description: This repository contains automatically lemmatized Babylonian cuneiform texts from the Neo-Babylonian, Persian, and Hellenistic periods (c. 626-93 BCE). More than half of the transliterated texts are legacy data of the late János Everling, who was one of the pioneers in making transliterated cuneiform texts available online. The other texts have been transliterated by Johannes Hackl, Bojana Janković, Michael Jursa, Yuval Levavi, Martina Schmidl, and Caroline Waerzeggers, whom we thank for the permission to publish their texts online. We have converted the transliterations into Oracc atf, and we are naturally responsible for any errors introduced into the transliterations during the conversion. We thank Niek Veldhuis (Berkeley) and Heidi Jauhiainen (Helsinki) for their help at various stages of the project.

The texts have been automatically lemmatized at the Centre of Excellence in Ancient Near Eastern Empires (University of Helsinki), funded by the Research Council of Finland (decision numbers 298647, 330727, and 352747). Linda Leinonen, Matias Sakko, Senja Salmi, and Repekka Uotila assisted in cleaning the data and creating metadata. The texts are also available on Korp (https://www.kielipankki.fi/corpora/, search for "balt"). Korp allows extensive searches on the texts and presents the results as a KWIC concordance list. It also offers statistical information on the search results and enables the user to download them.

During the project, we have created and gathered some basic metadata for all the texts in our corpus. We have used the existing metadata on CDLI (https://cdli.mpiwg-berlin.mpg.de/) as our point of departure. We created new CDLI entries for 976 tablets and updated some 280 existing entries. Some CDLI metadata was created using data from the NaBuCCo project (https://nabucco.acdh.oeaw.ac.at/). We thank Kathleen Abraham, Michael Jursa, and Shai Gordin for giving us access to the NaBuCCo metadata.
DOI: 10.5281/zenodo.15069004
title: Zn-EDTA_simulated_dataset

description: This is an inter-laboratory project conducted within the COST Action CA18202 NECTAR — Network for Equilibria and Chemical Thermodynamics Advanced Research (supported by COST, European Cooperation in Science and Technology, https://www.cost.eu/actions/CA18202/, https://cost-nectar.eu/) and developed by some scientists experts in stability constants estimation.

Simultaneous numerical processing of a set of four simulated H+-ISE titration curves with three software tools dedicated to potentiometric data analysis (BSTAC, HYPERQUAD and SUPERQUAD) was undertaken to assess the stability constants uncertainty attributable to the refining process itself and how, and to what extent intentionally introduced systematic errors propagate to the best estimates of the global stability constants of the metal-ligand complexes. Zn2+/EDTA aqueous solutions were used as test system and the input data were generated by using the critical equilibrium constants recommended by NIST. 

Shared files: 



Datasheets with: data sets generated for this work; details for each simulation; estimated stability constants; stability constants uncertainty

Output files obtained for each simulated condition
DOI: 10.5281/zenodo.15069005
title: Zn-EDTA_simulated_dataset

description: This is an inter-laboratory project conducted within the COST Action CA18202 NECTAR — Network for Equilibria and Chemical Thermodynamics Advanced Research (supported by COST, European Cooperation in Science and Technology, https://www.cost.eu/actions/CA18202/, https://cost-nectar.eu/) and developed by some scientists experts in stability constants estimation.

Simultaneous numerical processing of a set of four simulated H+-ISE titration curves with three software tools dedicated to potentiometric data analysis (BSTAC, HYPERQUAD and SUPERQUAD) was undertaken to assess the stability constants uncertainty attributable to the refining process itself and how, and to what extent intentionally introduced systematic errors propagate to the best estimates of the global stability constants of the metal-ligand complexes. Zn2+/EDTA aqueous solutions were used as test system and the input data were generated by using the critical equilibrium constants recommended by NIST. 

Shared files: 



Datasheets with: data sets generated for this work; details for each simulation; estimated stability constants; stability constants uncertainty

Output files obtained for each simulated condition
DOI: 10.5281/zenodo.15496419
title: Zn-EDTA_simulated_dataset

description: This is an inter-laboratory project conducted within the COST Action CA18202 NECTAR — Network for Equilibria and Chemical Thermodynamics Advanced Research (supported by COST, European Cooperation in Science and Technology, https://www.cost.eu/actions/CA18202/, https://cost-nectar.eu/) and developed by some scientists experts in stability constants estimation.

Simultaneous numerical processing of a set of four simulated H+-ISE titration curves with three software tools dedicated to potentiometric data analysis (BSTAC, HYPERQUAD and SUPERQUAD) was undertaken to assess the stability constants uncertainty attributable to the refining process itself and how, and to what extent intentionally introduced systematic errors propagate to the best estimates of the global stability constants of the metal-ligand complexes. Zn2+/EDTA aqueous solutions were used as test system and the input data were generated by using the critical equilibrium constants recommended by NIST. 

Shared files: 



Datasheets with: data sets generated for this work; details for each simulation; estimated stability constants; stability constants uncertainty

Output files obtained for each simulated condition
DOI: 10.21227/nnmw-rv19
title: "Two-Channel Systems for Linearization  of the Microwave Transmission Path"

description: "The problem of linearization of the microwave transmitting path using two-channel approaches is considered. The paper presents transmitter architectures that use two-channel systems with signal separation and addition, which allow for a reduction in the peak factor of the transmitted signal and the level of its out-of-band and in-band distortions. Based on computer simulation modeling, a comparative analysis of two algorithms was carried out: iterative dichotomous reduction of the peak factor and linear amplification using nonlinear components. The influence of non-identity of the characteristics of power amplifiers in channels on the efficiency of the algorithms under consideration in investigated. The main criterion in assessing the quality of the proposed two-channel systems was their energy efficiency."
DOI: 10.6084/m9.figshare.29136137
title: <b>Stress granule assembly impairs macrophage efferocytosis to aggravate allergic rhinitis in mice</b>

description: Cytoplasmic stress granules (SG) assemble in response to stress-induced translational arrest and are key signaling hubs orchestrating cell fate and regulating various physiological and pathological processes. However, the role of SG formation in the progression of allergic diseases is incompletely understood. Here, by analyzing the nasal tissues of allergic rhinitis (AR) mouse models and AR patients, we find that SGs assemble specifically in the macrophages within the nasal mucosa and promote AR progression by restraining the efferocytotic ability of macrophages, ultimately resulting in reduced Mres generation and IL-10 production. Mechanistically, intracellular m<sup>7</sup>G-modified <i>Lrp1</i> mRNA, encoding for a typical efferocytosis receptor, is transported by the m<sup>7</sup>G reader QKI7 into stress-induced SGs, where <i>Lrp1</i> mRNA is sequestered away from the translation machinery, ultimately resulting in reduced macrophage efferocytosis. Therefore, SG assembly impairs macrophage efferocytosis and aggravates AR, and the inhibition of SGs bears considerable potential in the targeted therapy.
DOI: 10.20394/1fr1-ac69
title: Look up for UBDC derived Adzuna salary variables
DOI: 10.34740/kaggle/dsv/11921164
title: Iranian Snack & Chips Detection (YOLO Format)
DOI: 10.48597/uy3y-7yfv
title: Measurement of Ozone at Krvavec

description: Measurement of Ozone at Krvavec
DOI: 10.15468/dl.ruubdy
title: Occurrence Download

description: A dataset containing 78098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Natada nasoni (Grote, 1876), Cameraria castaneaeella (Chambers, 1875), Stigmella macrocarpae (Freeman, 1967) van Nieukerken et al., 2016, Phyllonorycter restrictella (Braun, 1939), Dasychira cinnamomea Grote & Robinson, 1866, Eratoneura harpola (Ross, 1956), Eratoneura adunca (Beamer, 1932), Glossonotus univittatus Harris, Telamona reclivata Fitch, Atymna castaneae Fitch, Ossiannilssonola quadrata (DeLong & Johnson, 1936), Telamona decorata Ball, Cameraria bethunella (Chambers, 1871), Paranthrene simulans (Grote, 1881), Andrena rehni Viereck, 1907, Coleophora leucochrysella Clemens, 1863, Anisota stigma Fabricius, 1775, Alebra aurea (Walsh, 1862), Euchlaena obtusaria (Hübner, 1813), Packardia elegans (Packard, 1864), Scolecocampa liburna Geyer, 1837, Dasychira meridionalis Barnes & McDunnough, 1913, Dyseriocrania griseocapitella Walsingham, 1898, Strangalepta abbreviata (Germar, 1824), Platycotis vittatus Fabricius, Korthalsella japonica (Thunb.) Engl., Taxillus sutchuenensis var. duclouxii (Lecomte) H.S.Kiu, Bretziella fagacearum (Bretz) Z.W.de Beer, Marinc., T.A.Duong & M.J.Wingf., Dryocosmus kuriphilus Yasumatsu, 1951, Curculio davidi L.Fairmaire, 1878, Oligonychus bicolor (Banks, 1894), Taeniodera flavofasciata formosana (Moser, 1910), Dicronocephalus bourgoini Pouillaude, 1914, Euselates tonkinensis formosana Moser, 1910, Cyrestis thyodamas formosana Fruhstorfer, 1898, Coilodera formosana (Moser, 1910), Matsumursine horishanella (Matsumura, 1927), Protaetia elegans (Kometani, 1938), Epitrichius cupreipes (Bourgoin, 1915), Athyma selenophora Kollar, 1848, Syntomoides imaon (Cramer, 1780), Scolia clypeata Sickman, 1894, Grammia phyllira Drury, 1773, Ancylis burgessiana (Zeller, 1875), Eratoneura crinita (Beamer, 1932), Alebra castaneae Hamilton, 1995, Curculio elephas J.C.Fabricius, 1781, Cossus cossus Linnaeus, 1758, Teredus cylindricus (Olivier, 1790), Phloeopora corticalis (Gravenhorst, 1802))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 78098 records from 756 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015455-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1273086.10fu
title: SH1273086.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1273088.10fu
title: SH1273088.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.