cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3g5hhn69vm.1
title: INDIAN STATE ROAD DEVELOPMENT DATA

description: Variables Explained:

Column Name Description
State Name of the Indian state (e.g., Himachal Pradesh).
Year Financial year of reporting (e.g., 2000–01, 2001–02).
Road_Length_km Total length of roads (in kilometers) constructed or developed during the given year.
Habs_Completed Number of habitations (villages or settlements) connected or completed under the road development program in that year.
Cumulative Cumulative number of habitations completed up to that year.
Proportion Fraction or ratio (possibly of habitations completed or roads constructed) relative to the total target or benchmark.
Proportionate_Gains Incremental or relative gains in terms of proportion (perhaps comparing progress over time or between states).
Expenditure_RsCr Total expenditure on road construction or development in crore rupees (₹ crore) for that year.
📊 Nature of Data

Type: Quantitative (Time-series, cross-sectional by state)

Coverage: Multiple financial years (example shown: 2000–01 to 2004–05)

Geographical Scope: Indian States

Possible Source: Rural road schemes like PMGSY (Pradhan Mantri Gram Sadak Yojana) or state-level infrastructure datasets.

🧠 Potential Uses

To analyze state-wise road infrastructure growth.

To study correlation between expenditure and road length constructed.

To evaluate impact on rural connectivity (habitations completed).

To assess temporal trends in infrastructure investment efficiency.
DOI: 10.5281/zenodo.17515476
title: Plate 8.4 Principal Types of Aquifers
title: Tafel 8.4 Haupttypen der Grundwasserleiter
title: Planche 8.4 Principaux types d'aquifères
title: Tavola 8.4 Tipi principali di acquiferi

description: Groundwater is the source of more than 80 % of the water supply of Switzerland. For this reason, an urgent task of both the public and administration is to seek a sustainable exploitation and optimal protection of groundwater resources. An aquifer is a geological formation in which a large amount of groundwater circulates through openings. In Switzerland, it is possible to distinguish roughly between six major types of aquifers. Representative examples are schematically illustrated by means of cross-sections and diagrams on the map page.
description: Der Anteil des Grundwassers an der Wasserversorgung der Schweiz beträgt über 80 %, weshalb eine nachhaltige Nutzung und der Schutz dieser natürlichen Ressource eine vordringliche Aufgabe unserer Gesellschaft ist. Als Grundwasserleiter oder Aquifer bezeichnet man eine geologische Formation, die in ihren Hohlräumen Wasser in nennenswerter Menge aufnehmen und weiterleiten kann. Vereinfacht können in der Schweiz sechs Haupttypen von Aquiferen unterschieden werden. Sie sind mit Fallbeispielen anhand von Profilen und Grafiken auf der Tafel vorgestellt.
description: Les eaux souterraines contribuent pour plus de 80 % à l’alimentation en eau de la Suisse. C’est la raison pour laquelle leur exploitation optimale et leur protection sont une tâche prioritaire des collectivités publiques. On appelle aquifère une formation géologique qui peut contenir et conduire dans ses pores de l’eau souterraine en quantité appréciable. Sommairement, on peut distinguer parmi les gisements d’eau souterraine de Suisse, six types d’aquifères majeurs. Ils sont représentés par des éléments exemplaires dans les coupes et les graphiques de la planche.
description: Le acque sotterranee forniscono l’80 % dell’approvvigionamento idrico della Svizzera. Pertanto, la protezione di queste risorse naturali ed il loro sfruttamento ottimale diventano compiti di primaria importanza per la collettività. Per acquifero si intende una formazione geologica capace di contenere nella sua porosità quantità apprezzabili d’acqua e di permetterne la circolazione sotterranea. Sinteticamente si possono definire per la Svizzera sei principali tipi di acquifero, illustrati e descritti, con profili e grafici, secondo la casistica.
DOI: 10.5281/zenodo.17515477
title: Plate 8.4 Principal Types of Aquifers
title: Tafel 8.4 Haupttypen der Grundwasserleiter
title: Planche 8.4 Principaux types d'aquifères
title: Tavola 8.4 Tipi principali di acquiferi

description: Groundwater is the source of more than 80 % of the water supply of Switzerland. For this reason, an urgent task of both the public and administration is to seek a sustainable exploitation and optimal protection of groundwater resources. An aquifer is a geological formation in which a large amount of groundwater circulates through openings. In Switzerland, it is possible to distinguish roughly between six major types of aquifers. Representative examples are schematically illustrated by means of cross-sections and diagrams on the map page.
description: Der Anteil des Grundwassers an der Wasserversorgung der Schweiz beträgt über 80 %, weshalb eine nachhaltige Nutzung und der Schutz dieser natürlichen Ressource eine vordringliche Aufgabe unserer Gesellschaft ist. Als Grundwasserleiter oder Aquifer bezeichnet man eine geologische Formation, die in ihren Hohlräumen Wasser in nennenswerter Menge aufnehmen und weiterleiten kann. Vereinfacht können in der Schweiz sechs Haupttypen von Aquiferen unterschieden werden. Sie sind mit Fallbeispielen anhand von Profilen und Grafiken auf der Tafel vorgestellt.
description: Les eaux souterraines contribuent pour plus de 80 % à l’alimentation en eau de la Suisse. C’est la raison pour laquelle leur exploitation optimale et leur protection sont une tâche prioritaire des collectivités publiques. On appelle aquifère une formation géologique qui peut contenir et conduire dans ses pores de l’eau souterraine en quantité appréciable. Sommairement, on peut distinguer parmi les gisements d’eau souterraine de Suisse, six types d’aquifères majeurs. Ils sont représentés par des éléments exemplaires dans les coupes et les graphiques de la planche.
description: Le acque sotterranee forniscono l’80 % dell’approvvigionamento idrico della Svizzera. Pertanto, la protezione di queste risorse naturali ed il loro sfruttamento ottimale diventano compiti di primaria importanza per la collettività. Per acquifero si intende una formazione geologica capace di contenere nella sua porosità quantità apprezzabili d’acqua e di permetterne la circolazione sotterranea. Sinteticamente si possono definire per la Svizzera sei principali tipi di acquifero, illustrati e descritti, con profili e grafici, secondo la casistica.
DOI: 10.5281/zenodo.17522565
title: Atmospheric Oxidative Aging and Salt Coating Modulate the Ice Nucleation Activity of Nanoplastics

description: All data in the images is contained within this compressed file. Each image containing data corresponds to an Excel file.
DOI: 10.15468/dl.gjfq6v
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is India",
 "TaxonKey is Isachne himalaica"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017628-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cbdr2
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pulsatilla pratensis hungarica"
 ]
}

 The dataset includes 127 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017626-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/y7xfffjh6z
title: FER2025: A Deep Learning Approach to Facial Emotion Recognition with Gender Classification Using CNN

description: This dataset was developed for a deep learning project focused on facial emotion recognition with gender classification using Convolutional Neural Networks (CNNs). It comprises a total of 7,386 images and 11,253 annotations, collected exclusively from reputable sources offering copyright-free or royalty-free images, such as Unsplash, iStock, Shutterstock, Getty Images etc. These platforms explicitly permit usage for personal and commercial purposes without requiring attribution.

The dataset includes 12 distinct classes, corresponding to six emotion categories (e.g., happy, sad, angry, fear, surprised, sleepy), each labeled separately for male and female subjects, resulting in a total of 12 unique class labels.

To facilitate effective model training and evaluation, the dataset is organized into three subsets:
Training Set: 70% of the data
Validation Set: 20% of the data
Test Set: 10% of the data

The metadata_FER2025.csv file lists each image of a facial emotion with its name, set type (Train/Valid/Test), Class ID, Class Name, and bounding box details (X, Y, Width, Height). It organizes the dataset for efficient object detection model training.

All annotations were carefully curated to ensure compliance with licensing terms and legal usage rights.
DOI: 10.15468/dl.9r47xf
title: Occurrence Download

description: A dataset containing 3412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Specimen, Occurrence evidence)",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "DatasetKey is one of (Occurrence data for native Asian tree species gathered during the APFORGIS project, Tree survey in the tropical forest of Pasoh Forest Reserve, Malaysia from 2016 to 2018, iNaturalist Research-grade Observations, The AAU Herbarium Database, Academy of Natural Sciences of Drexel University, NABU|naturgucker, Pl@ntNet observations, The University and Jepson Herbaria -- Vascular Plants, RSA - California Botanic Garden Herbarium, Indiana University Herbarium, Deam Herbarium)",
 "Geometry POLYGON((90 -10,125 -10,125 35,90 35,90 -10))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dipterocarpaceae",
 "Year 1850-2025"
 ]
}

 The dataset includes 3412 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017627-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/y7xfffjh6z.5
title: FER2025: A Deep Learning Approach to Facial Emotion Recognition with Gender Classification Using CNN

description: This dataset was developed for a deep learning project focused on facial emotion recognition with gender classification using Convolutional Neural Networks (CNNs). It comprises a total of 7,386 images and 11,253 annotations, collected exclusively from reputable sources offering copyright-free or royalty-free images, such as Unsplash, iStock, Shutterstock, Getty Images etc. These platforms explicitly permit usage for personal and commercial purposes without requiring attribution.

The dataset includes 12 distinct classes, corresponding to six emotion categories (e.g., happy, sad, angry, fear, surprised, sleepy), each labeled separately for male and female subjects, resulting in a total of 12 unique class labels.

To facilitate effective model training and evaluation, the dataset is organized into three subsets:
Training Set: 70% of the data
Validation Set: 20% of the data
Test Set: 10% of the data

The metadata_FER2025.csv file lists each image of a facial emotion with its name, set type (Train/Valid/Test), Class ID, Class Name, and bounding box details (X, Y, Width, Height). It organizes the dataset for efficient object detection model training.

All annotations were carefully curated to ensure compliance with licensing terms and legal usage rights.
DOI: 10.15468/dl.zd2nee
title: Occurrence Download

description: A dataset containing 569 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence dataset from the waterbird survey of the middle and lower Huai He floodplain, China"
 ]
}

 The dataset includes 569 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017629-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8jw866px99
title: Data from two experiments investigating mapping effects between stimulus size and vertical responses

description: Here we publish the raw-data sets from two experiments investigating mental associations between physical size and vertical locations by investigating mapping (compatibility) effects between stimulus size and response location in a choice-response task with human participants. The background, methods, and results of our experiments have been described in a manuscript entitled "Associations between physical stimulus size and vertical response locations: Small goes down and large goes up", authored by Peter Wühr and Oliver Lindemann. We have submitted this manuscript for publication in April 2025. Until the manuscript has been published, a copy (preprint) of the manuscript can be obtained from the first author upon request to peter.wuehr@tu-dortmund.de. Here is the abstract from our manuscript: This study investigates the existence and direction of associations between physical stimulus size and vertical response locations. In Experiment 1 participants responded to stimulus size by pressing one of two vertically arranged keys. We orthogonally manipulated the mappings between stimulus size and response-key locations, and between hands and response keys. The results showed a novel compatibility effect between physical stimulus size and vertical response location: Responses to the small stimulus were faster at the lower than at the higher location, whereas responses to the large stimulus were faster at the higher than at the lower location. In Experiment 2 we replicated this compatibility effect in vocal responses, when participants responded to stimulus size by saying location words. In combination with previous findings, the present results suggest that the physical size of visual objects is not only associated with horizontal locations, but also with vertical locations. These associations presumably reflect learned correlations between the size of objects and their extension in both the horizontal and the vertical direction. Moreover, the observation of size-space compatibility effects in vocal responses may indicate that they do not only reflect sensorimotor experiences, but also semantic knowledge, which is expressed in linguistic metaphors.
DOI: 10.17632/8jw866px99.2
title: Data from two experiments investigating mapping effects between stimulus size and vertical responses

description: Here we publish the raw-data sets from two experiments investigating mental associations between physical size and vertical locations by investigating mapping (compatibility) effects between stimulus size and response location in a choice-response task with human participants. The background, methods, and results of our experiments have been described in a manuscript entitled "Associations between physical stimulus size and vertical response locations: Small goes down and large goes up", authored by Peter Wühr and Oliver Lindemann. We have submitted this manuscript for publication in April 2025. Until the manuscript has been published, a copy (preprint) of the manuscript can be obtained from the first author upon request to peter.wuehr@tu-dortmund.de. Here is the abstract from our manuscript: This study investigates the existence and direction of associations between physical stimulus size and vertical response locations. In Experiment 1 participants responded to stimulus size by pressing one of two vertically arranged keys. We orthogonally manipulated the mappings between stimulus size and response-key locations, and between hands and response keys. The results showed a novel compatibility effect between physical stimulus size and vertical response location: Responses to the small stimulus were faster at the lower than at the higher location, whereas responses to the large stimulus were faster at the higher than at the lower location. In Experiment 2 we replicated this compatibility effect in vocal responses, when participants responded to stimulus size by saying location words. In combination with previous findings, the present results suggest that the physical size of visual objects is not only associated with horizontal locations, but also with vertical locations. These associations presumably reflect learned correlations between the size of objects and their extension in both the horizontal and the vertical direction. Moreover, the observation of size-space compatibility effects in vocal responses may indicate that they do not only reflect sensorimotor experiences, but also semantic knowledge, which is expressed in linguistic metaphors.
DOI: 10.17632/xws26wf3zf
title: Light Fe isotopic fingerprints of serpentinite-derived fluids recorded by metasomatized mafic dikes in the subducted oceanic lithosphere

description: Tables S1 provides compiled major element compositions of meta-serpentinites in literatures. Tables S2–S3 are detailed data on major element, trace element, and Fe isotope compositions of the reference materials and studied samples, respectively. Table S4 shows representative major mineral compositions of the (meta-)rodingites. Table S5 summarizes the used parameters for the fluid-rock interaction modelling.
DOI: 10.17632/xws26wf3zf.1
title: Light Fe isotopic fingerprints of serpentinite-derived fluids recorded by metasomatized mafic dikes in the subducted oceanic lithosphere

description: Tables S1 provides compiled major element compositions of meta-serpentinites in literatures. Tables S2–S3 are detailed data on major element, trace element, and Fe isotope compositions of the reference materials and studied samples, respectively. Table S4 shows representative major mineral compositions of the (meta-)rodingites. Table S5 summarizes the used parameters for the fluid-rock interaction modelling.
DOI: 10.17632/6k53m8c9f4
title: supplementary materials for :"Clinical prioritization of adverse events associated with Hedgehog pathway inhibitors in basal cell carcinoma: Insights from the FDA Adverse Event Reporting System"

description: This dataset contains supplementary materials from the article.
DOI: 10.17632/6k53m8c9f4.3
title: supplementary materials for :"Clinical prioritization of adverse events associated with Hedgehog pathway inhibitors in basal cell carcinoma: Insights from the FDA Adverse Event Reporting System"

description: This dataset contains supplementary materials from the article.
DOI: 10.6084/m9.figshare.30540386
title: Oxford Nanopore 16s rRNA sequencing data for recombinant LAB-based multivalent vaccine study (BioProject PRJNA1355441)

description: This dataset contains raw Oxford Nanopore 16s rRNA sequencing data generated for the study titled "Recombinant LAB vector-based multivalent vaccine against <i>Campylobacter jejuni</i> promoting a healthier microbial balance in the poultry gut"Contents:<br>Raw basecalled FASTQ.gz files packaged as .tar archives.Sequencing platform: Oxford Nanopore Technologies (MinION).<br>Associated BioProject: PRJNA1355441 (NCBI SRA)-submission currently under processing and validation at NCBI.<br>This deposit is provided for reviewer access pending public release in SRA; the SRA accession will be referenced in the final publication.
DOI: 10.6084/m9.figshare.30540386.v1
title: Oxford Nanopore 16s rRNA sequencing data for recombinant LAB-based multivalent vaccine study (BioProject PRJNA1355441)

description: This dataset contains raw Oxford Nanopore 16s rRNA sequencing data generated for the study titled "Recombinant LAB vector-based multivalent vaccine against <i>Campylobacter jejuni</i> promoting a healthier microbial balance in the poultry gut"Contents:<br>Raw basecalled FASTQ.gz files packaged as .tar archives.Sequencing platform: Oxford Nanopore Technologies (MinION).<br>Associated BioProject: PRJNA1355441 (NCBI SRA)-submission currently under processing and validation at NCBI.<br>This deposit is provided for reviewer access pending public release in SRA; the SRA accession will be referenced in the final publication.
DOI: 10.15468/dl.sqwhqm
title: Occurrence Download

description: A dataset containing 26578 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bacterial 16S Ribosomal RNA RefSeq Targeted Loci Project"
 ]
}

 The dataset includes 26578 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017630-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6kb6p6htgz
title: Metagenomic Analysis of Chicks in the High-Dose Group

description: Zearalenone (ZEN), a prevalent mycotoxin produced by fungi of the genus Fusarium, poses significant health risks to animals and humans via contaminated food chains. Despite its recognized toxicity, the transgenerational effects of embryonic egg ZEN exposure on avian development and subsequent chick health remain poorly understood. In this study, embryonic egg injection technology and multi-omics approach were used to investigate the effects of embryonic egg injection of ZEN on hatching performance, post-hatch growth, and physiological health in chicks. A total of 480 Hy-line Brown embryonic eggs were administered varying ZEN doses (0, 5, 50, 500 μg/egg) on day 5 of incubation. ZEN exposure significantly reduced hatchability and initial weight, with dose-dependent decreases in net weight, average daily gain, and average daily feed intake, and an increase in feed conversion ratio at 20 days post-hatch. Histological analysis revealed intestinal inflammation and structural damage, accompanied by gut microbiota dysbiosis, characterized by increased abundance of pathogenic bacteria such as Escherichia coli. ZEN exposure also induced liver damage, evidenced by elevated serum biochemical markers, oxidative stress, and inflammatory responses. Metabolomic profiling indicated significant alterations in hepatic metabolites and metabolic pathways related to lipid metabolism, autophagy, and antioxidant defense. In addition, Correlation analysis suggested that gut microbiota dysbiosis and hepatic metabolic disorders are interconnected, potentially mediating ZEN-induced toxicity via the gut-liver axis. These findings provide novel insights into the mechanisms underlying ZEN's developmental toxicity and highlight the importance of mitigating ZEN contamination in poultry farming.