cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14964973
title: Global Fire Danger Masks at 1° Resolution: Delineating Infrequent Fires and Trend Inconsistencies

description: This repository contains two complementary NetCDF datasets that support the analyses presented in our arXiv preprint:https://arxiv.org/abs/2503.01818

They provide global fire danger masks at a 1° spatial resolution, specifically tailored to wildfire danger assessments based on the Fire Weather Index (FWI).





File 1: Mask of Infrequent Fires (1° Resolution)



Contents: This file contains a spatial mask identifying regions with infrequent fire activity. Grid cells are marked based on criteria defined in the study (e.g., high proportions of bare areas, water, snow/ice, or sparse vegetation), thereby excluding areas unlikely to experience regular burning.

Purpose: It serves as a baseline dataset to delineate areas where extreme fire weather events are less frequent, ensuring that subsequent analyses focus on regions of active fire dynamics.





File 2: Mask with Trend Inconsistencies (1° Resolution)



Contents: Building on the first file, this dataset incorporates additional masking to highlight regions where the trends in FWI—calculated using daily approximations—are not preserved when compared to the baseline noon-specific FWI (i.e., using the C1 combination as detailed in the preprint).

Purpose: This file is particularly useful for identifying areas where daily meteorological approximations may introduce significant biases in the projected trends of extreme fire weather. Researchers can use this mask to better interpret the reliability of fire danger projections and to refine methodological approaches in climate change studies.
DOI: 10.60712/si-id359128.2
title: StrainInfo SI-ID 359128.2

description: StrainInfo dataset 359128 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14964972
title: Global Fire Danger Masks at 1° Resolution: Delineating Infrequent Fires and Trend Inconsistencies

description: This repository contains two complementary NetCDF datasets that support the analyses presented in our arXiv preprint:https://arxiv.org/abs/2503.01818

They provide global fire danger masks at a 1° spatial resolution, specifically tailored to wildfire danger assessments based on the Fire Weather Index (FWI).





File 1: Mask of Infrequent Fires (1° Resolution)



Contents: This file contains a spatial mask identifying regions with infrequent fire activity. Grid cells are marked based on criteria defined in the study (e.g., high proportions of bare areas, water, snow/ice, or sparse vegetation), thereby excluding areas unlikely to experience regular burning.

Purpose: It serves as a baseline dataset to delineate areas where extreme fire weather events are less frequent, ensuring that subsequent analyses focus on regions of active fire dynamics.





File 2: Mask with Trend Inconsistencies (1° Resolution)



Contents: Building on the first file, this dataset incorporates additional masking to highlight regions where the trends in FWI—calculated using daily approximations—are not preserved when compared to the baseline noon-specific FWI (i.e., using the C1 combination as detailed in the preprint).

Purpose: This file is particularly useful for identifying areas where daily meteorological approximations may introduce significant biases in the projected trends of extreme fire weather. Researchers can use this mask to better interpret the reliability of fire danger projections and to refine methodological approaches in climate change studies.
DOI: 10.60712/si-id359129.2
title: StrainInfo SI-ID 359129.2

description: StrainInfo dataset 359129 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359130.2
title: StrainInfo SI-ID 359130.2

description: StrainInfo dataset 359130 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359131.2
title: StrainInfo SI-ID 359131.2

description: StrainInfo dataset 359131 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359132.2
title: StrainInfo SI-ID 359132.2

description: StrainInfo dataset 359132 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359134.3
title: StrainInfo SI-ID 359134.3

description: StrainInfo dataset 359134 about a strain of Trichosporon coremiiforme. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359136.3
title: StrainInfo SI-ID 359136.3

description: StrainInfo dataset 359136 about a strain of Candida parapsilosis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359140.2
title: StrainInfo SI-ID 359140.2

description: StrainInfo dataset 359140 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359141.2
title: StrainInfo SI-ID 359141.2

description: StrainInfo dataset 359141 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359143.2
title: StrainInfo SI-ID 359143.2

description: StrainInfo dataset 359143 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359144.2
title: StrainInfo SI-ID 359144.2

description: StrainInfo dataset 359144 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359145.2
title: StrainInfo SI-ID 359145.2

description: StrainInfo dataset 359145 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359146.2
title: StrainInfo SI-ID 359146.2

description: StrainInfo dataset 359146 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359151.2
title: StrainInfo SI-ID 359151.2

description: StrainInfo dataset 359151 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359152.2
title: StrainInfo SI-ID 359152.2

description: StrainInfo dataset 359152 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359153.2
title: StrainInfo SI-ID 359153.2

description: StrainInfo dataset 359153 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359158.2
title: StrainInfo SI-ID 359158.2

description: StrainInfo dataset 359158 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359159.2
title: StrainInfo SI-ID 359159.2

description: StrainInfo dataset 359159 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359163.2
title: StrainInfo SI-ID 359163.2

description: StrainInfo dataset 359163 about a strain of Monosporozyma servazzii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359166.3
title: StrainInfo SI-ID 359166.3

description: StrainInfo dataset 359166 about a strain of Candida parapsilosis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359169.2
title: StrainInfo SI-ID 359169.2

description: StrainInfo dataset 359169 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14906844
title: Digital Elevation Models of the Rivière des Remparts Riverbed (1950–2011), La Réunion, France

description: These Digital Elevation Models (DEMs), derived from archival aerial photographs, document the evolution of the Rivière des Remparts riverbed in La Réunion, France, from 1950 to 2011.
DOI: 10.60712/si-id359198.2
title: StrainInfo SI-ID 359198.2

description: StrainInfo dataset 359198 about a strain of Pichia pseudolambica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359210.2
title: StrainInfo SI-ID 359210.2

description: StrainInfo dataset 359210 about a strain of Pichia pseudolambica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359217.2
title: StrainInfo SI-ID 359217.2

description: StrainInfo dataset 359217 about a strain of Bacillus subtilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359220.3
title: StrainInfo SI-ID 359220.3

description: StrainInfo dataset 359220 about a strain of Ogataea methanolica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359245.2
title: StrainInfo SI-ID 359245.2

description: StrainInfo dataset 359245 about a strain of Campylobacter ureolyticus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359262.3
title: StrainInfo SI-ID 359262.3

description: StrainInfo dataset 359262 about a strain of Delftia lacustris. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359269.3
title: StrainInfo SI-ID 359269.3

description: StrainInfo dataset 359269 about a strain of Vibrio atypicus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359319.2
title: StrainInfo SI-ID 359319.2

description: StrainInfo dataset 359319 about a strain of Liquorilactobacillus hordei. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359321.3
title: StrainInfo SI-ID 359321.3

description: StrainInfo dataset 359321 about a strain of Castellaniella denitrificans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359330.3
title: StrainInfo SI-ID 359330.3

description: StrainInfo dataset 359330 about a strain of Aeromonas sanarellii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359331.3
title: StrainInfo SI-ID 359331.3

description: StrainInfo dataset 359331 about a strain of Aeromonas piscicola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359343.3
title: StrainInfo SI-ID 359343.3

description: StrainInfo dataset 359343 about a strain of Alteribacillus persepolensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359344.3
title: StrainInfo SI-ID 359344.3

description: StrainInfo dataset 359344 about a strain of Piscibacillus halophilus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359346.2
title: StrainInfo SI-ID 359346.2

description: StrainInfo dataset 359346 about a strain of Enterococcus italicus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359361.3
title: StrainInfo SI-ID 359361.3

description: StrainInfo dataset 359361 about a strain of Anaerobacillus alkalidiazotrophicus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359367.3
title: StrainInfo SI-ID 359367.3

description: StrainInfo dataset 359367 about a strain of Leisingera caerulea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359369.3
title: StrainInfo SI-ID 359369.3

description: StrainInfo dataset 359369 about a strain of Paenibacillus uliginis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359370.3
title: StrainInfo SI-ID 359370.3

description: StrainInfo dataset 359370 about a strain of Methylobacterium bullatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359423.2
title: StrainInfo SI-ID 359423.2

description: StrainInfo dataset 359423 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359482.3
title: StrainInfo SI-ID 359482.3

description: StrainInfo dataset 359482 about a strain of Demequina lutea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359487.3
title: StrainInfo SI-ID 359487.3

description: StrainInfo dataset 359487 about a strain of Oceanimonas doudoroffii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359496.3
title: StrainInfo SI-ID 359496.3

description: StrainInfo dataset 359496 about a strain of Mesorhizobium metallidurans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359510.3
title: StrainInfo SI-ID 359510.3

description: StrainInfo dataset 359510 about a strain of Eudoraea adriatica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359511.3
title: StrainInfo SI-ID 359511.3

description: StrainInfo dataset 359511 about a strain of Flavobacterium resistens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359515.3
title: StrainInfo SI-ID 359515.3

description: StrainInfo dataset 359515 about a strain of Halomicrobium katesii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359518.3
title: StrainInfo SI-ID 359518.3

description: StrainInfo dataset 359518 about a strain of Leuconostoc mesenteroides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14965067
title: Cow Pose Estimation Dataset

description: Description:







This dataset has been specifically curated for Cow Pose Estimation Dataset, designed to enhance animal behavior analysis and monitoring through computer vision techniques. The dataset is annotated with 12 keypoints on the cow’s body, enabling precise tracking of body movements and posture. It is structured in the COCO format, making it compatible with popular deep learning models like YOLOv8, OpenPose, and others designed for object detection and keypoint estimation tasks.

Applications:

This dataset is ideal for agricultural tech solutions, veterinary care, and animal behavior research. It can be used in various use cases such as health monitoring, activity tracking, and early disease detection in cattle. Accurate pose estimation can also assist in optimizing livestock management by understanding animal movement patterns and detecting anomalies in their gait or behavior.

 







Download Dataset









Keypoint Annotations:

The dataset includes the following 12 keypoints, strategically marked to represent significant anatomical features of cows:



Nose: Essential for head orientation and overall movement tracking.

Right Eye: Helps in head pose estimation.

Left Eye: Complements the right eye for accurate head direction.

Neck (side): Marks the side of the neck, key for understanding head and body coordination.

Left Front Hoof: Tracks the front left leg movement.

Right Front Hoof: Tracks the front right leg movement.

Left Back Hoof: Important for understanding rear leg motion.

Right Back Hoof: Completes the leg movement tracking for both sides.

Backbone (side): Vital for posture and overall body orientation analysis.

Tail Root: Used for tracking tail movements and posture shifts.

Backpose Center (near tail’s midpoint): Marks the midpoint of the back, crucial for body stability and movement analysis.

Stomach (center of side pose): Helps in identifying body alignment and weight distribution.


Dataset Format:

The data is structure in the COCO format, with annotations that include image coordinates for each keypoint. This format is highly suitable for integration into popular deep learning frameworks. Additionally, the dataset includes metadata like bounding boxes, image sizes, and segmentation masks to provide detail context for each cow in an image.

Compatibility:

This dataset is optimize for use with cutting-edge pose estimation models such as YOLOv8 and other keypoint detection models like DeepLabCut and HRNet, enabling efficient training and inference for cow pose tracking. It can be seamlessly integrate into existing machine learning pipelines for both real-time and post-processed analysis.

This dataset is sourced from Kaggle.
DOI: 10.60712/si-id359524.3
title: StrainInfo SI-ID 359524.3

description: StrainInfo dataset 359524 about a strain of Nisaea denitrificans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359525.3
title: StrainInfo SI-ID 359525.3

description: StrainInfo dataset 359525 about a strain of Nisaea nitritireducens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id359527.2
title: StrainInfo SI-ID 359527.2

description: StrainInfo dataset 359527 about a strain of Phenylobacterium composti. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.5281/zenodo.14964884
title: Data for manuscrpit - Integrin beta 1 facilitates non-enveloped hepatitis E virus cell entry  through the recycling endosome