cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24556720.v1
title: Mouse_ovaries_fullprocessed_and_annotated_anndata

description: H5AD file containing combined processed and annotated Anndata object for spatial transcriptomics analysis on ovulating mouse ovaries.
DOI: 10.15468/dl.am3p7b
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxyepoecus bruchi Santschi, 1926"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078589-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erhk2y
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Selasphorus sasin (R.Lesson, 1829))",
 "Country is one of (United States of America)",
 "StateProvince is one of (Florida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 93 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078590-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6djuu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Alona iheringula Sinev, 2004",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078591-240626123714530/datasets/export for details.
DOI: 10.15468/dl.9drua2
title: Occurrence Download

description: A dataset containing 86016 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex limosa L."
 ]
}

 The dataset includes 86016 records from 632 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078588-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-04.3088049/2554862
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3088050/2554863
title: Data for EMSL Project 51287 from April 2024
DOI: 10.15468/dl.wm9a2q
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Chironius monticola Roze, 1952)",
 "StateProvince is one of (cauca)",
 "BasisOfRecord is one of (Specimen)"
 ]
 }
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021244-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-04.3088052/2554864
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3088053/2554865
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3088054/2554866
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3088055/2554867
title: Data for EMSL Project 51287 from April 2024
DOI: 10.6084/m9.figshare.24872034
title: The tectonic responses in the overriding plate during the Tethyan convergence and the progressive extrusion process in Sundaland: insights from the Wuliangshan massif, SE Tibetan Plateau

description: We present the results of Titanium-in-quartz, zircon U-Pb, and Hf isotope analyses for the Wuliangshan massif in the southeast Tibetan Plateau. These data reveal that the Wuliangshan massif records the tectonic response of the overriding plate to the closure of the Paleo-Tethys. Then, statistics of <sup>40</sup>Ar/<sup>39</sup>Ar age data from the Ailaoshan-Red River Fault, the Chongshan-Lancang River Fault, and the Gaoligong Fault are presented to discuss the tectonic extrusion process of the Sundaland.
DOI: 10.6084/m9.figshare.24872034.v4
title: The tectonic responses in the overriding plate during the Tethyan convergence and the progressive extrusion process in Sundaland: insights from the Wuliangshan massif, SE Tibetan Plateau

description: We present the results of Titanium-in-quartz, zircon U-Pb, and Hf isotope analyses for the Wuliangshan massif in the southeast Tibetan Plateau. These data reveal that the Wuliangshan massif records the tectonic response of the overriding plate to the closure of the Paleo-Tethys. Then, statistics of <sup>40</sup>Ar/<sup>39</sup>Ar age data from the Ailaoshan-Red River Fault, the Chongshan-Lancang River Fault, and the Gaoligong Fault are presented to discuss the tectonic extrusion process of the Sundaland.
DOI: 10.25582/data.2024-04.3088057/2554868
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3088059/2554869
title: Data for EMSL Project 51287 from April 2024
DOI: 10.17632/mfwmm87m7r.1
title: Tumor development in patients with neurofibromatosis type 1: A retrospective cohort study including 644 patients

description: Tumor development in patients with neurofibromatosis type 1: A retrospective cohort study including 644 patients.
DOI: 10.17632/tmpcjjjypr.1
title: Brazilian felines at risk: a scientometric evaluation and the role of zoos in the maintenance and reproduction of threatened species

description: Data from scientometric analyses of Brazilian felid publications and from ZIMS database
DOI: 10.5281/zenodo.10877873
title: Records of Artema atlanta Walckenaer, 1837 from South Africa (Araneae: Pholcidae)

description: Records of the spider Artema atlanta Walckenaer, 1837 from South Africa are presented. The general morphol-ogy of live specimens is discussed, and photographs are provided, with notes on their behaviour and distribution.
DOI: 10.5281/zenodo.10877874
title: Records of Artema atlanta Walckenaer, 1837 from South Africa (Araneae: Pholcidae)

description: Records of the spider Artema atlanta Walckenaer, 1837 from South Africa are presented. The general morphol-ogy of live specimens is discussed, and photographs are provided, with notes on their behaviour and distribution.
DOI: 10.5281/zenodo.10869978
title: Supplementary material for "A Constrained Spectral Approximation of Subgrid-Scale Orography on Unstructured Grids"

description: Supplementary material for:



Chew, R.; Dolaptchiev, S.; Wedel, M.-S.; Achatz, U. A Constrained Spectral Approximation of Subgrid-Scale Orography on Unstructured Grids


The results_datasets.tar.gz archive contains the simulation datasets for the results presented in Fig. 4-9, 11-16, and B1.

The Fig_10-wind_direction_study.tar.gz archive contains the simulation datasets for the results presented in Fig. 10.

Input parameters necessary to reproduce these simulation runs are included as metadata (attributes) to the datasets. Otherwise, the input parameter scripts can be found in the inputs subpackage of the source code.

Furthermore, the following results can be generated by the corresponding scripts:




Figures
Scripts


Fig. 1-3
runs.idealised_isosceles


Fig. D1
runs.taper_test


Fig. E1
runs.idealised_delaunay




 

Refer to the software repository URL for details on downloading the source code.
DOI: 10.5281/zenodo.10869979
title: Supplementary material for "A Constrained Spectral Approximation of Subgrid-Scale Orography on Unstructured Grids"

description: Supplementary material for:



Chew, R.; Dolaptchiev, S.; Wedel, M.-S.; Achatz, U. A Constrained Spectral Approximation of Subgrid-Scale Orography on Unstructured Grids


The results_datasets.tar.gz archive contains the simulation datasets for the results presented in Fig. 4-9, 11-16, and B1.

The Fig_10-wind_direction_study.tar.gz archive contains the simulation datasets for the results presented in Fig. 10.

Input parameters necessary to reproduce these simulation runs are included as metadata (attributes) to the datasets. Otherwise, the input parameter scripts can be found in the inputs subpackage of the source code.

Furthermore, the following results can be generated by the corresponding scripts:




Figures
Scripts


Fig. 1-3
runs.idealised_isosceles


Fig. D1
runs.taper_test


Fig. E1
runs.idealised_delaunay




 

Refer to the software repository URL for details on downloading the source code.
DOI: 10.5281/zenodo.10877375
title: University of Leicester TROPOMI Stable Water Vapour Isotopologue (H2O-ISO) Prototype Product (Vesrion 1.0.0)

description: This repository holds the prototype level 2 TROPOMI stable isotopologue product for June 2019 used in the study:

Thurnherr, I., Sodemann, H., Trent, T., Werner, M., and Boesch, H., 2024. Evaluating TROPOMI δD column retrievals with in situ airborne measurements using expanded collocation criteria, Earth Space Science, in review

For further details, please refer to the project website (https://s5pinnovationh2o-iso.le.ac.uk/), which contains the Algorithm Theoretical Baseline Document (ATBD) and Product User Guide (PUG). The final prototype product (version 1.0.2) is freely available from T. Trent (University of Leicester) upon request.
DOI: 10.5281/zenodo.10877376
title: University of Leicester TROPOMI Stable Water Vapour Isotopologue (H2O-ISO) Prototype Product (Vesrion 1.0.0)

description: This repository holds the prototype level 2 TROPOMI stable isotopologue product for June 2019 used in the study:

Thurnherr, I., Sodemann, H., Trent, T., Werner, M., and Boesch, H., 2024. Evaluating TROPOMI δD column retrievals with in situ airborne measurements using expanded collocation criteria, Earth Space Science, in review

For further details, please refer to the project website (https://s5pinnovationh2o-iso.le.ac.uk/), which contains the Algorithm Theoretical Baseline Document (ATBD) and Product User Guide (PUG). The final prototype product (version 1.0.2) is freely available from T. Trent (University of Leicester) upon request.
DOI: 10.57745/i266lk
title: ImageAnalysis-Fabre-etal-Novae.zip

description: The repository contains all the data and scripts required to reproduce figure 8 of the Nova'e article by B. Fabre and colleagues entitled:
"Mise au point d’un automate et d’une méthode d’analyse d’image pour le suivi de cinétiques d’infection par un champignon phytopathogène foliaire"
This repository is composed of 3 main directories containing : 
A- the image sorting script
B- images and image analysis method (ImageJ script and associated files)
C- Sporulating lesion development analysis (R script and Rmarkdown document)
This article and script comments are written in French.
DOI: 10.3886/e191402v1-147282
title: Data and Code for "The Economic Impact of Depression Treatment in India: Evidence from Community-Based Provision of Pharmacotherapy"

description: This study evaluates the impact of depression treatment on economic behavior in Karnataka, India. We cross-randomize pharmacotherapy and livelihoods assistance among 1000 depressed adults and evaluate impacts on depression severity, socioeconomic outcomes, and several potential pathways. When combined, the interventions reduce depression severity, with benefits that persist after treatment concludes. Pharmacotherapy alone has a weaker effect that is only marginally significant and dissipates sooner. Depression treatment does not significantly increase earnings, consumption, or human capital investment in children.
description: For child-level analysis of impacts on human capital investment, we weight by the inverse number of school-aged children in the household.
description: Response Rates: The aggregate response rate across 5 survey rounds was 89.5%
description: Presence of Common Scales: PHQ-9 Depression Severity Scale<br>GAD-7 Anxiety Scale<br>Several Likert Scales as described in the included survey questionnaires.
description: We screened adults in three taluks near Bangalore for depression. We recruited individuals with depression symptoms to participate in the study, as described in the manuscript.
description: Adults near Bangalore who screened positive for depression symptoms.  . Smallest Geographic Unit: Locality (rural village or urban ward).
description: face-to-face interview;
DOI: 10.6084/m9.figshare.25459189
title: cv_time_A1.tif

description: test
DOI: 10.6084/m9.figshare.25459189.v1
title: cv_time_A1.tif

description: test
DOI: 10.5281/zenodo.10870471
title: Street Scene Video Anomaly Detection Dataset

description: Introduction

The Street Scene dataset consists of 46 training video sequences and 35 testing video sequences taken from a static USB camera looking down on a scene of a two-lane street with bike lanes and pedestrian sidewalks.  Videos were collected from the camera at various times during two consecutive summers.  All of the videos were taken during the daytime.  The dataset is challenging because of the variety of activities taking place such as cars driving, turning, stopping and parking; pedestrians walking, jogging and pushing strollers; and bikers riding in bike lanes. In addition, the videos contain changing shadows, and moving background such as a flag and trees blowing in the wind.

There are a total of 202,545 color video frames (56,135 for training and 146,410 for testing) each of size 1280 x 720 pixels. The frames were extracted from the original videos at 15 frames per second.

The 35 testing sequences have a total of 205 anomalous events consisting of 17 different anomaly types. A complete list of anomaly types and the number of each in the test set can be found in our paper.

Ground truth annotations are provided for each testing video in the form of bounding boxes around each anomalous event in each frame. Each bounding box is also labeled with a track number, meaning each anomalous event is labeled as a track of bounding boxes. Track lengths vary from tens of frames to 5200 which is the length of the longest testing sequence. A single frame can have more than one anomaly labeled.

NOTE: This version of the dataset differs slightly with the original made available in 2020.  Some anomalies were found in a few of the normal training sequences.  These training frames were deleted from the dataset.  Specifically, the following frames were removed:

Train026: frames 1-184 (car taking a u-turn)

Train027: frames 1-229 (jay walkers)

Train031: frames 1-299 (jay walkers, illegally parked car)

At a Glance



The size of the unzipped dataset is ~46GB

The dataset consists of Train sequences (containing only videos with normal activity), Test sequences (containing some anomalous activity) along with ground truth annotations, and a README.md file describing the data organization and ground truth annotation format.

The zip file contains a Train directory, a Test directory and a README.md file.


Other Resources

None

Citation

If you use the Street Scene dataset in your research, please cite our contribution:

@inproceedings{ramachandra2020street,
  title={Street Scene: A new dataset and evaluation protocol for video anomaly detection},
  author={Ramachandra, Bharathkumar and Jones, Michael},
  booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  pages={2569--2578},
  year={2020}
}


License

The Street Scene dataset is released under CC-BY-SA-4.0 license.

All data:

Created by Mitsubishi Electric Research Laboratories (MERL), 2023
 
SPDX-License-Identifier: CC-BY-SA-4.0
DOI: 10.5281/zenodo.10870472
title: Street Scene Video Anomaly Detection Dataset

description: Introduction

The Street Scene dataset consists of 46 training video sequences and 35 testing video sequences taken from a static USB camera looking down on a scene of a two-lane street with bike lanes and pedestrian sidewalks.  Videos were collected from the camera at various times during two consecutive summers.  All of the videos were taken during the daytime.  The dataset is challenging because of the variety of activities taking place such as cars driving, turning, stopping and parking; pedestrians walking, jogging and pushing strollers; and bikers riding in bike lanes. In addition, the videos contain changing shadows, and moving background such as a flag and trees blowing in the wind.

There are a total of 202,545 color video frames (56,135 for training and 146,410 for testing) each of size 1280 x 720 pixels. The frames were extracted from the original videos at 15 frames per second.

The 35 testing sequences have a total of 205 anomalous events consisting of 17 different anomaly types. A complete list of anomaly types and the number of each in the test set can be found in our paper.

Ground truth annotations are provided for each testing video in the form of bounding boxes around each anomalous event in each frame. Each bounding box is also labeled with a track number, meaning each anomalous event is labeled as a track of bounding boxes. Track lengths vary from tens of frames to 5200 which is the length of the longest testing sequence. A single frame can have more than one anomaly labeled.

NOTE: This version of the dataset differs slightly with the original made available in 2020.  Some anomalies were found in a few of the normal training sequences.  These training frames were deleted from the dataset.  Specifically, the following frames were removed:

Train026: frames 1-184 (car taking a u-turn)

Train027: frames 1-229 (jay walkers)

Train031: frames 1-299 (jay walkers, illegally parked car)

At a Glance



The size of the unzipped dataset is ~46GB

The dataset consists of Train sequences (containing only videos with normal activity), Test sequences (containing some anomalous activity) along with ground truth annotations, and a README.md file describing the data organization and ground truth annotation format.

The zip file contains a Train directory, a Test directory and a README.md file.


Other Resources

None

Citation

If you use the Street Scene dataset in your research, please cite our contribution:

@inproceedings{ramachandra2020street,
  title={Street Scene: A new dataset and evaluation protocol for video anomaly detection},
  author={Ramachandra, Bharathkumar and Jones, Michael},
  booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  pages={2569--2578},
  year={2020}
}


License

The Street Scene dataset is released under CC-BY-SA-4.0 license.

All data:

Created by Mitsubishi Electric Research Laboratories (MERL), 2023
 
SPDX-License-Identifier: CC-BY-SA-4.0
DOI: 10.6084/m9.figshare.25480576
title: Picea reference transcriptome

description: The Picea reference transcriptome (Nystedt et al., 2013)
DOI: 10.6084/m9.figshare.25480576.v1
title: Picea reference transcriptome

description: The Picea reference transcriptome (Nystedt et al., 2013)
DOI: 10.5522/04/25472560
title: Smart Energy Research Lab: Aggregated statistics of energy use in GB domestic buildings 2022 and 2023. Statistical Dataset: Volume 2

description: This is a set of aggregated data tables that underlie the key figures in the SERL statistical report "Smart Energy Research Lab: Energy use in GB domestic buildings 2022 and 2023". The report – Volume 2 of the SERL Statistical Reports Series – describes domestic gas and electricity energy use in Great Britain in 2022 and 2023 based on data from the Smart Energy Research Lab (SERL) Observatory, which consists of smart meter and contextual data from approximately 13,000 homes that are broadly representative of the GB domestic building stock along a range of geographic, building and socio-demographic characteristics. The report provides an update to the statistics provided in Volume 1 of the SERL Statistical Report Series (Few et al., 2022), which covered 2021 data, and analyses residential energy use in GB in 2022 and 2023 (over the whole year, in each month and half-hourly over the course of the day). Statistics are presented for groups of homes with specific occupant characteristics (number of occupants, tenure), property characteristics (age, size, form, and Energy Performance Certificate (EPC)), heating systems, photovoltaics and electric vehicles, and by weather, region and IMD quintile. Unless otherwise noted, the findings in the report relate to homes in the SERL Observatory that use gas as their main heating source and do not have photovoltaic (PV) electricity generation.The report also shows how metered residential energy use in GB varies over time from 2021 to 2023.
DOI: 10.17632/5bstcm6sfh.1
title: Dissertation-Anthropogenic impact on biodiversity collapse in the world’s oceans

description: This is the data set which i have used in my dissertation for all my analysis
DOI: 10.17632/5nfprkftcm.1
title: Patient-Reported Exacerbating Factors for Hidradenitis Suppurativa: A Cross-Sectional Study

description: Flow diagram describing the number of Hidradenitis suppurativa patients who were provided, started, and completed the intake survey included in the analysis.
DOI: 10.17632/nw9n7fjsp3.1
title: Boolean Logic Operators - Plasmids

description: Plasmid used in the paper "Genetically encoded Boolean logic operators to sense and integrate phenylpropanoid metabolite levels in plants"
DOI: 10.5281/zenodo.10817759
title: Data Supporting High-Level to Low-Level Requirements Coverage Reviewing with Large Language Models
DOI: 10.5281/zenodo.10817760
title: Data Supporting High-Level to Low-Level Requirements Coverage Reviewing with Large Language Models
DOI: 10.17909/dc98-kf94
title: sarah email test
DOI: 10.6084/m9.figshare.25479529.v1
title: non-Abelian interference dataset.zip

description: Data for manuscript "Temporal multilayer structures in discrete physical systems towards arbitrary-dimensional non-Abelian Aharonov-Bohm interferences"
DOI: 10.5281/zenodo.10876047
title: Data complementing the Avian influenza overview December 2023 - March 2024

description: Data complementing the Avian influenza overview December 2023 - March 2024

 

Annex A – Data on wild bird species and HPAI virus detections in birds

The annex contains tables and figures on wild bird species and HPAI virus detections in birds.

 

Annex B – Characteristics of the HPAI A(H5Nx)-affected poultry establishments

The annex contains a table with the characteristics of the HPAI A(H5Nx)-affected poultry establishments by affected European country submitted to ADIS between 2 December 2023 and 15 March 2024.

 

Annex C – Data on virus sequences

The annex contains information on authors, originating and submitting laboratories of the sequences from GISAID's EpiFlu™ Database on which this research is based. All data submitters may be contacted directly via www.gisaid.org.
description: EU; en; xlsx; biohaw@efsa.europa.eu
DOI: 10.5281/zenodo.10876048
title: Data complementing the Avian influenza overview December 2023 - March 2024

description: Data complementing the Avian influenza overview December 2023 - March 2024

 

Annex A – Data on wild bird species and HPAI virus detections in birds

The annex contains tables and figures on wild bird species and HPAI virus detections in birds.

 

Annex B – Characteristics of the HPAI A(H5Nx)-affected poultry establishments

The annex contains a table with the characteristics of the HPAI A(H5Nx)-affected poultry establishments by affected European country submitted to ADIS between 2 December 2023 and 15 March 2024.

 

Annex C – Data on virus sequences

The annex contains information on authors, originating and submitting laboratories of the sequences from GISAID's EpiFlu™ Database on which this research is based. All data submitters may be contacted directly via www.gisaid.org.
description: EU; en; xlsx; biohaw@efsa.europa.eu