cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8367448
title: Dataset from the paper "When rage is not feminist: Processes of Cooptation and Delegitimization"

description: ID of the tweets composing the final corpus of messages used in the paper "When rage is not feminist: Processes of Cooptation and Delegitimization"
description: Grant PID2020-113054GB-I00 funded by MCIN/AEI/ 10.13039/501100011033 and CHIST-ERA-21-OSNEM-004 funded by the EU
DOI: 10.5281/zenodo.8367449
title: Dataset from the paper "When rage is not feminist: Processes of Cooptation and Delegitimization"

description: ID of the tweets composing the final corpus of messages used in the paper "When rage is not feminist: Processes of Cooptation and Delegitimization"
description: Grant PID2020-113054GB-I00 funded by MCIN/AEI/ 10.13039/501100011033 and CHIST-ERA-21-OSNEM-004 funded by the EU
DOI: 10.5281/zenodo.11108473
title: MAGIC Data Level 3 (DL3) Public Data Release 1 (PDR1)

description: This data set constitutes the first release of MAGIC telescopes data to the public.

 

The data are produced according to the Data formats for gamma-ray astronomy (GADF) specifications, we recommend to examine the GADF documentation to become familiar with the description of the data content.

 

This data set corresponds to 60 hours of observations of the Crab Nebula performed between 2013 and 2018 under different observational conditions. In the dark sample, we provide observations of the Crab at different positions in the MAGIC field of view (measured with the offset from the camera centre of the projected source position). In the moon sub-sample, we provide Crab Nebula data gathered under increasing level of night sky background (NSB) illumination.

 

A more technical description of the repository content and usage is available in the README.md file, the user is also referred to the DL3 validation paper for more details on these observations.
DOI: 10.5281/zenodo.11108474
title: MAGIC Data Level 3 (DL3) Public Data Release 1 (PDR1)

description: This is the first public release of MAGIC telescopes data to the public. This dataset corresponds to 60 hours of observations of the Crab Nebula performed between 2013 and 2018 under different observational conditions.
DOI: 10.5281/zenodo.13886736
title: io-coordinated-replies

description: We release the datasets to replicate the results of `Coordinated Reply Attacks in Influence Operations:Characterization and Detection'.

See https://github.com/osome-iu/io-coordinated-replies for details.
DOI: 10.5281/zenodo.13898269
title: MAGIC Data Level 3 (DL3) Public Data Release 1 (PDR1)

description: This data set constitutes the first release of MAGIC telescopes data to the public.

 

The data are produced according to the Data formats for gamma-ray astronomy (GADF) specifications, we recommend to examine the GADF documentation to become familiar with the description of the data content.

 

This data set corresponds to 60 hours of observations of the Crab Nebula performed between 2013 and 2018 under different observational conditions. In the dark sample, we provide observations of the Crab at different positions in the MAGIC field of view (measured with the offset from the camera centre of the projected source position). In the moon sub-sample, we provide Crab Nebula data gathered under increasing level of night sky background (NSB) illumination.

 

A more technical description of the repository content and usage is available in the README.md file, the user is also referred to the DL3 validation paper for more details on these observations.
DOI: 10.5281/zenodo.13898900
title: Nonlinear methods for dimensionality reduction and clustering of bacterial single-cell sequencing data - intermediate data and figures (MSc thesis)

description: Data, intermediate results and figures for analyses of my master's thesis in biostatistics at LMU Munich. I took a look on how to use Nonlinear Matrix Decomposition (NMD) (Saul, L., 2022) in the context of bacterial scRNA-seq analysis (Heumos, L., et. al. 2023), replacing Principal Component Analysis in the optimized workflow, as outlined in Ostner, J. (2024).

My thesis was structured along the following objectives:



implement the algorithms from Seraghiti, G., et. al. (2023) in the Python module nomad in cooperation with Flatiron Institute

code for the simulation study of the algorithms in Seraghiti, G., et. al. (2023) with varying sparsity can be found in /simulation

apply NMD in the context of the BacSC workflow (Ostner, J., et. al. (2024)) on raw and normalized counts (found in /application/analysis), also for manually set number of latent dimensions

explore NMD's potential for imputation of sampling zeros (check /application/NMD_zero_imputation /)

potential of Poisson-Hurdle model-based clustering (Qiao, Z., et. al. (2023)) for scRNA-seq (/application/poisson_hurdle).
DOI: 10.5281/zenodo.13898901
title: Nonlinear methods for dimensionality reduction and clustering of bacterial single-cell sequencing data - intermediate data and figures (MSc thesis)

description: Data, intermediate results and figures for analyses of my master's thesis in biostatistics at LMU Munich. I took a look on how to use Nonlinear Matrix Decomposition (NMD) (Saul, L., 2022) in the context of bacterial scRNA-seq analysis (Heumos, L., et. al. 2023), replacing Principal Component Analysis in the optimized workflow, as outlined in Ostner, J. (2024).

My thesis was structured along the following objectives:



implement the algorithms from Seraghiti, G., et. al. (2023) in the Python module nomad in cooperation with Flatiron Institute

code for the simulation study of the algorithms in Seraghiti, G., et. al. (2023) with varying sparsity can be found in /simulation

apply NMD in the context of the BacSC workflow (Ostner, J., et. al. (2024)) on raw and normalized counts (found in /application/analysis), also for manually set number of latent dimensions

explore NMD's potential for imputation of sampling zeros (check /application/NMD_zero_imputation /)

potential of Poisson-Hurdle model-based clustering (Qiao, Z., et. al. (2023)) for scRNA-seq (/application/poisson_hurdle).
DOI: 10.5284/1117719
title: Images and GIS Data from an Archaeological Evaluation at Gurneys Lane, Langford, Bedfordshire, December 2021

description: This collection comprises site photographs and GIS data from an archaeological evaluation carried out by Cotswold Archaeology in December 2021 at Gurneys Lane, Langford, Bedfordshire. A total of 22 trenches were excavated across the site, located to investigate anomalies identified by a preceding geophysical survey.
DOI: 10.15468/dl.5k8dmr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Orgyia hopkinsi Collenette, 1937"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000256-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27180252
title: Figure 3: Sensitivity of glycolaldehyde sensors

description: Maximal OD600 as function of concentrations of glycolaldehyde tested in the PLP-aux and 2KG-aux strains
DOI: 10.15468/dl.azydns
title: Occurrence Download

description: A dataset containing 2536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Hymenochaete cinnamomea (Pers.) Bres."
 ]
}

 The dataset includes 2536 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000257-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83wnbh
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Zimmermannia bosquella (Chambers, 1878) van Nieukerken et al., 2016"
 ]
}

 The dataset includes 142 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000258-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrpt4c
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "Geometry POLYGON((15.72561 48.60306,15.72706 47.92929,16.92969 47.90611,16.92534 48.59436,15.72561 48.60306))",
 "HasCoordinate is true",
 "TaxonKey is Reynoutria japonica Houtt."
 ]
}

 The dataset includes 134 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000259-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez5vav
title: Occurrence Download

description: A dataset containing 1460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PhylumKey is Bryophyta",
 "GadmGid is ETH"
 ]
}

 The dataset includes 1460 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000261-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sb2ezd
title: Occurrence Download

description: A dataset containing 16377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Orgyia leucostigma J.E.Smith, 1797"
 ]
}

 The dataset includes 16377 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000260-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1117718
title: Images and GIS Data from an Archaeological Evaluation at Lord Mayor Treloar Hospital (Phase 2), Alton, Hampshire, June 2022

description: This collection comprises site photographs and GIS data from an archaeological evaluation carried out by Cotswold Archaeology in June 2022 at Lord Mayor Treloar Hospital, Chawton Park Road, Alton, Hampshire. A total of 29 trenches were excavated.
DOI: 10.15468/dl.sntcbb
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Hymenochaete curtisii (Berk.) Morgan"
 ]
}

 The dataset includes 718 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000262-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nwp4n
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Zootermopsis nevadensis (Hagen, 1874)"
 ]
}

 The dataset includes 429 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000263-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qz8hf
title: Occurrence Download

description: A dataset containing 1544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PhylumKey is one of (Bryophyta, Marchantiophyta, Anthocerotophyta)",
 "GadmGid is ETH"
 ]
}

 The dataset includes 1544 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000264-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tq9gq9
title: Occurrence Download

description: A dataset containing 36323 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biowide Species data"
 ]
}

 The dataset includes 36323 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000265-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9u6vt9
title: Occurrence Download

description: A dataset containing 1499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Orgyia pseudotsugata McDunnough, 1921"
 ]
}

 The dataset includes 1499 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000266-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nw4kgh
title: Occurrence Download

description: A dataset containing 2203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Hymenochaete fuliginosa (Fr.) Lév."
 ]
}

 The dataset includes 2203 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000267-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/347
title: Data associated with 'Links between climate change mitigation, adaptation and development in land policy and ecosystem restoration projects: lessons from South Africa'

description: Thematic analysis framework: fieldwork notes gathered through semi-structured interviews, focus group discussions and participatory site visits across study sites, South Africa
DOI: 10.5284/1117722
title: Images and GIS Data from an Archaeological Evaluation at Cumberland Street, Luton, Bedfordshire, February 2022

description: This collection comprises site photographs and GIS data from an archaeological evaluation carried out by Cotswold Archaeology in February 2022 at Cumberland Street, Luton, Bedfordshire. A total of 4 trenches were excavated.
DOI: 10.15468/dl.e3ucub
title: Occurrence Download

description: A dataset containing 1831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Orgyia vetusta Boisduval, 1852"
 ]
}

 The dataset includes 1831 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000268-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbykck
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Hymenochaete pinnatifida Burt"
 ]
}

 The dataset includes 343 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000270-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13896255
title: Dataset and code for A Multidimensional Error Verification Method for Weather Forecast Based on the Spatial Distribution Structural Similarity of Meteorological Elements

description: The dataset includes rainfall observations and mesoscale numerical prediction data for 16 July 2019, 13 June 2020 and 2024 rainy season.The code is the algorithm procedure of this paper. Among them, meiyutest.py is the rainfall scoring procedure for the Meiyu period, and 2019case is the forecast scoring and plotting procedure for two individual cases.
DOI: 10.5281/zenodo.13896256
title: Dataset and code for A Multidimensional Error Verification Method for Weather Forecast Based on the Spatial Distribution Structural Similarity of Meteorological Elements

description: The dataset includes rainfall observations and mesoscale numerical prediction data for 16 July 2019, 13 June 2020 and 2024 rainy season.The code is the algorithm procedure of this paper. Among them, meiyutest.py is the rainfall scoring procedure for the Meiyu period, and 2019case is the forecast scoring and plotting procedure for two individual cases.
DOI: 10.15468/dl.4jgkxb
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Ormiscodes cinnamomea Feisthamel, 1839"
 ]
}

 The dataset includes 358 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000271-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1117712
title: Digital Data from an Archaeological Evaluation at Great Chesterford, North Uttlesford, Essex 2021

description: This collection comprises images, text, scanned site records, GIS and a database from an archaeological evaluation by Oxford Archaeology at land north of Great Chesterford, within the North Uttlesford District of Essex. Between the 11th and 22nd October 2021, a total of 22 trial trenches were excavated across three areas, targeting geophysical anomalies and areas close to the former location of an Anglo-Saxon cemetery found during adjacent mitigation works.
DOI: 10.15468/dl.su7dhk
title: Occurrence Download

description: A dataset containing 2359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mespilodaphne quixos (Lam.) Rohwer"
 ]
}

 The dataset includes 2359 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000273-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ac8ax
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Plantas Vasculares de la Reserva Natural Faro Querandí (2018-2021) y Arenera Querandí (2009)"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000275-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z2adn
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Orthosia ferrigera Smith, 1894"
 ]
}

 The dataset includes 231 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000277-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hzryy
title: Occurrence Download

description: A dataset containing 19689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Hymenochaete rubiginosa (Dicks.) Lév."
 ]
}

 The dataset includes 19689 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000272-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1118284
title: Digital Data from an Archaeological Evaluation at Doverdale Solar Farm, Droitwich, Worcestershire 2022

description: This collection comprises images, text, scanned site records, databases and GIS data from an archaeological evaluation by Oxford Archaeology at the site of a consented solar farm development at Doverdale, Droitwich, Worcestershire. The work comprised the excavation of 63 trial trenches distributed across the development area. The fieldwork was undertaken in late August and early September 2022.
DOI: 10.15468/dl.86ma74
title: Occurrence Download

description: A dataset containing 7615 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Orthosia hibisci Guenée, 1852"
 ]
}

 The dataset includes 7615 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000278-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69cxnw
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Hymenochaete spreta Peck"
 ]
}

 The dataset includes 448 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000279-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/349
title: Colliding Stellar Winds Structure and X-ray Emission

description: In the paper, we have used a hydrodynamics code to perform 2D axisymmetric simulations of the wind-wind collision in a massive star binary system. This repository contains the raw data to accompany each figure in this peer-reviewed publication in the Monthly Notices of the Royal Astronomical Society.
DOI: 10.15468/dl.xsku9r
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Plantas Vasculares de la Reserva Natural Faro Querandí (2018-2021) y Arenera Querandí (2009)"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000281-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.