cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17253518
title: Synthetically Generated CDR

description: Python was used to create the dataset. Starting from a real dataset of 300 rows, we were able to generate synthetic datathat largely preserves the synthetic properties of the real data. How we created the dataset will be presented in the nextparagraphs.




The most important aspect of the CDR is the way the cell id of the telecom tower is chosen. Using the list of all Cell Towers in Romania, after the userchoosed the area of interest, only the cell ids of the towers in this area are stored in the dataset (See the paper listed for the entire procedure). In this way cell_id, longitude and latitude fields are created. Longitude and latitude represent the geographical coordinates of the tower.For example the Romanian tower with cell_id 26.133.003 has longitude 27,60346 and latitude 47,143381.A unique_id is used to differentiate between the different lines in the CDRs used. It is created using uuid4, from theuuid library in python. uuid4 allows the creation of unique ids using random numbers and digits. Example: 49d791e7-a38e-4d33-b947-2e49d3c734b0. The identifying call elements are generated using 15 random numbers from 0 to 9. Forthis, the python random library was used, with the choice method.

 

The caller id is also generated randomly, using the random library from python. Some of the features were generated randomly, and some have been generated synthetically. For generation we usedSynthetic Data Vault (SDV) , which is a library in python for generating synthetic tabular data. The initial CDR waspre-processed so that it could be inserted into the synthetic data generation library, the timestamp column was splitinto several columns in order to generate each detail that could be used in a Machine Learning model.For example, the timestamp of the call for one of the callers is 06.12.2023/13:20:01. Out of this we made multiplefeatures, using the pandas library. After preprocessing, the data is entered into the SDV library. The first step is to generate a metadata for the dataframe used. This step is necessary for calling the method that generates the synthetic data. This is also done via SDV. For the generation we used FAST ML from SDV which is a synthesizer optimized for modeling speed.

The generated dataset preserves (to a large extent) the properties of the real dataset, considering that 2000 data entries were generated from a dataset with only 300 entries.The hour of the call, minute of the call, second of the call columns keep the normal ranges for this type of data, 0-24,0-59, respectively 0-59. 

 

To see an analysis between real and generated data, please check the paper listed in the description.
DOI: 10.15468/dl.xpqagq
title: Occurrence Download

description: A dataset containing 3963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tapirus terrestris"
 ]
}

 The dataset includes 3963 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014376-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e238806
title: Air Quality History

description: This dataset contains quality assured and DOEE-certified air quality data collected from the District’s five air monitoring network sites. The dataset covers a three-year period and includes hourly concentration data points from the Environmental Protection Agency (EPA)’s criteria pollutants, air toxics, and speciation. It also includes hourly surface meteorology data points.
DOI: 10.3886/e238806v1
title: Air Quality History

description: This dataset contains quality assured and DOEE-certified air quality data collected from the District’s five air monitoring network sites. The dataset covers a three-year period and includes hourly concentration data points from the Environmental Protection Agency (EPA)’s criteria pollutants, air toxics, and speciation. It also includes hourly surface meteorology data points.
DOI: 10.15468/dl.psdjn3
title: Occurrence Download

description: A dataset containing 10405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonum convolvulus"
 ]
}

 The dataset includes 10405 records from 354 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014377-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48579/pro/fn2lcf
title: Replication Data for Fig 5.2, WTPDs, Flea counts vs colony rank, 13 Oct 2025

description: FILE DESCRIPTION Keywords: burrow-entrance, colony rank, white-tailed prairie dog File name = Fig 5.2, Right side, WTPDs, fleas vs colony rank, 13 Oct 2025 These data are for WTPDs only. BTPD data are in another EXCEL file called Fig 5.2, BTPDs, Fleas vs colony rank These WTPD summary data for fleas per burrow-entrance used for Figure 5.2 (which also shows sample sizes) are in Hoogland 2026 (book). This file ready for longterm storage on 25 January 2025. Most (all?) of the raw data for these summaries are EXCEL = BGUW, Final flea and body masses, 14 Jan 2025. Numbers shown are Means + 1 Standard Error (SEM). Small standard errors are shown as 0.1. Note: These data are summaries only. As noted above, most (all?) of the raw data are in EXCEL file = BGUW, Final flea and body masses, 14 Jan 2025. BTPDs = black-tailed prairie dogs. WTPDs = white-tailed prairie dogs Individuals at WTPD colonies were not marked, so I could accurately determine colony ranks (relative colony sizes) but not exact colony sizes These WTPD summary data for fleas per burrow entrance used for Figure 5.2 (which also shows sample sizes) in Hoogland 2026. This file ready for longterm storage on 07 July 2025. Most (all?) of the raw data for these summaries are from EXCEL file = BGUW, Final flea and body masses, 14 Jan 2025. Numbers in Column at far left are ward ranks--left of Column-A--(10). WTPDs, July 1975 fleas WTPDs, Sept 1975 fleas from smallest (1) to largest BTPDs = black-tailed prairie dogs. WTPDs = white-tailed prairie dogs Data shown here are means plus one standard error (SEM). Note: these data are SUMMARIES ONLY. Most of the raw data are in EXCEL file = BGUW, Final flea and body masses, 14 Jan 2025. Note: Flea counts in this fie are from TWO time-periods: July 1975 and Sept 1975 Note: These flea counts are from WTPD burrow-entrances, not from WTPD individuals File name = Fig 5.2, Right side, WTPDs, fleas vs colony rank, 13 Oct 2025
DOI: 10.13012/b2idb-0809711_v1
title: Data for "Efficient Mutagenesis and Genotyping of Maize Inbreds Using Biolistics, Multiplex CRISPR/Cas9 Editing, and Indel-Selective PCR"

description: CRISPR/Cas9 based genome editing has advanced our understanding of a myriad of important biological phenomena. Important challenges to multiplex genome editing in maize include assembly of large complex DNA constructs, few genotypes with efficient transformation systems, and costly/labor-intensive genotyping methods. Here we present an approach for multiplex CRISPR/Cas9 genome editing system that delivers a single compact DNA construct via biolistics to Type I embryogenic calli, followed by a novel efficient genotyping assay to identify desirable editing outcomes. We first demonstrate the creation of heritable mutations at multiple target sites within the same gene. Next, we successfully created individual and stacked mutations for multiple members of a gene family. Genome sequencing found off-target mutations are rare. Multiplex genome editing was achieved for both the highly transformable inbred line H99 and Illinois Low Protein1 (ILP1), a genotype where transformation has not previously been reported. In addition to screening transformation events for deletion alleles by PCR, we also designed PCR assays that selectively amplify deletion or insertion of a single nucleotide, the most common outcome from DNA repair of CRISPR/Cas9 breaks by non-homologous end-joining. The Indel-Selective PCR (IS-PCR) method enabled rapid tracking of multiple edited alleles in progeny populations. The ‘end to end’ pipeline presented here for multiplexed CRISPR/Cas9 mutagenesis can be applied to accelerate maize functional genomics in a broader diversity of genetic backgrounds.
DOI: 10.15468/dl.pfwtnd
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 20,70 20,70 30,60 30,60 20))"
 ]
}

 The dataset includes 84 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014379-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7sqtz
title: Occurrence Download

description: A dataset containing 2500 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Portulaca amilis"
 ]
}

 The dataset includes 2500 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014378-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mahmta
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-140 -30,-130 -30,-130 -20,-140 -20,-140 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014380-251009101135966/datasets/export for details.
DOI: 10.15468/dl.5cees8
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)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Fritillaria camschatcensis)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014381-251009101135966/datasets/export for details.
DOI: 10.15468/dl.a3knd2
title: Occurrence Download

description: A dataset containing 4496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calopogonium mucunoides)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4496 records from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014382-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cknwnw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((70 20,80 20,80 30,70 30,70 20))"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014383-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q93ve
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((80 20,90 20,90 30,80 30,80 20))"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014385-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6qb5g
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saraca indica",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014384-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry98zg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-150 -30,-140 -30,-140 -20,-150 -20,-150 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014386-251009101135966/datasets/export for details.
DOI: 10.15468/dl.2y7gpc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-160 -30,-150 -30,-150 -20,-160 -20,-160 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014388-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.17342725
title: Results files: RTS,S 4th Dose Modelling Paper

description: Results datasets related to the manuscript (under review): 

Timing of the fourth dose of RTS,S/AS01 malaria vaccine in perennial settings: a modelling study

Daniella Figueroa-Downing1,2, Sherrie L Kelly1, Aurélien Cavelan2, Melissa A Penny3,4, Josephine Malinga3,4

1Swiss Tropical and Public Health Institute, Allschwil, Switzerland; 2University of Basel, Basel, Switzerland; 3 The Kids Research Institute Australia, Nedlands, WA, Australia; 4 Centre for Child Health Research, University of Western Australia, Crawley, Western Australia, Australia

*Correspondence to: melissa.penny@uwa.edu.au
DOI: 10.5281/zenodo.17342726
title: Results files: RTS,S 4th Dose Modelling Paper

description: Results datasets related to the manuscript (under review): 

Timing of the fourth dose of RTS,S/AS01 malaria vaccine in perennial settings: a modelling study

Daniella Figueroa-Downing1,2, Sherrie L Kelly1, Aurélien Cavelan2, Melissa A Penny3,4, Josephine Malinga3,4

1Swiss Tropical and Public Health Institute, Allschwil, Switzerland; 2University of Basel, Basel, Switzerland; 3 The Kids Research Institute Australia, Nedlands, WA, Australia; 4 Centre for Child Health Research, University of Western Australia, Crawley, Western Australia, Australia

*Correspondence to: melissa.penny@uwa.edu.au
DOI: 10.15468/dl.kvkpvr
title: Occurrence Download

description: A dataset containing 1709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gymnocladus dioicus)",
 "StateProvince is one of (Arkansas, Connecticut, Illinois, Indiana, Iowa, Kansas, Kentucky, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Nebraska, New York, Ohio, Oklahoma, Ontario, Pennsylvania, South Dakota, Tennessee, Texas, Virginia, West Virginia, Wisconsin)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1709 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014387-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/b4fcff5a7fa083b83c7a567c9ebdfc4c
title: Algal microbial mat biomass measurements from the McMurdo Dry Valleys and Cape Royds, Antarctica (1994-2025, ongoing)

description: As part of the Long Term Ecological Research (LTER) project in the McMurdo Dry Valleys of Antarctica, a systematic sampling program has been undertaken to monitor the glacial meltwater streams in that region. This dataset contains microbial biomass concentrations found in algal mats located in streams throughout the McMurdo Dry Valleys as well as in ponds of the nearby Cape Royds. Microbial mat biomass has been collected as part of the McMurdo LTER since the 1993-1994 field season and measured as ash-free dry mass (AFDM) and chlorophyll-a (Chl-a).
DOI: 10.7916/z6vc-d867
title:  Evaluating Trust and Inclusivity: A Machine-Driven Benchmark for Large Language Model Chatbots in LGBTQ+ Suicide Prevention: Data
DOI: 10.15468/dl.r2ma7k
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Portulaca cryptopetala"
 ]
}

 The dataset includes 348 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014389-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gd6zt
title: Occurrence Download

description: A dataset containing 21615 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sightings Map of Invasive Plants in Portugal"
 ]
}

 The dataset includes 21615 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014391-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7edvju
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 20,100 20,100 30,90 30,90 20))"
 ]
}

 The dataset includes 31 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014390-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6t6ka
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vampyrum spectrum"
 ]
}

 The dataset includes 26 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014392-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/eyre37
title: Data Management and Sharing Plan for: Host immune Suppression as a Key Adaptation Enabling Bacterial Symbioses

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.3upr82
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-170 -30,-160 -30,-160 -20,-170 -20,-170 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014394-251009101135966/datasets/export for details.
DOI: 10.15468/dl.2nm88v
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)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Fritillaria canaliculata)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014395-251009101135966/datasets/export for details.
DOI: 10.15468/dl.g5nwmw
title: Occurrence Download

description: A dataset containing 4177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Portulaca grandiflora"
 ]
}

 The dataset includes 4177 records from 392 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014393-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdz6kd
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Clivia gardenii"
 ]
}

 The dataset includes 100 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014396-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rqkt4
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dolichos nimbaensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 73 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014397-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17342783
title: RGB components and luminance for light experiment
DOI: 10.5281/zenodo.17342784
title: RGB components and luminance for light experiment