cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ywjg94
title: Occurrence Download

description: A dataset containing 166770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, Finland, Norway, Netherlands, Germany, Sweden, Portugal, France, Spain, Austria)",
 "TaxonKey is Muscidae",
 "Year 2000-2024"
 ]
}

 The dataset includes 166770 records from 417 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036928-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rqxwf
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balantiopteryx infusca (Thomas, 1897)"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006068-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v580y4
title: Occurrence Download

description: A dataset containing 970 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anemone cylindrica A.Gray"
 ]
}

 The dataset includes 970 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002755-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrr4yr
title: Occurrence Download

description: A dataset containing 7716 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eichhornia crassipes (Mart.) Solms"
 ]
}

 The dataset includes 7716 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002755-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z49jkp
title: Occurrence Download

description: A dataset listing the 745 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Guatemala"
 ]
}

 The dataset's 745 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014760-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kwewp
title: Occurrence Download

description: A dataset containing 111308 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pytilia melba (Linnaeus, 1758)"
 ]
}

 The dataset includes 111308 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003991-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.earvyv
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus totonacus Gloyd & Kauffeld, 1940"
 ]
}

 The dataset includes 40 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002755-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-35544
title: Claims (GX 17640 - GX 17991), 1985

description: Collection of claims filed against the Los Angeles Police Department with regards ranging from wrongful death to violation of civil rights, etc., 1985. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.m8rbkj
title: Occurrence Download

description: A dataset containing 1816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cervus canadensis sp. nelsoni Bailey, 1935",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1816 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002755-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehqxwk
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anadia pamplonensis Dunn, 1944"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002181-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/yr7w-5c22.28
title: Korean Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - January 2025

description: The Media and Climate Change Observatory Data monitors 130 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.6084/m9.figshare.28447265
title: Fitted models for the paper "A Hierarchical Bayesian Modeling Approach to Predict Upper Extremities' Fatigue in a Dynamic Order-Picking Task”.

description: Predicting upper extremities' fatigue in dynamic tasks is crucial for human reliability analysis and system safety in warehouses and distribution systems. New nonintrusive technologies, such as wearable sensors, can facilitate worker safety monitoring. This study proposes a Bayesian mixed-effects modeling approach that incorporates random slopes, intercepts, and non-linear terms to enhance prediction accuracy for upper extremities' fatigue. Data were collected from a laboratory experiment involving 14 participants who performed order picking tasks over four days under varying load and pace conditions. Inertial Measurement Unit sensors attached to the wrist, trunk, and upper arm recorded accelerometer and gyroscope signals. The proposed hierarchical model utilized task conditions, individual characteristics, and signal features, with prior distributions of parameters continuously updated over time. The results demonstrate that incorporating random effects alongside fixed effects significantly improves the prediction accuracy. Updating prior distributions over time effectively reduced prediction errors for the subjective fatigue indicators, thus supporting proactive interventions. Our approach enables more precise and individualized fatigue prediction in dynamic tasks, contributing to improved system safety in smart warehouses.
DOI: 10.5066/p9nph301
title: Classified Cover Mapping to Support Preliminary Assessment of Aquatic Invasive Vegetation (Ludwigia spp.) in the Willamette River, Oregon: Albany and Salem Reaches

description: Since 2008, large-scale restoration programs have been implemented along the Willamette River, Oregon, to address historical losses of floodplain habitats for native fish. For much of the Willamette River floodplain, direct enhancement of floodplain habitats through restoration activities is needed because the underlying hydrologic, geomorphic, and vegetation processes that historically created and sustained complex floodplain habitats have been fundamentally altered by dam construction, bank protection, large wood removal, land conversion, and other influences (for example, Hulse and others, 2002; Wallick and others, 2013). An emerging management issue in the Willamette River floodplain and focus of river restoration efforts from 2015-2021 was the treatment of invasive, non-native, mat-forming emergent aquatic macrophyte, water primrose (Ludwigia hexapetala and L. peploides - henceforth Ludwigia). Ludwigia has been widely observed within off-channel features of the Willamette River in northwestern Oregon, raising questions about the effects of this plant on habitat conditions for native fish and wildlife. This document describes repeat digital maps of Ludwigia and other cover classes that were developed using random forest classification in R statistical analysis software of WorldView 2 and 3 satellite images acquired in 2012, 2015, and 2018 in two reaches of the Willamette River near Albany and Salem, Oregon. The Albany reach extends from floodplain kilometer (FPKM) 160 to 138, and the Salem reach extends from FPKM 116 to 91. This mapping effort is intended as preliminary reconnaissance to aid in determining the spatial and temporal patterns of Ludwigia presence and inform more comprehensive, river-scale mapping efforts in the future. The digital maps are rasters representing coverage of Ludwigia and seven other land cover classes produced from random forest classification mapping techniques. Mapping datasets are accompanied by training polygons and accuracy assessments of the classification models.
DOI: 10.25810/5dxz-xm93.82
title: Latin American Newspaper Coverage of Climate Change or Global Warming, 2005-2025 - January 2025

description: The Media and Climate Change Observatory Data monitors 126 sources (across newspapers, radio and TV) in 58 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.18112/openneuro.ds005935.v1.0.0
title: Mirror Neuron Study
DOI: 10.6073/pasta/ceb3da03f02b4f381bb29ccbf833ba1f
title: Particulate phosphorus concentrations in discrete water column samples collected from lakes in the McMurdo Dry Valleys, Antarctica (2006-2019, ongoing)

description: An key component of the McMurdo Dry Valleys Long Term Ecological Research (LTER) project involves the long-term monitoring of nutrient cycles. This data package contributes to this core area of research by quantifying particulate phosphorus concentrations found at specific depths in several perennially ice-covered lakes in the McMurdo Dry Valleys region of Antarctica.
DOI: 10.15468/dl.ccy2z2
title: Occurrence Download

description: A dataset listing the 9 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ficimia Gray, 1849"
 ]
}

 The dataset's 9 records were derived from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002182-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14681143
title: TST-DREAMS: WASP-17b PICASO Model Grid

description: 3.2. PICASO+Virga Grid of Forward Models (Grant et al. 2023) 

 

We computed radiative-convective thermochemical equilibrium (RCTE) atmospheric models for WASP-17b using the well-vetted open-source model PICASO v3.14 (Batalha et al. 2019; Mukherjee et al. 2023), which has heritage from Fortran codes developed to study Solar System giant planets (e.g., Marley & McKay 1999) and brown dwarfs (e.g., Marley & McKay 1999). We computed a grid of cloud-free models as a function of interior temperature of the planet (200 K & 300 K, Thorngren et al. 2019; Sarkis et al. 2021), atmospheric metallicity (9 values between 1–100×Solar), C/O ratio (5 values between 0.25–2×Solar), and the heat redistribution factor (0.5, 0.6, 0.7, 0.8). PICASO’s RCTE module utilizes correlated-k opacities that are detailed in Marley et al. (2021) and released by Lupu et al. (2021). We included the opacity sources for 29 species, but the most important for the JWST MIRI LRS wavelength region is the line list of H2O (Polyansky et al. 2018). The chemical equilibrium abundances are computed on a pressuretemperature-M/H-C/O grid of thermochemical equilibrium models presented in Marley et al. (2021) following the work of Gordon & McBride (1994), Fegley & Lodders (1994), Lodders (1999), Lodders (2002), Lodders & Fegley (2002), Visscher et al. (2006), and Visscher et al. (2010), using elemental abundances from Lodders (2010). From our WASP-17b climate models we computed transmission spectra using opacities resampled to R = 60, 000 (Batalha et al. 2020) from original R ∼ 106 line-by-line calculations detailed in Freedman et al. (2008) and Gharib-Nezhad et al. (2021). We fit the cloud-free grid to both the ExoTiC-MIRI and Eureka! JWST MIRI LRS reductions using the “MLFriends” nested sampling Algorithm (Buchner 2016, 2019) implemented in the open-source Ultranest code (Buchner 2021) and find agreement between the two, regardless of binning scheme. The best-fit model from the cloud-free grid has an internal temperature of 200 K, redistribution factor of 0.8, metallicity of 100×Solar, and super-solar C/O ratio (0.7). 

 

Reading xarray files 

import xarray as xr 
ds = xr.load_dataset(filename)

You can also use PICASO's GridFitter. To see the tutorials that utilize these follow this link to the Retrieval tutorials: https://natashabatalha.github.io/picaso/tutorials.html#fitting-models-to-data
DOI: 10.5281/zenodo.14681144
title: TST-DREAMS: WASP-17b PICASO Model Grid

description: 3.2. PICASO+Virga Grid of Forward Models (Grant et al. 2023) 

 

We computed radiative-convective thermochemical equilibrium (RCTE) atmospheric models for WASP-17b using the well-vetted open-source model PICASO v3.14 (Batalha et al. 2019; Mukherjee et al. 2023), which has heritage from Fortran codes developed to study Solar System giant planets (e.g., Marley & McKay 1999) and brown dwarfs (e.g., Marley & McKay 1999). We computed a grid of cloud-free models as a function of interior temperature of the planet (200 K & 300 K, Thorngren et al. 2019; Sarkis et al. 2021), atmospheric metallicity (9 values between 1–100×Solar), C/O ratio (5 values between 0.25–2×Solar), and the heat redistribution factor (0.5, 0.6, 0.7, 0.8). PICASO’s RCTE module utilizes correlated-k opacities that are detailed in Marley et al. (2021) and released by Lupu et al. (2021). We included the opacity sources for 29 species, but the most important for the JWST MIRI LRS wavelength region is the line list of H2O (Polyansky et al. 2018). The chemical equilibrium abundances are computed on a pressuretemperature-M/H-C/O grid of thermochemical equilibrium models presented in Marley et al. (2021) following the work of Gordon & McBride (1994), Fegley & Lodders (1994), Lodders (1999), Lodders (2002), Lodders & Fegley (2002), Visscher et al. (2006), and Visscher et al. (2010), using elemental abundances from Lodders (2010). From our WASP-17b climate models we computed transmission spectra using opacities resampled to R = 60, 000 (Batalha et al. 2020) from original R ∼ 106 line-by-line calculations detailed in Freedman et al. (2008) and Gharib-Nezhad et al. (2021). We fit the cloud-free grid to both the ExoTiC-MIRI and Eureka! JWST MIRI LRS reductions using the “MLFriends” nested sampling Algorithm (Buchner 2016, 2019) implemented in the open-source Ultranest code (Buchner 2021) and find agreement between the two, regardless of binning scheme. The best-fit model from the cloud-free grid has an internal temperature of 200 K, redistribution factor of 0.8, metallicity of 100×Solar, and super-solar C/O ratio (0.7). 

 

Reading xarray files 

import xarray as xr 
ds = xr.load_dataset(filename)

You can also use PICASO's GridFitter. To see the tutorials that utilize these follow this link to the Retrieval tutorials: https://natashabatalha.github.io/picaso/tutorials.html#fitting-models-to-data
DOI: 10.15468/dl.6n5pwf
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Belize",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Tropicos MO Specimen Data, NMNH Extant Specimen Records (USNM, US), Edinburgh (E) Herbarium Specimens, Natural History Museum (London) Collection Specimens, Tropicos Specimens Non-MO, Delaware State University, Claude E. Phillips Herbarium, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (Plantas vasculares), The New York Botanical Garden Herbarium (NY), Naturalis Biodiversity Center (NL) - Botany)",
 "OccurrenceStatus is Present",
 "TaxonKey is Cochlospermum vitifolium (Willd.) Spreng."
 ]
}

 The dataset includes 70 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002185-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5w669m8k
title: MassIVE MSV000097158 - GNPS-LC-MS data for bioactive hits from malaria screening
title: Fungi were grown on cheerios and metabolites extracted. Data represents a subset of fungal extract library that showed activity against Plasmodium falciparum. C18 LC, positive mode
DOI: 10.25810/fq7x-q521.62
title: Middle Eastern Newspaper Coverage of Climate Change or Global Warming, 2004-2025 - January 2025

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.7936/6rxs-103655
title: Soil temperature across an urbanization gradient in St. Louis, MO [dataset]

description: It is well established that as urbanization increases, so does temperature due to a phenomenon called the urban heat island effect (UHI). However, there has been less examination of spatial and temporal variation in the degree of the UHI in the soil which many organisms utilize as habitat. This is partially due to constraints associated with the high cost of installing sensors that accurately record soil temperatures and the inability of satellites to capture variation at small spatial scales. To overcome those constraints, we installed small, low-cost temperature sensors (HOBO Pendant MX2201) in the ground at 27 sites along an urbanization gradient in St. Louis, Missouri, USA. At each site we buried two sensors at close proximity (&lt; 10 m), with one in an open, sunny location (predominantly under mowed turfgrass) and the other in the shade (predominately in dirt or mulch) underneath a tree or shrub. In some sites, we buried sensors in more than two locations. Each sensor was buried just below the surface of the soil (~1 cm depth). The sensors logged temperatures every 15 minutes from December 2020 through October 2021. However, not all sensors continued logging that entire time. Most sensors logged data between March and August 2021. This dataset contains the temperature time series and location information for the sensors. Analysis of certain weeks and time periods of the dataset are presented in the article "Belowground sensors capture spatiotemporal variation in urban heat island effect" published in 2025 in the journal Urban Ecosystems (https://doi.org/10.1007/s11252-025-01677-8).
DOI: 10.15468/dl.atsrcy
title: Occurrence Download

description: A dataset listing the 5614 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - Hawaii, United States (ver.2.0, 2022)"
 ]
}

 The dataset's 5614 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002184-250218110819086/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.28444061
title: The Open Public Health Journal <b>Data availability:</b> Harnessing E-health for Adolescent Sexual Health in Sub-Saharan Africa: A Systematic Review and Roadmap for Implementation

description: Sub-Saharan Africa is facing alarming adolescent sexual health problems, including high HIV/AIDS rates and unintended pregnancies. E-health solutions offer a promising solution. A systematic review of e-health interventions for adolescent sexual health in SSA was conducted, analyzing studies from 2013 to 2024. The review revealed the effectiveness of e-health interventions but also highlighted barriers to implementation, including policy gaps, digital access limitations, and cultural factors. To improve adolescent sexual health, e-health solutions must address infrastructure gaps, provide training for educators and health workers, and ensure cultural sensitivity. Policymakers must update policies to bridge the digital divide and protect data privacy. This study provides a roadmap for stakeholders to effectively promote adolescent sexual health through e-health, offering key recommendations for successful implementation.
DOI: 10.20383/103.01215
title: Expression of the estrogen receptor gene across the life cycle in the polychaete, Capitella teleta

description: This dataset contains gene expression data for the estrogen receptor (ER) in the polychaete worm _Capitella teleta_ (Cte), collected using whole-mount in situ hybridization and reverse transcription quantitative polymerase chain reaction (RT-qPCR). The dataset consists of text, CSV, R script, and TIFF image files and provide insights into the spatial and quantitative expression patterns of ER across developmental stages, anatomical regions, and sex-specific life stages. We performed whole-mount in situ hybridization on larval stages 4-8 to localize ER expression with images captured using a SPOT FLEX digital camera. We performed RT-qPCR in C. teleta juveniles (whole bodies) and adult worms (whole body, anterior portions, and gastrointestinal tracts. Juvenile and adult samples were pooled (10 worms per pool for juveniles, 5 worms per pool for adults); anterior portions of worms were also pooled (4 heads per pool). Gastrointestinal tracts were from individuals. For whole body adults, we obtained samples from male, female and hermaphrodites. For anterior portions and gastrointestinal tracts, samples were from male and female only. This data includes cycle threshold (Cq) values for the genes: ER (estrogen receptor), 18s RNA (18S ribosomal RNA), and elongation factor 1 (elf). Sample processing included RNA extraction using TRIzol, cDNA synthesis, and gene expression analysis using the MCMC.qPCR package in R. This resource supports research on endocrine regulation, developmental gene expression, and molecular responses in marine invertebrates. The study was conducted at McMaster University and funded by the Natural Sciences and Engineering Research Council of Canada (NSERC).
DOI: 10.25810/gyv-zg57.83
title: New Zealand Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - January 2025

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.