cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15677142
title: Wing and tail lengths are changing for birds in arid riparian regions in the Nearctic and Palearctic

description: The effects of climate change are having increasingly disruptive impacts on the global environment, especially on climate-sensitive arid riparian zones that are becoming increasingly important climate refugia for organisms like birds as surrounding areas become drier and less green. In this study, we used two long-term banding datasets from arid riparian locations in both the Western United States and Eastern Türkiye to assess whether these bird communities have been changing their morphology in the past couple decades and to compare the direction of these trends between two widely different sets of birds at both the community and species levels. Notably, our study finds that birds from both continents have been developing longer wings over time, and the tails of birds in Türkiye are getting shorter, but birds have not been undergoing changes in their body mass or overall size. This work is the first joint assessment of morphological trends for birds in both the New and Old World, the first from climate-sensitive arid riparian zones, and the first study to examine trends in tail length. We also examined the impact and influence of environmental factors and shared biological traits on these trends among birds in our study, and found that a species’ molt strategy, migratory status, and primary diet had notable impacts on the relationships between environmental variables and wing length. We surmise how factors at the population and species levels may be helping drive morphological changes, while underscoring that there is much still to learn about the mechanisms influencing morphology.
DOI: 10.15468/dl.6ptf95
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-124.84096 48.31103,-123.69975 48.03978,-122.94692 48.01639,-122.46983 48.16014,-122.40412 48.65474,-122.67689 49.10958,-122.70959 49.46205,-123.01365 49.5245,-123.11862 49.79707,-123.75255 49.82074,-123.65446 50.22396,-124.05582 50.27353,-124.33321 49.94202,-124.5811 50.03958,-124.1863 50.51141,-124.78956 51.10354,-125.58127 50.28023,-125.2715 49.83235,-125.07993 49.57337,-124.58211 49.23186,-123.98628 49.06675,-123.75638 48.80139,-123.65422 48.50762,-124.31428 48.61628,-124.82782 48.74329,-124.84096 48.31103))",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Sardinops sagax neopilchardus (Steindachner, 1879), Sardinops sagax melanosticta (Temminck & Schlegel, 1846), Sardinops sagax caeruleus (Girard, 1854), Sardinops sagax musica (Girard, 1855), Sardinops sagax sagax, Sardinops sagax (Jenyns, 1842))",
 "Year 1990-2025"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049243-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qj8zdv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "ScientificName is Callithrix jacchus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049242-250525065834625/datasets/export for details.
DOI: 10.15468/dl.7y3w2j
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Merostachys pluriflora Munro ex E.G.Camus"
 ]
}

 The dataset includes 178 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049244-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15675232
title: Mississippi High-Resolution Land Cover Dataset

description: This dataset contains 1-meter resolution land cover data for the state of Mississippi, USA for the years 2016 and 2023. This dataset is derived from USDA National Agriculture Imagery Program (NAIP) imagery for the corresponding years, and was created using a specialized deep learning model trained on manually annotated imagery. This dataset is provided "as-is" without any warranty of any kind, either expressed or implied. Furthermore, the authors provide no guarantee of suitability or fitness for any particular purpose.



 

Data Description





The dataset is provided in GeoTIFF format, and includes both state-wide and county-level products for convenience. All data is projected in Mississippi Transverse Mercator coordinate system, and are stored in 8-bit unsigned integer format.  The land cover classes in the dataset are described in the following table:

 








Pixel Value
Land Cover Class
Description


0
No Data
N/A


1
Open Water
Water bodies such as lakes, rivers, ponds, streams, pools, etc.


2
Impervious Structures
Man-made structures that have elevated surfaces, such as buildings, docks, large vehicles, etc.


3
Impervious Surfaces
Man-made surfaces that are not elevated, such as roads, parking lots, sidewalks, etc.


4
Barren Land
Areas absent of vegetation, structures, or water, such as bare soil, sand, gravel, rock, etc.


5
Tree Canopy/Woody Vegetation
Areas with visible tree canopy or moderate-to-large woody shrubs with substantial density and/or structure.


6
Herbaceous/Low Vegetation
Low-growing vegetation such as grasses, aquatic plants, pastures, and small shrubs with low density and/or sparse structure.


7
Cultivated Crops
Agricultural fields with visible crop growth identifiable by high near-infrared reflectance and row crop patterns.


8
Unclassified
Regions obscured by shadows or other image artifacts that prevent reliable classification.






 

The dataset used to train the model can be accessed here. If you have any questions or need assistance with the dataset, please contact Dakota Hester at dh2306@msstate.edu.

 

Acknowledgements



This dataset was created with support from the Mississippi Agricultural and Forestry Experiment Station under a strategic research initiative in an effort to build machine learning systems that enhance stakeholder understanding of the distribution of natural resources in the state of Mississippi. This dataset is provided under the Creative Commons Attribution 4.0 International License, which allows for free use, distribution, and modification of the dataset with proper attribution to the authors. When using or citing this dataset, please reference the following citation:

 





@misc{hester2025ms_hires_lc,

  author = {Dakota Hester and Vitor Souza Martins},

  title = {Mississippi Land Cover Training Dataset},

  year = {2025},

  publisher = {Mississippi State University},

  doi = {10.5281/zenodo.15670824},

}
DOI: 10.15468/dl.yjvkge
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-124.84096 48.31103,-123.69975 48.03978,-122.94692 48.01639,-122.46983 48.16014,-122.40412 48.65474,-122.67689 49.10958,-122.70959 49.46205,-123.01365 49.5245,-123.11862 49.79707,-123.75255 49.82074,-123.65446 50.22396,-124.05582 50.27353,-124.33321 49.94202,-124.5811 50.03958,-124.1863 50.51141,-124.78956 51.10354,-125.58127 50.28023,-125.2715 49.83235,-125.07993 49.57337,-124.58211 49.23186,-123.98628 49.06675,-123.75638 48.80139,-123.65422 48.50762,-124.31428 48.61628,-124.82782 48.74329,-124.84096 48.31103))",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Theragra chalcogramma (Pallas, 1814), Theragra chalcogramma chalcogramma)",
 "Year 1990-2025"
 ]
}

 The dataset includes 40 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049246-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktg635
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Burkina Faso",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles arabiensis Patton, 1905"
 ]
}

 The dataset includes 175 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049247-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qw637w
title: Occurrence Download

description: A dataset containing 2003 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Callithrix jacchus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2003 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049249-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15661704
title: Example data for `peaks` analysis package

description: Example data for tutorials of the `peaks` Python Electron Spectroscopy Analysis by King Group St Andrews data analysis package.

Data originally collected by members of the King research group at the University of St Andrews.
DOI: 10.15468/dl.x72n9b
title: Occurrence Download

description: A dataset containing 1061 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artibeus fraterculus Anthony, 1924"
 ]
}

 The dataset includes 1061 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049251-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcczx8
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Olea europaea subsp. maroccana (Greuter & Burdet) P.Vargas, J.Hess, Muñoz Garm. & Kadereit"
 ]
}

 The dataset includes 36 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049252-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/5ff89cdabc775db369ce0d6ff600cbcd
title: Valuing multiple ecosystem services under contrasting land use scenarios, Grand River Basin (Iowa and Missouri, USA), 2016

description: This dataset includes spatial and tabular data used to evaluate ecosystem service outcomes under three land-use scenarios (baseline, buffered, and productivity-based) within the Grand River Basin, spanning southwest Iowa and northwest Missouri. The dataset comprises geospatial layers and model inputs for land cover, soil characteristics, and hydrology, as well as outputs from the InVEST modeling suite for nutrient delivery ratio, sediment delivery ratio, carbon storage, and pollinator abundance. It also includes financial data used to estimate the net present value of bioenergy grassland systems, including enterprise budgets and biomass yield assumptions. The scenarios simulate the conversion of cropland to native grassland either adjacent to streams (Buffered) or on low-productivity soils (Productivity-based), and the dataset captures associated changes in land cover, ecosystem service indicators, and potential biomass production. This dataset is intended to support further research and planning related to landscape-scale conservation, ecosystem service valuation, and bioenergy development in agricultural regions.
DOI: 10.7910/dvn/cw4gas
title: Replication Data for: Treasury Re-use and the Demand for Safe Assets

description: These files provide the replication code for "Treasury Re-use and the Demand for Safe Assets" by Sebastian Infante and Zack Saravay. The data used in our analysis is confidential and cannot be shared. The dataset provided here is a pseudo-dataset that preserves the structure and variable names of the original data but contains randomly generated values. The code will run and produce all tables and figures, but the coefficients and values will not match those in the published paper.
DOI: 10.7910/dvn/lsvw9m
title: Replication Data for: How Likely Is an Inflation Disaster?

description: Replication package
DOI: 10.15468/dl.fq2ey8
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinichthys evermanni Snyder, 1908"
 ]
}

 The dataset includes 83 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049253-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92avrx
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Merostachys polyantha McClure"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049255-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6r84ua
title: Occurrence Download

description: A dataset containing 5481854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-133.067645272892 44.4005155983963, -108.483422398085 44.4005155983963, -108.483422398085 57.8957711731829, -133.067645272892 57.8957711731829, -133.067645272892 44.4005155983963))"
 ]
}

 The dataset includes 5481854 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049245-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wd38gq
title: Occurrence Download

description: A dataset containing 18615 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Rhinichthys atratulus (Hermann, 1804)"
 ]
}

 The dataset includes 18615 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049254-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15677205
title: Structural Variability of Pfam Domains based on Alphafold2 Predictions

description: Supplementary tables for manuscript titled "Structural Variability of Pfam Domains based on Alphafold2 Predictions"
DOI: 10.5281/zenodo.15677206
title: Structural Variability of Pfam Domains based on Alphafold2 Predictions

description: Supplementary tables for manuscript titled "Structural Variability of Pfam Domains based on Alphafold2 Predictions"
DOI: 10.15468/dl.v9bs99
title: Occurrence Download

description: A dataset containing 4837 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinichthys obtusus Agassiz, 1854"
 ]
}

 The dataset includes 4837 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049256-250525065834625/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.29254946
title: Development of an oral gut-targeted rabies virus-like particles (RVLPs) vaccine with mucosal immune adjuvant LTB via delivering of localized-release microparticles

description: Rabies, a fatal zoonotic infectious diseases caused by rabies virus (RABV) infection, still has a high incidence with no effective cure in many Asian countries, even though numerous commercial vaccines have been administered for decades. One of the most important reasons is the neglected that main reservoirs of RABV, such as many stray and wild animals, are inaccessible for effective vaccination, especially in natural wilderness environments. In this study, we developed a highly effective gut-targeted oral rabies vaccine (ORV), which containing the immunoadjuvant LTB by targeted administration of microparticles with local release in the intestine. Based on the virus like particles (RVLPs) were assembled by RABV glycoprotein (RVGP) and matrix protein (RVMP), the enterically released microparticles ELPGA MPs loaded with RVLPs and djuvant LTB (RVLPs + LTB/EPLGA MPs) were prepared and demonstrated the ability of intestinal targeting which released in a pH-dependent manner. Subsequently, <i>in vivo</i> immunoassay experiments showed that the levels of anti-RVLPs IgG, IFN-γ and IL-4 were significantly higher in the RVLPs + LTB/EPLGA MPs groups than in the normal saline group or positive control group (R group) after intragastric administration. Moreover, higher levels of CD4+/CD8+ T cells ratios in the peripheral blood and sIgA in the intestines and feces of mice indicated that RVLPs + LTB/EPLGA MPs group elicited a stronger cellular immune response and mucosal immunity. In short, the novel oral vaccine is exploring valuable strategies of oral gut-targeted vaccines and promising to effectively prevent the spread of RABV among terrestrial carnivorous animals and human populations. A schematic illustrating the obtain of antigen and its oral delivery mechanism. The RVLPs + LTB/EPLGA MPs were administered intragastric to achieve intestinal targeting and pH-responsive release and induce antigen-specific mucosal, humoral, and cellular immune responses on the intestinal mucosal surface.
DOI: 10.6084/m9.figshare.29254946.v1
title: Development of an oral gut-targeted rabies virus-like particles (RVLPs) vaccine with mucosal immune adjuvant LTB via delivering of localized-release microparticles

description: Rabies, a fatal zoonotic infectious diseases caused by rabies virus (RABV) infection, still has a high incidence with no effective cure in many Asian countries, even though numerous commercial vaccines have been administered for decades. One of the most important reasons is the neglected that main reservoirs of RABV, such as many stray and wild animals, are inaccessible for effective vaccination, especially in natural wilderness environments. In this study, we developed a highly effective gut-targeted oral rabies vaccine (ORV), which containing the immunoadjuvant LTB by targeted administration of microparticles with local release in the intestine. Based on the virus like particles (RVLPs) were assembled by RABV glycoprotein (RVGP) and matrix protein (RVMP), the enterically released microparticles ELPGA MPs loaded with RVLPs and djuvant LTB (RVLPs + LTB/EPLGA MPs) were prepared and demonstrated the ability of intestinal targeting which released in a pH-dependent manner. Subsequently, <i>in vivo</i> immunoassay experiments showed that the levels of anti-RVLPs IgG, IFN-γ and IL-4 were significantly higher in the RVLPs + LTB/EPLGA MPs groups than in the normal saline group or positive control group (R group) after intragastric administration. Moreover, higher levels of CD4+/CD8+ T cells ratios in the peripheral blood and sIgA in the intestines and feces of mice indicated that RVLPs + LTB/EPLGA MPs group elicited a stronger cellular immune response and mucosal immunity. In short, the novel oral vaccine is exploring valuable strategies of oral gut-targeted vaccines and promising to effectively prevent the spread of RABV among terrestrial carnivorous animals and human populations. A schematic illustrating the obtain of antigen and its oral delivery mechanism. The RVLPs + LTB/EPLGA MPs were administered intragastric to achieve intestinal targeting and pH-responsive release and induce antigen-specific mucosal, humoral, and cellular immune responses on the intestinal mucosal surface.
DOI: 10.25345/c55h7c63k
title: MassIVE MSV000098218 - GNPS - Extracto etanolico de Parkia pendula - Completo - Venezuela
title: Analisis metabolomico del extracto etanolico de Parkia pendula, recolectado en Venezuela
DOI: 10.17169/refubium-47448
title: Data and code for: "Speed Matters: Accelerated Pharmacokinetics Reduce Persisters in Escherichia coli"

description: Data and code for: "Speed Matters: Accelerated Pharmacokinetics Reduce Persisters in Escherichia coli"
DOI: 10.17169/refubium-47543
title: Applying an Anti-Kasha Model Resolves Differences Between Photosynthetic and Artificial Pigments

description: Dataset required for reproducing the title paper; containing the scripts and data for exciton analysis, as well as the structures used to computed the FRET coupling elements
DOI: 10.15468/dl.49sr6k
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Olea europaea subsp. maroccana (Greuter & Burdet) P.Vargas, J.Hess, Muñoz Garm. & Kadereit"
 ]
}

 The dataset includes 36 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049257-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u86ppy
title: Occurrence Download

description: A dataset containing 293865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alnus incana (L.) Moench, Betula glandulosa Michx., Lonicera canadensis Bartram ex Marshall, Cornus sericea L., Diervilla lonicera Mill.)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 293865 records from 476 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049248-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7babjf
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "TaxonKey is Triglochin scilloides (Poir.) Mering & Kadereit"
 ]
}

 The dataset includes 347 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049258-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.