cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15702414
title: CROPSIGHT-US: An Object-Based Crop Type Ground Truth Dataset Using Street View and Sentinel-2 Satellite Imagery across the Contiguous United States

description: CropSight-US is the first national-scale, object-based crop type ground truth dataset for the contiguous United States (CONUS) from 2013 to 2023, featuring records across 17 major crop types and 294 Agricultural Statistics Districts with uncertainty information of 124,419 cropland fields. The most current version is `cropsight-us_app_dat_v1.0.0.zip`.

Our crop type ground truth dataset includes the following 17 crop types: alfalfa, almond, canola, cereal, corn, cotton, grape, orange, peanut, pistachio, potato, sorghum, soybean, sugarbeet, sugarcane, sunflower, walnut.

Each crop type ground truth data is represented by a polygon and contains the following information:



Label: the predicted crop type label

Lat: latitude of the original street view image location

Lon: longitude of the original street view image location

Heading: direction of view of the original street view image towards the target field

Month: month when the original street view image was captured

Year: year when the original street view image was captured


Each entry in the generated CropSight-US ground truth dataset includes the predicted crop type, the associated confidence metrics (entropy, variance, and confidence level), the delineated cropland field boundary, and the year and month when the original GSV image is captured.



Entropy: measures the randomness in class probabilities across Monte Carlo (MC) simulations. Higher entropy indicates greater uncertainty in crop type prediction.

Entropy_P: the percentile rank of a polygon’s entropy relative to the entire dataset.

Variance: quantifies the variability of predicted class probabilities across MC simulations. Higher variance signals inconsistent predictions across runs.

Variance_P: the percentile rank of a polygon’s variance relative to the dataset.

Confidence: a binary label (1/0) indicating prediction certainty, derived using entropy and variance thresholds established from the test subset of our reference dataset. A value of 1 represents high confidence in the prediction results. A value of 0 indicates uncertainty beyond our defined threshold: these predictions are not necessarily low-quality, but fall outside the range deemed confidently predictable based on our criteria.


Code repository and more examples are available at: https://github.com/rssiuiuc/CropSight ; We also created an interactive application hosted on Google Earth Engine (GEE): https://ee-azzhou249.projects.earthengine.app/view/cropsight-us.

For technical details about the methods used to create this dataset, please refer to Liu et al. (2024) and the data description paper available soon.

This research was supported in part by the Illinois Computes project which is supported by the University of Illinois Urbana-Champaign and the University of Illinois System.
DOI: 10.15468/dl.ns9chs
title: Occurrence Download

description: A dataset containing 8871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence)",
 "Country is Australia",
 "Geometry POLYGON((107.73631 -39.39541,130.97078 -39.39541,130.97078 -11.40566,107.73631 -11.40566,107.73631 -39.39541))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae",
 "Year 2010-2025"
 ]
}

 The dataset includes 8871 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001226-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4kxfd
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001227-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugddwn
title: Occurrence Download

description: A dataset containing 2668 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mustela lutreola"
 ]
}

 The dataset includes 2668 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001225-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqatky
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001228-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a20r9m609
title: Pressure transducer data for beaver ponds and associated streams in northwestern Alaska 2021-2026

description: This dataset contains water level, water temperature, and barometric pressure at Alaskan beaver ponds collected as part of the Arctic Beaver Observation Network.
 The Arctic Beaver Observation Network is a 5-year project (2021-2026) funded by the National Science Foundation. The natural science part of the project uses remote sensing to observe the progress and impacts of beaver engineering in the Arctic, starting in Alaska and extending into Canada and Eurasia. The project also establishes field sites at tundra beaver ponds to study the implications of beaver engineering on hydrology and permafrost, as well as pond evolution documented using Unmanned Aerial Systems (UAS). Remote sensing work will map beaver ponds over time. Field measurements at tundra beaver ponds are made in August and late March. Data generated by field measurements include water level and temperature from pressure-transducers, subsurface imaging from ground-penetrating radar, sonar measurements for beaver pond bathymetry, tabular data associated with water quality measurements, and ice thickness and water depth (in winter). Data is also posted from UAS surveys: annual visible and multi-spectral surveys, as well as snow depth.
DOI: 10.34740/kaggle/dsv/12889857
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.16970398
title: SNPS dataset of the Baryancistrus species of the Tocantins river

description: This dataset contains Variant Call Format (VCF) files with SNPs derived from double-digest RADseq (ddRADseq) for three rheophilic armored catfish species (Baryancistrus longipinnis, Baryancistrus niveatus, and Baryancistrus sp. “Araguaia”) sampled in the Tocantins River basin, Brazil.

Raw sequence data were processed with Stacks, following quality control (Q20 trimming, head cropping, length filtering), and loci were assembled de novo. SNPs were subsequently filtered to build neutral SNP datasets, using thresholds for minimum allele frequency (MAF ≥ 0.025), Hardy–Weinberg equilibrium, depth, missing data, and linkage disequilibrium pruning. Outlier loci (putative under selection) were removed.

Final datasets retained:





B. longipinnis: 2,758 neutral SNPs (24 individuals)




B. niveatus: 5,040 neutral SNPs (15 individuals)




Baryancistrus sp. “Araguaia”: 3,508 neutral SNPs (6 individuals)



The VCFs can be used to replicate analyses of genetic diversity, population structure, isolation by distance (IBD), and landscape genomics presented in the associated study: Where are we going to live? Population genomics emits warning signal about endangered Amazonian rheophilic loricariids under habitat loss.
DOI: 10.5281/zenodo.16970397
title: SNPS dataset of the Baryancistrus species of the Tocantins river

description: This dataset contains Variant Call Format (VCF) files with SNPs derived from double-digest RADseq (ddRADseq) for three rheophilic armored catfish species (Baryancistrus longipinnis, Baryancistrus niveatus, and Baryancistrus sp. “Araguaia”) sampled in the Tocantins River basin, Brazil.

Raw sequence data were processed with Stacks, following quality control (Q20 trimming, head cropping, length filtering), and loci were assembled de novo. SNPs were subsequently filtered to build neutral SNP datasets, using thresholds for minimum allele frequency (MAF ≥ 0.025), Hardy–Weinberg equilibrium, depth, missing data, and linkage disequilibrium pruning. Outlier loci (putative under selection) were removed.

Final datasets retained:





B. longipinnis: 2,758 neutral SNPs (24 individuals)




B. niveatus: 5,040 neutral SNPs (15 individuals)




Baryancistrus sp. “Araguaia”: 3,508 neutral SNPs (6 individuals)



The VCFs can be used to replicate analyses of genetic diversity, population structure, isolation by distance (IBD), and landscape genomics presented in the associated study: Where are we going to live? Population genomics emits warning signal about endangered Amazonian rheophilic loricariids under habitat loss.
DOI: 10.18739/a2w37kx7f
title: Permafrost thaw depth measurements at beaver pond locations in Northwestern Alaska, 2022-2026

description: This dataset contains permafrost thaw depth measurements at Alaskan beaver ponds collected as part of the Arctic Beaver Observation Network.
 The Arctic Beaver Observation Network is a 5-year project (2021-2026) funded by the National Science Foundation. The natural science part of the project uses remote sensing to observe the progress and impacts of beaver engineering in the Arctic, starting in Alaska and extending into Canada and Eurasia. The project also establishes field sites at tundra beaver ponds to study the implications of beaver engineering on hydrology and permafrost, as well as pond evolution documented using Unmanned Aerial Systems (UAS). Remote sensing work will map beaver ponds over time. Field measurements at tundra beaver ponds are made in August and late March. Data generated by field measurements include water level and temperature from pressure-transducers, subsurface imaging from ground-penetrating radar, sonar measurements for beaver pond bathymetry, tabular data associated with water quality measurements, and ice thickness and water depth (in winter). Data is also posted from UAS surveys: annual visible and multi-spectral surveys, as well as snow depth. This dataset comprises thaw depth measurements along transects near beaver ponds, to document permafrost impacts over time.
DOI: 10.15468/dl.jcsdz7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pachylasma giganteum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001230-250827131500795/datasets/export for details.
DOI: 10.15468/dl.tarcsn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoeniparus rufogularis",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001232-250827131500795/datasets/export for details.
DOI: 10.15468/dl.3kfnt6
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001233-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/x8mr-hs75
title: Updating test DOI in Basket
DOI: 10.15468/dl.p7pa2r
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acartia tonsa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001234-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gkn3b
title: Occurrence Download

description: A dataset containing 370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 370 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001236-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpcfha
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is Tajikistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001237-250827131500795/datasets/export for details.
DOI: 10.15468/dl.6kxxhf
title: Occurrence Download

description: A dataset containing 46620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ajuga genevensis"
 ]
}

 The dataset includes 46620 records from 645 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001231-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbznnu
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterina pancerii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 47 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001238-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnveq6
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001239-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufcmvq
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 300 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001240-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.aogsj3zl
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (7 records)
DOI: 10.15468/dl.akjget
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dussumieria elopsoides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 52 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001241-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njs3xc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoeniparus dubius",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001242-250827131500795/datasets/export for details.
DOI: 10.15468/dl.z65psh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha australis",
 "Country is Uzbekistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001243-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16970547
title: FINLANDIYA TAJRIBASI ASOSIDA PEDAGOGIK KOMPETENSIYALARNI RIVOJLANTIRISH USULLARI

description: Ushbu maqolada kreativ o‘qituvchining kompetensiyalari tahlil qilinadi. O‘qituvchilarning kasbiy o‘sish darajalari, pedagogik madaniyati va XXI asrning pedagogik kompetentsiyalari tadqiq qilinadi.
DOI: 10.5281/zenodo.16970548
title: FINLANDIYA TAJRIBASI ASOSIDA PEDAGOGIK KOMPETENSIYALARNI RIVOJLANTIRISH USULLARI

description: Ushbu maqolada kreativ o‘qituvchining kompetensiyalari tahlil qilinadi. O‘qituvchilarning kasbiy o‘sish darajalari, pedagogik madaniyati va XXI asrning pedagogik kompetentsiyalari tadqiq qilinadi.
DOI: 10.6084/m9.figshare.29998267
title: DATA FOR Analyzing Time and Cost Deviations in Educational Infrastructure Projects: A Data-Driven Approach Using Colombia's Public Data Platform

description: Database of the paper: Educational infrastructure; Cost Overrun; Time overruns; Public Procurement; Project Performance; Data-Driven Analysis
DOI: 10.6084/m9.figshare.29998267.v1
title: DATA FOR Analyzing Time and Cost Deviations in Educational Infrastructure Projects: A Data-Driven Approach Using Colombia's Public Data Platform

description: Database of the paper: Educational infrastructure; Cost Overrun; Time overruns; Public Procurement; Project Performance; Data-Driven Analysis
DOI: 10.15468/dl.n7sbay
title: Occurrence Download

description: A dataset containing 1074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centrostephanus longispinus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 1074 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001247-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrt2g4
title: Occurrence Download

description: A dataset containing 44269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hypericum elodes"
 ]
}

 The dataset includes 44269 records from 581 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001245-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/6ca5-ba17
title: PASSAGE--Parallel Application of Slitless Spectroscopy to Analyze Galaxy Evolution

description: This dataset includes all the data from the PASSAGE survey, which is a cycle 1 pure parallel program with JWST that obtained ~400 hours of NIRISS observations to obtain direct near-IR imaging and slitless spectroscopy. PASSAGE observed 63 high-latitude fields in Pure Parallel mode. These observations provide more than ten thousand near-infrared grism spectrograms of faint galaxies.
DOI: 10.15468/dl.yhkkv6
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Flueggea suffruticosa",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 156 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001249-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8pf5m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Flueggea suffruticosa",
 "Country is Armenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001248-250827131500795/datasets/export for details.
DOI: 10.15468/dl.bbu9hg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysonephos lewisii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001250-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.