cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15225168
title: Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation

description: This dataset contains real and simulated coordinate data used to evaluate the performance of neural networks in modeling unmodeled distortions during coordinate transformations. The data support the study entitled "Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation", which investigates how observation residuals derived from least-squares estimation can be used to improve transformation accuracy through machine learning techniques.

The files include:





Input coordinates: image-space or distorted coordinates used as predictors in transformation models.




Reference coordinates: ground-truth or undistorted coordinates serving as transformation targets.




Residuals: computed from initial geometric transformations (e.g., 2D projective) using least-squares estimation.




Neural network predictions: coordinate outputs derived from models trained on residuals or direct coordinate mappings.




Scripts and metadata: MATLAB files for running repeated leave-one-out validation, neural network training, and statistical error analysis.



The dataset is particularly relevant for researchers working with image rectification, photogrammetric calibration, and geodetic transformation, especially where conventional models fail to fully capture local nonlinear distortions.
DOI: 10.5281/zenodo.15225993
title: Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation

description: This dataset contains real and simulated coordinate data used to evaluate the performance of neural networks in modeling unmodeled distortions during coordinate transformations. The data support the study entitled "Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation", which investigates how observation residuals derived from least-squares estimation can be used to improve transformation accuracy through machine learning techniques.

The files include:





Input coordinates: image-space or distorted coordinates used as predictors in transformation models.




Reference coordinates: ground-truth or undistorted coordinates serving as transformation targets.




Residuals: computed from initial geometric transformations (e.g., 2D projective) using least-squares estimation.




Neural network predictions: coordinate outputs derived from models trained on residuals or direct coordinate mappings.




Scripts and metadata: MATLAB files for running repeated leave-one-out validation, neural network training, and statistical error analysis.



The dataset is particularly relevant for researchers working with image rectification, photogrammetric calibration, and geodetic transformation, especially where conventional models fail to fully capture local nonlinear distortions.
DOI: 10.5281/zenodo.15225167
title: Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation

description: This dataset contains real and simulated coordinate data used to evaluate the performance of neural networks in modeling unmodeled distortions during coordinate transformations. The data support the study entitled "Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation", which investigates how observation residuals derived from least-squares estimation can be used to improve transformation accuracy through machine learning techniques.

The files include:





Input coordinates: image-space or distorted coordinates used as predictors in transformation models.




Reference coordinates: ground-truth or undistorted coordinates serving as transformation targets.




Residuals: computed from initial geometric transformations (e.g., 2D projective) using least-squares estimation.




Neural network predictions: coordinate outputs derived from models trained on residuals or direct coordinate mappings.




Scripts and metadata: MATLAB files for running repeated leave-one-out validation, neural network training, and statistical error analysis.



The dataset is particularly relevant for researchers working with image rectification, photogrammetric calibration, and geodetic transformation, especially where conventional models fail to fully capture local nonlinear distortions.
DOI: 10.5281/zenodo.15226585
title: Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation

description: This dataset contains real and simulated coordinate data used to evaluate the performance of neural networks in modeling unmodeled distortions during coordinate transformations. The data support the study entitled "Residual-based Neural Network for Unmodeled Distortions in Coordinate Transformation", which investigates how observation residuals derived from least-squares estimation can be used to improve transformation accuracy through machine learning techniques.

The files include:





Input coordinates: image-space or distorted coordinates used as predictors in transformation models.




Reference coordinates: ground-truth or undistorted coordinates serving as transformation targets.




Residuals: computed from initial geometric transformations (e.g., 2D projective) using least-squares estimation.




Neural network predictions: coordinate outputs derived from models trained on residuals or direct coordinate mappings.




Scripts and metadata: MATLAB files for running repeated leave-one-out validation, neural network training, and statistical error analysis.



The dataset is particularly relevant for researchers working with image rectification, photogrammetric calibration, and geodetic transformation, especially where conventional models fail to fully capture local nonlinear distortions.
DOI: 10.15468/dl.6s4y2q
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Burkina Faso",
 "OccurrenceStatus is Present",
 "TaxonKey is Adansonia digitata L.",
 "Year 1000-2023"
 ]
}

 The dataset includes 470 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034293-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfmgvd
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Mobula tarapacana (Philippi, 1892)"
 ]
}

 The dataset includes 432 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034314-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvyjwf
title: Occurrence Download

description: A dataset containing 11803 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyommatus dorylas (Denis & Schiffermüller, 1775)"
 ]
}

 The dataset includes 11803 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030530-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chcd9m
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Araneus colima Levi, 1991"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001138-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m99gxx
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Pinus elliottii Engelm."
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013933-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75u7c8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goeppertia kappleriana (Körn. ex Horan.) Borchs. & S.Suárez"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114433-230224095556074/datasets/export for details.
DOI: 10.15468/dl.ctnoow
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus bancroftii (Maiden) Maiden",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 300 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040047-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iwkbd3
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scleria longispiculata Nelmes"
 ]
}

 The dataset includes 27 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040046-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tg2z5s
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goeppertia lindbergii (Petersen) Borchs. & S.Suárez"
 ]
}

 The dataset includes 60 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114472-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz47bb
title: Occurrence Download

description: A dataset containing 59838 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-92.13 17.99, -91.61 17.99, -91.61 18.75, -92.13 18.75, -92.13 17.99))"
 ]
}

 The dataset includes 59838 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114448-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26cbye
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goeppertia lagoagriana (H.Kenn.) Borchs. & S.Suárez"
 ]
}

 The dataset includes 122 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114441-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyarmb
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-6.38752 37.07790,-5.03418 37.07790,-5.03418 37.67768,-6.38752 37.67768,-6.38752 37.07790))",
 "HasCoordinate is true",
 "TaxonKey is Thymus mastichina (L.) L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 105 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000385-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuwbsl
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardisia solanacea Roxb."
 ]
}

 The dataset includes 348 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010957-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c69anz
title: Occurrence Download

description: A dataset containing 180483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhamnus cathartica L."
 ]
}

 The dataset includes 180483 records from 807 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114436-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fb5fpt
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus arachnaea Brooker & Hopper",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040014-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxv5zr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus argyphea L.A.S.Johnson & K.D.Hill",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040025-191105090559680/datasets/export for details.
DOI: 10.15468/dl.rx7fmh
title: Occurrence Download

description: A dataset containing 1099 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-90.52 20.13, -90.31 20.13, -90.31 20.47, -90.52 20.47, -90.52 20.13))"
 ]
}

 The dataset includes 1099 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114443-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twyhks
title: Occurrence Download

description: A dataset listing the 3978488 species recorded in GBIF matching the query:
{ }

 The dataset's 3978488 records were derived from 62601 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004894-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hxgtx
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Peru",
 "Geometry POLYGON((-75.62549 -0.078,-77.31299 -2.88928,-75.37939 -3.31053,-73.69189 -4.95852,-71.16064 -4.36284,-70.10596 -2.53811,-75.62549 -0.078))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tinamus major (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 447 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084295-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pe8df
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polystichum discretum (D.Don) J.Sm."
 ]
}

 The dataset includes 47 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045183-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yehnc
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cupido minimus Füssly, 1775"
 ]
}

 The dataset includes 495 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114091-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utg56s
title: Occurrence Download

description: A dataset containing 1317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Zhangixalus prasinatus (Mou, Risch & Lue, 1983)"
 ]
}

 The dataset includes 1317 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083108-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jy7qkz
title: Occurrence Download

description: A dataset containing 5602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pteridium aquilinum (L.) Kuhn"
 ]
}

 The dataset includes 5602 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045193-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhd8e7
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chelidoptera tenebrosa (Pallas, 1782)"
 ]
}

 The dataset includes 54 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084756-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hb4xe6
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cupiennius bimaculatus (Taczanowski, 1874)"
 ]
}

 The dataset includes 42 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045195-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d53xci
title: Occurrence Download

description: A dataset containing 133399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.01818 6.39676,-77.1085 7.57914,-75.4101 13.82217,-55.92186 12.72173,-44.97031 32.81606,-44.61613 50.75962,-58.4119 67.04745,-66.37838 74.29883,-169.51477 73.88168,-169.13757 51.18625,-125.82977 34.04652,-109.42817 16.71649,-81.95787 3.28438,-79.01818 6.39676))",
 "HasCoordinate is true",
 "TaxonKey is Unionida",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 133399 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009026-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2aqq2
title: Occurrence Download

description: A dataset containing 6534 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thraustochytriidae"
 ]
}

 The dataset includes 6534 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0410498-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bazaf7
title: Occurrence Download

description: A dataset containing 1041868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anura",
 "Year 2015-2020"
 ]
}

 The dataset includes 1041868 records from 984 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084296-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qjwa4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Reptiles"
 ]
}

 The dataset includes 0 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071036-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zurxf8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scilla tmoli Speta)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055364-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8n5rr
title: Occurrence Download

description: A dataset containing 447793 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vulpes vulpes (Linnaeus, 1758)"
 ]
}

 The dataset includes 447793 records from 994 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084850-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2vcwe
title: Occurrence Download

description: A dataset containing 38459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Zeuzera pyrina Linnaeus, 1761"
 ]
}

 The dataset includes 38459 records from 427 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000252-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/346
title: Data to support study of silver(I) complexes of bis- and tris-(pyrazolyl)azine derivatives – dimers, coordination polymers and a pentametallic assembly

description: Two solvatomorphs of [Ag(tpt)]BF4·nMeNO2 (tpt = 2,4,6-tri{pyrazol-1-yl}pyridine) form face-to-face dimers linked by bridging pyrazolyl donors, or an unsupported chain-of-helicate dimers. Discrete silver dimers, coordination polymers and a pentanuclear cluster supported by related heterocyclic ligands are also described