cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hhh7gw
title: Occurrence Download

description: A dataset containing 14760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aconitum lycoctonum, Aconitum lycoctonum, Aconitum lycoctonum, Aconitum vulparia, Aconitum vulparia)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 14760 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007242-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8k4ff
title: Occurrence Download

description: A dataset containing 7839983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pandion haliaetus"
 ]
}

 The dataset includes 7839983 records from 1891 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007195-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11192519
title: Hydraulic pump houses: 3D survey (Grotte di Castro, VT)

description: 3D Survey of the Hydraulic pump houses in the Municipality of Grotte di Castro (VT). The working group consists of: Emanuel Demetrescu, Eleonora Scopinaro, and Simone Berto.
DOI: 10.5281/zenodo.15572027
title: LeafMachine2 Data: Nyssaceae Leaf Outlines and ECT

description: Nyssaceae -  76,410 leaves - 10.7 GB: This repository contains HDF5 (.h5) files with leaf morphological data for species in the Nyssaceae family. Each file represents a single leaf specimen and contains leaf shape outlines, the 128x128 ECT matrix, and associated metadata.

File Contents

This dataset contains 76,410 leaves from taxa in the family Nyssaceae. Some leaves may be partial, predated, broken, or incomplete. 

Each .h5 file contains the following datasets:



ECT_matrices/ - Euler Characteristic Transform (ECT) matrices capturing topological features of leaf shapes

shapes/shape_0 - Coordinate array (x,y) defining the leaf outline boundary. 

component_names - Original filename identifier (without extension)

group_labels - Taxonomic classification dictionary containing:



family: Taxonomic family name

genus: Genus classification

genus_species: Binomial species name

fullname: Complete taxonomic identifier




Data Format

Files are organized with standardized naming: [Herbarium]_[ID]_[Family]_[Genus]_[Species]__[LeafID].h5

Shape coordinates are normalized to a unit circle centered at the origin (-0.5 to 0.5 range), vertically oriented.

Uncompressed Size:

10.7 GB

Usage

Code for reading, processing, and analyzing these files is available at: https://github.com/Gene-Weaver/LM2-Data-Tools

The repository includes functions for extracting data and generating visualizations.

Citation: Please cite the LeafMachine2 paper and this dataset.



Weaver, W. N., & Smith, S. A. (2023). From leaves to labels: Building modular machine learning networks for rapid herbarium specimen analysis with LeafMachine2. Applications in Plant Sciences, 11(5), e11548. https://doi.org/10.1002/aps3.11548
DOI: 10.15468/dl.qm8gk5
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Annamocarya sinensis"
 ]
}

 The dataset includes 80 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027221-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eshabw
title: Occurrence Download

description: A dataset containing 1733 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herpailurus yagouaroundi"
 ]
}

 The dataset includes 1733 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027222-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvxx4h
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Saint Kitts and Nevis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027225-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ve98z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027224-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3atfp
title: Occurrence Download

description: A dataset containing 549281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Harmonia axyridis",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 549281 records from 209 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027126-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gv25q8
title: Occurrence Download

description: A dataset containing 434 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella atacamensis"
 ]
}

 The dataset includes 434 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027227-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdpncd
title: Occurrence Download

description: A dataset containing 18451 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhea pennata"
 ]
}

 The dataset includes 18451 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027226-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgfgas
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Parakontikia ventrolineata"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027228-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57783/tmhs-7164
title: LibreChat
DOI: 10.15468/dl.e5tnpf
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027229-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49pj88
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027230-250811113504898/datasets/export for details.
DOI: 10.15468/dl.uq3jej
title: Occurrence Download

description: A dataset containing 3966 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Culex tritaeniorhynchus)"
 ]
}

 The dataset includes 3966 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027232-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/4kkm-jr34
title: "Supplemental Data for \"Scientometric Evaluation of Higher Education Institutions\""

description: "This dataset supports the study \u201cAn Integrated PROMETHEE\u2013GRA Method with BWM Weights for Scientometric Evaluation of Higher Education Institutions\u201d. It contains bibliometric and scientometric indicators used to evaluate the performance of higher education institutions through an integrated multi-criteria decision-making approach. The dataset is structured in seven files: (1) articles_dataset with raw articles collected from Scopus; (2) scimagojr providing journal metrics such as quartile ranks and impact factors; (3) predatory_journals listing journals identified as predatory; (4) raw_data_affiliation aggregating publication data per institution, enriched with journal metrics and predatory status; (5) minmax_normalized_scores with normalized values across five evaluation criteria; (6) bwm_weights containing criterion weights calculated via the Best Worst Method; and (7) promethee_gra_score_export presenting the final integrated PROMETHEE\u2013GRA scores and ranking categories. All institutional names have been anonymized (e.g., A-1, A-2) to ensure confidentiality while preserving reproducibility. This dataset enables researchers and policymakers to replicate the evaluation process, validate results, and explore alternative ranking methodologies in scientometric analysis."
DOI: 10.15468/dl.ewd4nj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027233-250811113504898/datasets/export for details.
DOI: 10.15468/dl.heqhpg
title: Occurrence Download

description: A dataset containing 1247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Cosmos bipinnatus"
 ]
}

 The dataset includes 1247 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027234-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9kk6p
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027235-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3w3d6
title: Occurrence Download

description: A dataset containing 1619 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jubaea chilensis"
 ]
}

 The dataset includes 1619 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027236-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f963ug
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Parakontikia ventrolineata"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027237-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52ecsv
title: Occurrence Download

description: A dataset containing 578645 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((117.638457 -35.134865, 117.949366 -35.128341, 117.951476 -35.127891, 118.021305 -35.109039, 118.021695 -35.108489, 118.017845 -35.100839, 118.014745 -35.095399, 118.013415 -35.093839, 118.012685 -35.093149, 118.009095 -35.091069, 117.920804 -35.04114, 115.99234 -34.001308, 115.949142 -33.980988, 115.945839 -33.979668, 115.014847 -33.682705, 114.996621 -33.677194, 114.992929 -33.678541, 114.975719 -33.697522, 114.975379 -33.698052, 114.975089 -33.699622, 114.975039 -33.701782, 114.976082 -33.863674, 114.980334 -33.961345, 114.991356 -34.098596, 115.023729 -34.252597, 115.025739 -34.256037, 115.034209 -34.270458, 115.133271 -34.375398, 115.133791 -34.375838, 116.037177 -34.866952, 116.039657 -34.868222, 116.041357 -34.868882, 116.496369 -35.036908, 116.629739 -35.060867, 117.623577 -35.134615, 117.638457 -35.134865))"
 ]
}

 The dataset includes 578645 records from 376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027193-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sg2fhc
title: Occurrence Download

description: A dataset containing 6367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6367 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027239-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc2de8
title: Occurrence Download

description: A dataset containing 2304739 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((117.558189 -34.356442, 117.808464 -34.339707, 117.849876 -34.32526, 117.851677 -34.323139, 119.692524 -31.844211, 119.692902 -31.843384, 119.294266 -29.491619, 119.289848 -29.47969, 119.288178 -29.477362, 119.286903 -29.476187, 118.946297 -29.163288, 113.160756 -24.754582, 113.160158 -24.754324, 113.158376 -24.754352, 113.154766 -24.757922, 113.143046 -24.784192, 112.928335 -25.528191, 112.921505 -25.586991, 112.923496 -25.610151, 112.925726 -25.622472, 112.928136 -25.634952, 112.929236 -25.639862, 112.966848 -25.780133, 112.967538 -25.781963, 112.968098 -25.783413, 114.963151 -30.072223, 117.100739 -34.25238, 117.103981 -34.255398, 117.474777 -34.349728, 117.497597 -34.352341, 117.558189 -34.356442))"
 ]
}

 The dataset includes 2304739 records from 517 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027194-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhxjkf
title: Occurrence Download

description: A dataset containing 36576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36576 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027238-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psmkms
title: Occurrence Download

description: A dataset containing 805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Poa annua"
 ]
}

 The dataset includes 805 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049911-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4a5mh
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.4762 40.83147,-3.48198 40.83035,-3.48652 40.82321,-3.48917 40.81702,-3.48593 40.81236,-3.48498 40.81395,-3.48339 40.81424,-3.48209 40.81489,-3.48162 40.81678,-3.48038 40.81879,-3.48003 40.82085,-3.47761 40.82227,-3.47655 40.82427,-3.47761 40.8261,-3.47767 40.82769,-3.47661 40.82928,-3.4762 40.83147))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 1970-2025"
 ]
}

 The dataset includes 137 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049912-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/aesele
title: Replication Data for: Do citizens make inferences from political candidate characteristics when aiming for substantive representation?

description: Replication material for "Do citizens make inferences from political candidate characteristics when aiming for substantive representation?". Published in Electoral Studies. See `README.md` for an overview. Updated version of replication material is available at https://github.com/mikajoh/descr
DOI: 10.7910/dvn/nq32vr
title: Replication Data for: Measuring Knowledge of Parties' Legislative Seat Shares

description: In this note we use two original surveys (including survey experiments) conducted the week before the 2015 elections in the United Kingdom and Denmark to explore the best method for measuring individuals' knowledge of the partisan distribution of legislative seat shares in multi-party democracies. The complete lack of such questions in the corpus of survey research on multi-party democracies is a testament to the skepticism that many survey researchers have about the feasibility of such complex questions. However, our data, which is the first empirical test of this skepticism, reveals little evidence of respondent frustration or high levels of non-cooperation with these questions. In addition, our survey experiments, which examine the usefulness of different question formats, make it clear that such questions should be framed in terms of the numbers of seats each party holds rather than shares or percentages of seats.
DOI: 10.7910/dvn/pdylfs
title: Zhu_etal_MWR_ABIDA

description: The final version of data used and presented in the study, including SREF, NAM and WRF output data.
DOI: 10.7910/dvn/rnxa2a
title: OCCA monthly ocean atlas

description: The 2004-2006 monthly OCCA atlas consists of mapped observations and derived quantities. Together they form a full representation of the ocean state and its seasonal cycle. The mapped observations are primarily altimeter data, satellite SST, and Argo profiles. GCM interpolation is used to synthesize these datasets, and the resulting atlas is a fairly close fit to each one of them. For observed quantities especially, the atlas is a practical means to evaluate free-running GCM simulations and to put field experiments into a broader context. The atlas-derived quantities include the middepth dynamic topography, as well as ocean fluxes of heat and salt–freshwater.
description: This data set is associated with this peer-reviewed article: Forget, G., 2010: Mapping ocean observations in a dynamical framework: A 2004-06 ocean atlas. Journal of Physical Oceanography, 40 (6), 1201–1221, http://dx.doi.org/10.1175/2009JPO4043.1
DOI: 10.7910/dvn/tftu65
title: Replication Data for: Dataset "P3Numbers_20141204_f_10_001" available at http://eegdatabase.kiv.zcu.cz/experiments-detail?DEFAULT_PARAM_ID=535

description: Guess the number is a simple P300-based brain-computer interface experiment. Its aim is to ask the measured participant to pick a number between 1 and 9. Then, he or she is exposed to corresponding visual stimuli and experimenters try to guess the number thought while observing event-related potential waveforms on-line. 250 school-age children participated in the experiments that were carried out in elementary and secondary schools in the Czech Republic. Electroencephalographic data from three EEG channels (Fz, Cz, Pz) and stimuli markers were stored. Additional metadata about the participants were collected (gender, age, the number thought by the participant, the guess of the experimenters, and various interesting additional information). The data are stored in the Brain Vision format.
description: Presentation, 18.1
description: Brain Vision Recorder, 1.20.0001
description: All data and metadata in this dataverse can be downloaded as an experimental package named "PROJECT DAYS P3 NUMBERS" that is available at https://eegdatabase.kiv.zcu.cz in section "All experiments"
DOI: 10.7910/dvn/tm8zdb
title: Replication Data for: Are Firms Gerrymandered?

description: We provide the first evidence that firms, not just voters, are gerrymandered. We compare allocations of firms in enacted redistricting plans to counterfactual distributions constructed using simulation methods. We find that firms are over-allocated to districts held by the mapmakers’ party when partisans control the redistricting process; maps drawn by courts and independent commissions allocate firms more proportionately. Our results hold when we account for the gerrymandering of seats: fixing the number of seats the mapmakers’ party wins, they obtain more firms than expected in their districts. Our research reveals that partisan mapmakers target more than just voters, shedding new light on the link between corporate and political power in the United States and opening new pathways for studying how mapmakers actually draw district boundaries.
DOI: 10.15468/dl.34w8kd
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus rubra L."
 ]
}

 The dataset includes 98 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017785-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/pej5qu
title: U.S. Senate statewide 1976–2020

description: This data file contains constituency (state-level) returns for elections to the U.S. Senate from 1976 to 2020.
DOI: 10.7910/dvn/a0wz9d
title: Replication Data and Code for: Adversity-Hope Hypothesis: Air Pollution Raises Lottery Demand in China

description: Complete computer code and data to replicate the results of a forthcoming article in the Journal of Risk and Uncertainty, "Adversity-Hope Hypothesis: Air Pollution Raises Lottery Demand in China." All data used in this study are from public sources. Please see the ReadMe file.
description: Provincial 3D sales
DOI: 10.7910/dvn/aekqol
title: The Genetics of Intellectual Disability

description: List of Genes causing Autosomal Recessive Intellectual Disability
DOI: 10.7910/dvn/f9bnhm
title: post operative outcomes in exotropia

description: post-operative outcomes in exotropia