cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.493vq6
title: Occurrence Download

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juniperus flaccida Schltdl.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 620 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012342-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85thrk
title: Occurrence Download

description: A dataset containing 2177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juniperus grandis R.P.Adams)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 2177 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012343-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ngqcf
title: Occurrence Download

description: A dataset containing 1896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juniperus monosperma (Engelm.) Sarg.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 1896 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012344-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvxz8t
title: Occurrence Download

description: A dataset containing 4740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juniperus osteosperma (Torr.) Little)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 4740 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012346-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agfg84
title: Occurrence Download

description: A dataset containing 5459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juniperus occidentalis Hook.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 5459 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012345-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xat2n8
title: Occurrence Download

description: A dataset containing 484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Juniperus pinchotii Sudw.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 484 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012347-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eygpfp
title: Occurrence Download

description: A dataset containing 3660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sequoiadendron giganteum (Lindl.) J.T.Buchholz)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 3660 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012350-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9s8ak
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus rzedowskii Madrigal & M.Caball."
 ]
}

 The dataset includes 392 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012348-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rpa6y
title: Occurrence Download

description: A dataset containing 13436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sequoia sempervirens (D.Don) Endl.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 13436 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012349-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.664r8b
title: Occurrence Download

description: A dataset containing 4183 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mediterranean mud volcano flow Targeted loci"
 ]
}

 The dataset includes 4183 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012351-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hg432h
title: Occurrence Download

description: A dataset containing 861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cliftonia monophylla (Lam.) Britton ex Sarg.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 861 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012354-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hk6akq
title: Occurrence Download

description: A dataset containing 19773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Taxodium distichum (L.) Rich.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 19773 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012353-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad5968
title: Occurrence Download

description: A dataset containing 2402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyrilla racemiflora L.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 2402 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012355-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsv6rb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perrottetia sandwicensis A.Gray)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012356-250127130748423/datasets/export for details.
DOI: 10.15468/dl.h4a6d7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diospyros hillebrandii (Seem.) Fosberg)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012358-250127130748423/datasets/export for details.
DOI: 10.15468/dl.u2hqpd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perrottetia wichmaniorum Lorence & W.L.Wagner)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012357-250127130748423/datasets/export for details.
DOI: 10.6084/m9.figshare.28344671
title: Robust encoding of stimulus–response mapping by neurons in the visual cortex

description: Datasets for the paper "Robust encoding of stimulus–response mapping by neurons in the visual cortex".Please refer to the Materials and Methods in the paper for data collection details.Each h5 file contains the following datasets:spk - a <i>N(trials)*N(times)*N(units)</i> array that stores the spike raster data with a 1-ms bin sizets - a N(times)*1 array for the times relative to cue onset (time 0 = cue onset)trial_info - a dictionary for trial information data, including task version, cue location, behavioral performance, etc.Files and variablesFile: V4_delay.h5<b>Description:</b> datasets from the regular recording sessionsFile: V4_delay_inactivation.h5<b>Description:</b> datasets from the inactivation sessions, where trial_info contains labels for the control or inactivation trials
DOI: 10.15468/dl.96kxeh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diospyros sandwicensis (A.DC.) Fosberg)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012359-250127130748423/datasets/export for details.
DOI: 10.3886/e217841
title: The Politics of Disaster Relief Operations: The Case of U.S. Federal Emergency Management Agency (FEMA

description: combined dataset of openFEMA, BEA and US census bureau county level declared disasters.
DOI: 10.3886/e217841v1
title: The Politics of Disaster Relief Operations: The Case of U.S. Federal Emergency Management Agency (FEMA

description: combined dataset of openFEMA, BEA and US census bureau county level declared disasters.
DOI: 10.15468/dl.aj66kg
title: Occurrence Download

description: A dataset containing 8435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diospyros texana Scheele)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 8435 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012360-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tu34dv
title: Occurrence Download

description: A dataset containing 21200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diospyros virginiana L.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 21200 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012361-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14804268
title: Dataset from Twitter concerning "Participatory Budgeting" for DEMOTEC project

description: The dataset was produced by the DEMOTEC Horizon project funded by the EU (H2020 GA no.962553). The main purpose of the project was the study of Participatory Budgeting (PB) and other democratic innovations at the local level of governance.The dataset consists of tweets in 9 languages (Dutch, English, French, German, Greek, Polish, Portuguese, Romanian, Spanish) published between 2015 and 2021. Any tweet containing any of the keywords appearing below (“Participatory Budgeting” in different languages) was collected and stored.

The dataset contains a total of 24 variables, including the main body of the tweet, number of “retweets” and “likes” etc., as well as information on the user, including user-provided name, description, number of tweets overall etc.

More methodological details are provided in the attached codebook.
DOI: 10.5281/zenodo.13362647
title: Recursiveness in Multimodal Generative Artificial Intelligence

description: The dataset contains images extracted from the COCO dataset that have been tested in the Recursive Modality Changes process: a caption is extracted from an image and used to generate a new image. The process is repeated in a loop. For the extraction of the description was used GPT-4o and for the generation of the images DALL-E3.

 



 

Description




The dataset contains experiments of applying the RMC of length 40 generations from images that contains elements of the following categories: apples, elephants, fire-hydrants, persons, toilets, and trains. In total, there are 10 RMC loops per category (40*10*6 = 2,400 images) and the comparison between the images and descriptions using the metrics LPIPS VGG, TF-IDF, BERT tokenizer, BLIP.



1_coco_dataset: information from COCO images of each category

2_categories: loops of each category



results_{category}



experiments



results_dall-e-3_hd_{style}_{category} -> hd (high definition), style (vivid or natural) -> all the experiments of that {style} and {category} 



results_all.xlsx -> similarity with metrics LPIPS, TF-IDF, BLIP, BERT aggregated

experiments



{date}_{style}_{coco_id} -> each experiment from a coco image



imgs -> images

imgs_resized -> resized images

experiment.json -> json with data of the experiment (description, number of generations, etc.)

results.xlsx -> metrics of each individual loop









images_all.xlsx -> summary of all the images generated and their descriptions

inter-experiments_results.xlsx -> aggregated results of inter-trajectory experiments of this {category}

intra-experiments_results.xlsx -> aggregated results of intra-trajectory experiments of this {category}





3_combined results: combined results of all categories



rsults_hd_labels_{style} -> all the results from images generated with the same style (vivid or natural)



images_all.xlsx -> summary of all images

inter-exeriments_results_all.xlsx

intra-experiments_results_all.xlsx

results_all_labels.xlsx -> summary of results per {category}





4_different_styles -> experiments comparing styles (natural and vivid)


Paper



Paper: 

Cite:


@misc{}
DOI: 10.15468/dl.adzs4w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elaeocarpus bifidus Hook. & Arn.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012363-250127130748423/datasets/export for details.
DOI: 10.15468/dl.s77zfg
title: Occurrence Download

description: A dataset containing 24749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viola sororia Willd., Viola cucullata var. alba Torr. & A.Gray, Viola sororia subsp. sororia, Viola sororia var. incognita J.Lacey, Viola papilionacea f. papilionacea, Viola allardii Greene, Viola alachuana Murrill, Viola papilionacea f. michaelii Creutz, Viola papilionacea f. albiflora Grover, Viola laetecaerulea Greene, Viola domestica f. alba Farw., Viola sororia var. sororia, Viola sororia f. beckwithiae House, Viola planifolia Greene, Viola cuspidata Greene, Viola nodosa Greene, Viola wilmattiae A.Nelson, Viola thompsoniae Chapm., Viola sororia f. sororia, Viola wilmattiae Pollard & Cockerell, Viola papilionacea Pursh, Viola dicksonii Greene, Viola papilionacea var. papilionacea, Viola sororia f. pallida F.Seym., Viola papilionacea var. domestica Pollard, Viola papilionacea var. alba (Torr. & A.Gray) Farw., Viola palmata var. sororia (Willd.) Pollard, Viola cucullata var. sororia (Willd.) Torr. & A.Gray, Viola sororia f. priceana (Pollard) Cooperr., Viola papilionacea subsp. priceana (Pollard) Alexander, Viola papilionacea var. priceana (Pollard) Alexander)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 24749 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012362-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctzvsh
title: Occurrence Download

description: A dataset containing 886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arbutus arizonica (A.Gray) Sarg.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 886 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012364-250127130748423/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.23795943
title: Global biogeography of N<sub>2</sub>-fixing microbes: <i> </i><i>nifH</i> amplicon database and analytics workflow

description: This figshare entry has the <i>nifH</i> ASV database described in Morando, Magasin et al. 2025. In this work we compiled published data for marine nitrogenase (<i>nifH</i>) amplicons that were sequenced on Illumina platforms, and ran the datasets through our DADA2 <i>nifH</i><i> </i>workflow. Briefly, the workflow entailed: detecting ASVs with a DADA2 pipeline customized for <i>nifH</i><i>;</i> quality filtering and annotating ASVs using resources maintained by the Zehr and Turk-Kubo labs at UC Santa Cruz; and co-locating the samples with environmental data from the Simons Collaborative Marine Atlas Project (CMAP).The <i>nifH</i> ASV database in the 2025 publication is nifH_ASV_database_v2.tgz. An earlier version of the database (v1) is described in the preprint. Future versions will appear in figshare as new amplicon datasets become available.Software used to create the <i>nifH</i> ASV database:nifH-ASV-workflow in GitHub. This provides an overview of the workflow, a map of all included samples, and the scripts used to generate the <i>nifH</i> ASV database.nifH_amplicons_DADA2 in GitHub. This contains our DADA2 pipeline which processed samples by study. Then ASVs across all studies were processed together by the workflow. The pipeline can be used with amplicon data for genes other than <i>nifH</i> by specifying the primers and changing one parameter for how DADA2 error models are created.<br>
DOI: 10.15468/dl.wrgrrz
title: Occurrence Download

description: A dataset containing 3134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arbutus xalapensis Kunth)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 3134 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012365-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ak4u6
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arctostaphylos andersonii A.Gray)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 535 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012366-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3h99g
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megalopta atra Engel, 2006",
 "GadmGid is one of (CRI, PAN)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012367-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5dgfn
title: Occurrence Download

description: A dataset containing 3800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Canada",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Ostrya Scop."
 ]
}

 The dataset includes 3800 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012368-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.