cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/j6f-vey-xjc
title: Cotoneaster integerrimus Medik.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/wkv-1j1-2bf
title: Goldbachia torulosa DC.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3x7-s7k-h9d
title: Linaria fastigiata Chav.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/a9g-gdy-4hj
title: Ceratocephala falcata (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/v4n-rc2-j58
title: Meniocus linifolius (Stephan ex Willd.) DC.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.cd3h4b
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mollusca)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((112.5 -67.5,120 -67.5,120 -60,112.5 -60,112.5 -67.5))"
 ]
}

 The dataset includes 297 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032083-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2sx-ggw-8aa
title: Cystopteris fragilis (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/2tn-sn2-q72
title: Cystopteris fragilis (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.16948950
title: Dataset for From Literature to Lab LLM powered catalyst synthesis Protocol Generation

description: Dataset for "From Literature to Lab: LLM powered catalyst synthesis Protocol Generation"

Code are hosted at Github: https://github.com/nsndimt/ChemSynthesis

Due to potential copyright issue, please email zhangyue@udel.edu or hfang@udel.edu to access the human annotated dataset.

Human Annotated Dataset

Files: stage1/stage2 + train/eval/input JSON

Dataset split suffix meaning:



input: all 250 paragraphs

train: 200 paragrahs used for training

eval: 50 paragraphs used for validation


Manual Evaluation Logs

Files: stage1/stage2_manual_evaluation.csv

ID meaning: paragraphs with their ID from 1 to 50 are in the same order as the eval dataset split

LLM Checkpoint and Prediction 

Prediction Files: stage1/stage2_pred.tar.gz

Checkpoint File: llamafactory_checkpoint.tar

Copy of all LLM checkpoints and predictions used in the paper, give a reference for reproduction

Note: all stage 2 prediction are generated by end-to-end testing, meaning we first use Stage 1 LLM to generate predictions and then sent these to Stage 2 LLM

Misc

File: llamafactory_dataset.tar.gz

Compressed LLaMA-Factory Dataset files to help people runing Github Codes
DOI: 10.15468/dl.86qm3u
title: Occurrence Download

description: A dataset containing 470587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia paradoxa, Acacia verticillata, Albizia julibrissin, Calicotome spinosa, Callistachys lanceolata, Cytisus multiflorus, Cytisus proliferus, Dipogon lignosus, Erythrina sykesii, Kennedia rubicunda, Lotus pedunculatus, Paraserianthes lophantha, Podalyria sericea, Psoralea pinnata, Wisteria sinensis, Polygala myrtifolia, Alnus alnobetula, Juglans ailantifolia, Melianthus major, Gunnera manicata)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 470587 records from 1678 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020432-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xztve
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is ARG",
 "Geometry POLYGON((-72.50786454575629 -35.29596034855243,-68.50786454575629 -35.29596034855243,-68.50786454575629 -31.295960348552427,-72.50786454575629 -31.295960348552427,-72.50786454575629 -35.29596034855243))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycalopex culpaeus (Molina, 1782)"
 ]
}

 The dataset's 3 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033326-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36eg8r
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenitis decaryana (C.Chr.) Hennequin & Rouhan"
 ]
}

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013313-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eiadj0
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cymbosema Benth."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008628-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsykx9
title: Occurrence Download

description: A dataset containing 2307 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Canada",
 "Country is United States of America"
 ]
 },
 "TaxonKey is Vulpes velox (Say, 1823)"
 ]
}

 The dataset includes 2307 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276555-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27mz33
title: Occurrence Download

description: A dataset containing 5271 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fish Specimen Collection of National Museum, Philippines"
 ]
}

 The dataset includes 5271 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080653-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h74hpv
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((61.11407 35.30467,60.816 31.67764,60.98972 27.94488,63.0761 26.56127,64.7371 25.71505,66.98336 25.08666,69.2229 24.54368,70.47175 25.76911,72.66867 27.16586,75.9011 26.01343,80.53938 24.32138,90.80769 21.5055,94.34568 28.40838,80.60359 37.23148,71.34128 37.34454,61.11407 35.30467))",
 "TaxonKey is Aconitum heterophyllum Wall."
 ]
}

 The dataset includes 98 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061086-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcnbrj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Copiapoa leonensis I.Schaub & Keim"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154328-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jy547
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xyloryctes corniger Bates, 1888"
 ]
}

 The dataset includes 83 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181888-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qj432m
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia raoensis M.Hughes"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056742-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eiabjs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Hucho hucho (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015494-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rjxqk
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Muridae"
 ]
}

 The dataset includes 195 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229964-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcfx8n
title: Occurrence Download

description: A dataset containing 952551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.8796086666666671 48.58410666666667, 35.924964333333335 48.58410666666667, 35.924964333333335 65.67073733333334, 1.8796086666666671 65.67073733333334, 1.8796086666666671 48.58410666666667))",
 "EventDate is 2013-03-01,2013-03-31"
 ]
}

 The dataset includes 952551 records from 364 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017276-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.feu93r
title: Occurrence Download

description: A dataset containing 964664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Primula clusiana Tausch, Primula auricula L., Potentilla thuringiaca Bernh. ex Link, Potentilla tabernaemontani Asch., Potentilla rupestris Falk, Potentilla pusilla Host, Potentilla micrantha Ramond ex DC., Potentilla heptaphylla L., Potentilla fruticosa Hook.f., Potentilla erecta (L.) Raeusch., Potentilla crantzii (Crantz) Beck, Potentilla clusiana Jacq., Potentilla caulescens L., Potentilla aurea L., Potentilla anserina Jeps., Potentilla anglica Laich., Potentilla alba L., Potamogeton trichoides Cham. & Schltdl., Potamogeton rutilus Wolfg., Potamogeton pusillus L., Potamogeton praelongus Wulfen, Potamogeton polygonifolius Pourr.)"
 ]
}

 The dataset includes 964664 records from 1628 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061150-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7vdsd
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Kineococcus xinjiangensis Liu et al., 2009"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014679-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahbzko
title: Occurrence Download

description: A dataset containing 11644 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microtus mexicanus (Saussure, 1861)"
 ]
}

 The dataset includes 11644 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007492-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkv2he
title: Occurrence Download

description: A dataset containing 242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Inulopsis scaposa (DC.) O.Hoffm."
 ]
}

 The dataset includes 242 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038093-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf0qtj
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus superbus L.",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 277 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007492-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6awy2f
title: Occurrence Download

description: A dataset containing 343797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Origanum vulgare L."
 ]
}

 The dataset includes 343797 records from 2429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016144-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14729085
title: Manifold Transform by Recurrent Cortical Circuit Enhances Robust Encoding of Familiar Stimuli

description: This repository contains generated data from the model simulation to reproduce the results in paper "Manifold Transform by Recurrent Cortical Circuit Enhances Robust Encoding of Familiar Stimuli".

Related Code Repository

The code used to analyze this data and reproduce the results presented in the paper can be found in a separate repository: https://github.com/uncle-DENDEN/fam-circuit.git
DOI: 10.5281/zenodo.14729086
title: Manifold Transform by Recurrent Cortical Circuit Enhances Robust Encoding of Familiar Stimuli

description: This repository contains generated data from the model simulation to reproduce the results in paper "Manifold Transform by Recurrent Cortical Circuit Enhances Robust Encoding of Familiar Stimuli".

Related Code Repository

The code used to analyze this data and reproduce the results presented in the paper can be found in a separate repository: https://github.com/uncle-DENDEN/fam-circuit.git
DOI: 10.15468/dl.qrkhzk
title: Occurrence Download

description: A dataset containing 8314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND.34_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Passer domesticus (Linnaeus, 1758), Diplomitoporus flavescens (Bres.) Domański)",
 "Year 1900-2024"
 ]
}

 The dataset includes 8314 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003546-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dtc34
title: Occurrence Download

description: A dataset containing 3112910747 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 3112910747 records from 70666 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003447-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10587919
title: Age National
DOI: 10.15468/dl.ukygm2
title: Occurrence Download

description: A dataset containing 3763 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barisia imbricata (Wiegmann, 1828)"
 ]
}

 The dataset includes 3763 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003551-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggdvd6
title: Occurrence Download

description: A dataset containing 774917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is one of (North America, South America)",
 "Geometry POLYGON((-172.45714 -60.52843,-20.91424 -60.52843,-20.91424 79.61694,-172.45714 79.61694,-172.45714 -60.52843))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carnivora",
 "Year 1899-2023"
 ]
}

 The dataset includes 774917 records from 942 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003508-250123221155621/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.28282832
title: Image Dataset for Predicting Early Dropouts in DigitalLearning Platforms

description: This article presents a student click-stream database comprising of 120542 train images and 80362 test images where each directory contains two sub directories i.e. "Dropouts" and "NonDropouts" as two different classes.The original dataset was provided by KDD Cup Challenge 2015 in which the dataset was provided by chinese MOOC(Massive open online course) platform XuetangX. These samples have been acquired or captured through the clickstream activity/user activity on the platform. We transformed the KDD-Cup 2015 dataset into an image dataset. This transformation will enable the application of novel deep learning and computer vision techniques to develop more sustainable, accurate, and robust predictive models for identifying students at risk of dropping out and will enable MOOC platforms to design highly robust Early Warning Systems. Furthermore, this dataset will be made publicly available to the research community to advance interdisciplinary research at the intersection of education and computer vision.
DOI: 10.6084/m9.figshare.28282832.v1
title: Image Dataset for Predicting Early Dropouts in DigitalLearning Platforms

description: This article presents a student click-stream database comprising of 120542 train images and 80362 test images where each directory contains two sub directories i.e. "Dropouts" and "NonDropouts" as two different classes.The original dataset was provided by KDD Cup Challenge 2015 in which the dataset was provided by chinese MOOC(Massive open online course) platform XuetangX. These samples have been acquired or captured through the clickstream activity/user activity on the platform. We transformed the KDD-Cup 2015 dataset into an image dataset. This transformation will enable the application of novel deep learning and computer vision techniques to develop more sustainable, accurate, and robust predictive models for identifying students at risk of dropping out and will enable MOOC platforms to design highly robust Early Warning Systems. Furthermore, this dataset will be made publicly available to the research community to advance interdisciplinary research at the intersection of education and computer vision.
DOI: 10.15468/dl.29qzj2
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celestus enneagrammus (Cope, 1861)"
 ]
}

 The dataset includes 262 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003553-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39xs99
title: Occurrence Download

description: A dataset containing 3112910747 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 3112910747 records from 70666 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003449-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qx92p
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peperomia flexicaulis Wawra"
 ]
}

 The dataset includes 26 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003554-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wztqje
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celestus legnotus (Campbell & Camarillo, 1994)"
 ]
}

 The dataset includes 56 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003555-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.menvr7
title: Occurrence Download

description: A dataset containing 2678668 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Year is 2020"
 ]
}

 The dataset includes 2678668 records from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g6ggd
title: Occurrence Download

description: A dataset containing 1367 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DBRC Triturus cristatus records 1970 - 2015"
 ]
}

 The dataset includes 1367 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207311-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tch8px
title: Occurrence Download

description: A dataset containing 5860 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de fauna asociados al proyecto: Conservación de félidos silvestres del Putumayo"
 ]
}

 The dataset includes 5860 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0287120-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.