cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.n577fw
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conyzigeron ×huelsenii (Vatke) Rauschert",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009087-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7f834t
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphitecna steyermarkii (A.H.Gentry) A.H.Gentry"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072857-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyopjm
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Protea cynaroides (L.) L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 495 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043452-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywwt2q
title: Occurrence Download

description: A dataset containing 12414 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erethizon dorsatus (Linnaeus, 1758)"
 ]
}

 The dataset includes 12414 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074492-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efizyc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Lentinula edodes (Berk.) Pegler"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006130-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyvtyp
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Platynota idaeusalis (Walker, 1859)",
 "Year 1980-2009"
 ]
}

 The dataset includes 399 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072192-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxht47
title: Occurrence Download

description: A dataset containing 2008702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Passerculus sandwichensis (J.F.Gmelin, 1789)",
 "Year 1900-2020"
 ]
}

 The dataset includes 2008702 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074505-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lzkjpd
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orthriophis hodgsoni (Günther, 1860)"
 ]
}

 The dataset includes 34 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031870-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mozew
title: Occurrence Download

description: A dataset containing 97165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Archaea",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 97165 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006130-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c38u93
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.290899 -33.608914, 148.290899 -33.61116, 148.297636 -33.61116, 148.297636 -33.608914, 148.290899 -33.608914))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069346-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26586603
title: Additional file 3 of The potential crosstalk between tumor and plasma cells and its association with clinical outcome and immunotherapy response in bladder cancer

description: Additional file 3: Table S2. Marker genes of six tumor cell states clusters in bladder cancer (top 100).
DOI: 10.6084/m9.figshare.26586603.v1
title: Additional file 3 of The potential crosstalk between tumor and plasma cells and its association with clinical outcome and immunotherapy response in bladder cancer

description: Additional file 3: Table S2. Marker genes of six tumor cell states clusters in bladder cancer (top 100).
DOI: 10.6084/m9.figshare.26586606
title: Additional file 4 of The potential crosstalk between tumor and plasma cells and its association with clinical outcome and immunotherapy response in bladder cancer

description: Additional file 4: Table S3. All ligands and receptors between tumor cells and plasma cells.
DOI: 10.15468/dl.8szjwg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.423401 -33.608914, 148.423401 -33.61116, 148.430138 -33.61116, 148.430138 -33.608914, 148.423401 -33.608914))"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069347-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9svted
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.439122 -33.608914, 148.439122 -33.61116, 148.443613 -33.61116, 148.443613 -33.608914, 148.439122 -33.608914))"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069348-240626123714530/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.26586606.v1
title: Additional file 4 of The potential crosstalk between tumor and plasma cells and its association with clinical outcome and immunotherapy response in bladder cancer

description: Additional file 4: Table S3. All ligands and receptors between tumor cells and plasma cells.
DOI: 10.22002/d1.1991
title: Caltech Mouse Social Interactions (CalMS21) Dataset

description: Multi-agent behavior modeling aims to understand the interactions that occur between agents. We present a multi-agent dataset from behavioral neuroscience, the Caltech Mouse Social Interactions (CalMS21) Dataset. Our dataset consists of trajectory data of social interactions, recorded from videos of freely behaving mice in a standard resident-intruder assay. 
To help accelerate behavioral studies, the CalMS21 dataset provides benchmarks to evaluate the performance of automated behavior classification methods in three settings: (1) for training on large behavioral datasets all annotated by a single annotator, (2) for style transfer to learn inter-annotator differences in behavior definitions, and (3) for learning of new behaviors of interest given limited training data. The dataset consists of 6 million frames of unlabeled tracked poses of interacting mice, as well as over 1 million frames with tracked poses and corresponding frame-level behavior annotations. The challenge of our dataset is to be able to classify behaviors accurately using both labeled and unlabeled tracking data, as well as being able to generalize to new settings.
description: Our trajectory dataset is available in json format. Please download and unzip the zip files for each task to access the data.  Our video datasets are available as mp4 format (task1_videos_mp4.zip) or seq format (task1_videos_seq.zip). Additionally, we release the pre-computed MARS features on our dataset in task1_MARS_features.zip.

The readme included for download with the dataset provides a more detailed description of the data format, and a script to read json files and convert them to npy files (Python) is included.


See our website for more info:  https://sites.google.com/view/computational-behavior/our-datasets/calms21-dataset


See our paper for more details on the dataset and benchmarks: https://arxiv.org/abs/2104.02710
description: Please cite the following paper if you find the dataset useful: https://arxiv.org/abs/2104.02710


BibTeX:
@article{calms21,
  title={The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions},
  author={Sun, Jennifer J and Karigo, Tomomi and Chakraborty, Dipam and Mohanty, Sharada P and Wild, Benjamin and Sun, Quan and Chen, Chen and Anderson, David J and Perona, Pietro and Yue, Yisong and Kennedy, Ann},
  journal={arXiv preprint arXiv:2104.02710},
  year={2021}
}
DOI: 10.6084/m9.figshare.26639473
title: Additional file 1 of What is the carbon footprint of reverse osmosis in water treatment plants? A systematic review protocol

description: Additional file 1: ROSES file
DOI: 10.6084/m9.figshare.26639473.v1
title: Additional file 1 of What is the carbon footprint of reverse osmosis in water treatment plants? A systematic review protocol

description: Additional file 1: ROSES file
DOI: 10.6084/m9.figshare.26586660.v1
title: Additional file 4 of An observational human study investigating the effect of anabolic androgenic steroid use on the transcriptome of skeletal muscle and whole blood using RNA-Seq

description: Supplementary Material 4
DOI: 10.6084/m9.figshare.26586669.v1
title: Additional file 7 of An observational human study investigating the effect of anabolic androgenic steroid use on the transcriptome of skeletal muscle and whole blood using RNA-Seq

description: Supplementary Material 7
DOI: 10.6084/m9.figshare.26586666
title: Additional file 6 of An observational human study investigating the effect of anabolic androgenic steroid use on the transcriptome of skeletal muscle and whole blood using RNA-Seq

description: Supplementary Material 6
DOI: 10.15468/dl.7nk9qq
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((148.551412 -33.608914, 148.551412 -33.615651, 148.558149 -33.615651, 148.558149 -33.61116, 148.553657 -33.61116, 148.553657 -33.608914, 148.551412 -33.608914)), ((148.558149 -33.615651, 148.558149 -33.617897, 148.567132 -33.617897, 148.567132 -33.615651, 148.564886 -33.615651, 148.564886 -33.61116, 148.560395 -33.61116, 148.560395 -33.615651, 148.558149 -33.615651)))"
 ]
}

 The dataset includes 66 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069349-240626123714530/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.26586660
title: Additional file 4 of An observational human study investigating the effect of anabolic androgenic steroid use on the transcriptome of skeletal muscle and whole blood using RNA-Seq

description: Supplementary Material 4
DOI: 10.6084/m9.figshare.26586657.v1
title: Additional file 3 of An observational human study investigating the effect of anabolic androgenic steroid use on the transcriptome of skeletal muscle and whole blood using RNA-Seq

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.26586663
title: Additional file 5 of An observational human study investigating the effect of anabolic androgenic steroid use on the transcriptome of skeletal muscle and whole blood using RNA-Seq

description: Supplementary Material 5
DOI: 10.34740/kaggle/dsv/9182320
title: WallStreetBets 2022
DOI: 10.34740/kaggle/dsv/9182292
title: SFR 37pin wire-wrapped rod bundle MRV dataset
DOI: 10.15468/dl.geugqv
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.340926 -33.61116, 147.340926 -33.615651, 147.345417 -33.615651, 147.345417 -33.617897, 147.354401 -33.617897, 147.354401 -33.61116, 147.340926 -33.61116))"
 ]
}

 The dataset includes 227 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069350-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13012/b2idb-1475719_v2
title: Datasets for "Phylogeny, Biogeography and Morphological Evolution of the Treehopper-Like Leafhoppers (Hemiptera: Cicadellidae) Megophthalminae and Ulopinae"

description: The following 6 files were used to reconstruct the phylogeny of the Megophthalminae and Ulopinae.
1. Taxon_sampling.csv: contains the sample IDs (1st column) which were used in the alignments and the taxonomic information (2nd to 6th columns).
2. concatenated_aa_partition.nex: the partitioning schemes for the maximum likelihood analysis using concatenated_aa.phy. This file partitions the 52,024 amino acid positions into 427 character sets.
3. concatenated_aa_.phy: a concatenated amino acid dataset with 52,024 amino acid positions. This dataset was used for the maximum likelihood analysis by IQ-TREE v1.6.12. Hyphens are used to represent gaps.
4. concatenated_nt_partition.nex: the partitioning schemes for the maximum likelihood analysis using concatenated_nt.phy. This file partitions the 156,072 nucleotide positions into 427 character sets.
5. concatenated_nt_.phy: a concatenated nucleotide dataset with 156,072 nucleotide positions. This dataset was used for the maximum likelihood analysis by IQ-TREE v1.6.12. Hyphens are used to represent gaps.
6. Individual_gene_alignment.zip: contains 427 FASTA files, each one represents the nucleotide alignment for a gene. Hyphens are used to represent gaps. These files were used to construct gene trees using IQ-TREE v1.6.12, followed by multispecies coalescent analysis using ASTRAL v 4.10.5 based the maximum likelihood trees with the average SH-aLRT and ultrafast bootstrap values of ≥ 70.
DOI: 10.6084/m9.figshare.26586666.v1
title: Additional file 6 of An observational human study investigating the effect of anabolic androgenic steroid use on the transcriptome of skeletal muscle and whole blood using RNA-Seq

description: Supplementary Material 6
DOI: 10.15468/dl.432xya
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.216787 -33.61116, 148.216787 -33.617897, 148.223525 -33.617897, 148.223525 -33.615651, 148.221279 -33.615651, 148.221279 -33.61116, 148.216787 -33.61116))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069351-240626123714530/datasets/export for details.
DOI: 10.15468/dl.um6fz6
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Boa constrictor constrictor"
 ]
}

 The dataset includes 33 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069352-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbd96b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((148.297636 -33.602177, 148.297636 -33.604422, 148.299882 -33.604422, 148.299882 -33.602177, 148.297636 -33.602177)), ((148.299882 -33.604422, 148.299882 -33.608914, 148.304374 -33.608914, 148.304374 -33.61116, 148.299882 -33.61116, 148.299882 -33.615651, 148.306619 -33.615651, 148.306619 -33.604422, 148.299882 -33.604422)), ((148.299882 -33.615651, 148.297636 -33.615651, 148.297636 -33.617897, 148.299882 -33.617897, 148.299882 -33.615651)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069353-240626123714530/datasets/export for details.
DOI: 10.15468/dl.eepzfj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-52.20365 -4.98457,-24.79635 -4.98457,-24.79635 5.98457,-52.20365 5.98457,-52.20365 -4.98457))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lonchophylla orcesi Albuja & Gardner, 2005"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069354-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn89sv
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((202.57391 18.74671,206.53581 18.74671,206.53581 20.33002,202.57391 20.33002,202.57391 18.74671))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pandanus Parkinson"
 ]
}

 The dataset includes 313 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069355-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57992/nmrxiv.p79
title: Synthesis and evaluation of pseudo-glucosinolates (psGSLs) releasing isothiocyanates (ITCs) in the presence of azoreductases

description: NMD data for synthesis of azoreductase-responsive psGSLs
DOI: 10.57992/nmrxiv.p79.s691.d3430
title: wil-190912-194717_oa[3]

description: 3
DOI: 10.15468/dl.np5skb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.308865 -33.61116, 148.308865 -33.615651, 148.315603 -33.615651, 148.315603 -33.61116, 148.308865 -33.61116))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069356-240626123714530/datasets/export for details.
DOI: 10.26093/cds/vizier.74453512
title: Surface density of dark matter haloes

description: VizieR online Data Catalogue associated with article published in journal Monthly Notices of the Royal Astronomical Society with title ' On the surface density of dark matter haloes.' (bibcode: 2014MNRAS.445.3512S)
DOI: 10.15468/dl.p5eb8a
title: Occurrence Download

description: A dataset containing 93607730 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 93607730 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069332-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26093/cds/vizier.74492638
title: Precise CCD positions of Phoebe in 2011-2014

description: VizieR online Data Catalogue associated with article published in journal Monthly Notices of the Royal Astronomical Society with title ' Precise CCD positions of Phoebe in 2011-2014.' (bibcode: 2015MNRAS.449.2638P)
DOI: 10.6084/m9.figshare.26639746.v1
title: Additional file 1 of Genetically predicted triglycerides mediate the relationship between type 2 diabetes Mellitus and intervertebral disc degeneration

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.26639689.v1
title: Additional file 4 of Genetic diversity, linkage disequilibrium, and population structure of tetraploid wheat landraces originating from Europe and Asia

description: Supplementary Material 4
DOI: 10.15468/dl.whwh2u
title: Occurrence Download

description: A dataset containing 311 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversity of Kalimantan, Indonesia"
 ]
}

 The dataset includes 311 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069357-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6kt9c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.641243 -33.61116, 148.641243 -33.617897, 148.643489 -33.617897, 148.643489 -33.61116, 148.641243 -33.61116))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069358-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26639680.v1
title: Additional file 1 of Genetic diversity, linkage disequilibrium, and population structure of tetraploid wheat landraces originating from Europe and Asia

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.26639686
title: Additional file 3 of Genetic diversity, linkage disequilibrium, and population structure of tetraploid wheat landraces originating from Europe and Asia

description: Supplementary Material 3
DOI: 10.15468/dl.eu67d7
title: Occurrence Download

description: A dataset containing 61012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, India Biodiversity Portal publication grade dataset, Natural History Museum (London) Collection Specimens, Global Roadkill Data: a dataset on terrestrial vertebrate mortality caused by collision with vehicles (Systematic Records))",
 "Geometry POLYGON((72 7.5,79 7.5,79 18,72 18,72 7.5))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Uropeltis macrolepis, Uropeltis phipsonii, Pachliopta pandiyana, Papilio liomedon, Rubigula gularis, Dumetia atriceps, Loris lydekkerianus, Petaurista philippensis, Pedostibes tuberculosus, Ristella beddomii, Hypnale hypnale, Ophiophagus, Draco dussumieri)"
 ]
}

 The dataset includes 61012 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033001-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wr34ps
title: Occurrence Download

description: A dataset containing 263470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies alba)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 263470 records from 935 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033017-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.