cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16942461
title: GOOSE 3D Semantic Segmentation Challenge Label Data
title: GOOSE-Ex 3D Semantic Segmentation Challenge Label Data

description: This dataset consists of semantically segmented LiDAR point clouds of the GOOSE and GOOSE-Ex dataset.

The original point clouds annotations segmented all points into 64 semantic classes, but for the GOOSE 3D Semantic Segmentation Challenge on CodaBench we consolidated the point cloud data into 8 superclasses (+ other class):

category_name,label_key,hex
other,0,#A9A9A9
artificial_structures,1,#DE88DE
artificial_ground,2,#EBFF3B
natural_ground,3,#A1887F
obstacle,4,#FFC107
vehicle,5,#F44336
vegetation,6,#4CAF50
human,7,#8FB0FF
sky,8,#2196F3

The dataset contains 13006 annotated point clouds in total, stored in the .label format as is done in the SemanticKITTI dataset.

import numpy as np
# reading a .label file label = np.fromfile(filename, dtype=np.uint32) label = label.reshape((-1))# extract the semantic and instance label IDs sem_label = label & 0xFFFF # semantic label in lower half inst_label = label >> 16 # instance id in upper half

This dataset only contains the annotations, to download the LiDAR point cloud data, please visit the download dataset page in the GOOSE dataset documentation.
DOI: 10.22002/ktfk1-pcn61
title: Pdj 121509 MP34

description: Prosthecobacter dejongeii, 09dec18a_MP34_Pdj_050, putative btub structure, filaments,
description: <strong>Tilt Series Date:</strong> 2009-12-18</p>
<strong>Data Taken By:</strong> Martin Pilhofer</p>
<strong>Species / Specimen:</strong> Prosthecobacter dejongeii</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> cultured by Martin Pilhofer; data collected by Martin Pilhofer; processed by Martin Pilhofer</p>
<strong>Sample Preparation:</strong> quantifoil grid, 10nm gold, 100% humidity, blotting 1/-2/2/0/1/4/200</p>
  mpa2009-12-18-47_slicer4748.jpg: flat vesicles  .  tube? mpa2009-12-18-47_slicer4750.jpg: tube mpa2009-12-18-47_slicer4753.jpg: unknown external protein
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2009-12-18-47/rawdata/</p>09dec18a_MP34_Pdj_050.mrc,  Tilt Series (Pixel Size 0.95 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2009-12-18-47/rawdata/09dec18a_MP34_Pdj_050.mrc"
        > <i class="download icon"></i> Download </a></p>

        09dec18a_MP34_Pdj_050_full.rec,  Reconstruction (Pixel Size 1.9 nm), 838.9 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2009-12-18-47/3dimage_14329/09dec18a_MP34_Pdj_050_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.557bvu
title: Occurrence Download

description: A dataset containing 777948 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Daucus carota"
 ]
}

 The dataset includes 777948 records from 4009 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045418-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pty4f
title: Occurrence Download

description: A dataset containing 1857404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Actinobacteriota"
 ]
}

 The dataset includes 1857404 records from 753 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014913-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rcpqh
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Othonna cylindrica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043097-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/32002
title: Chandra X-ray Observatory ObsId 32002

description: An X-ray Investigation of Spatially-Resolved Mid-IR Dual AGNs
DOI: 10.15468/dl.w6umyd
title: Occurrence Download

description: A dataset containing 12001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ailanthus altissima",
 "Year 1990-2025"
 ]
}

 The dataset includes 12001 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043098-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpwqwn
title: Occurrence Download

description: A dataset containing 1048 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.17228531843948",
 "DecimalLongitude is less than 6.17534487162387",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1048 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043099-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jpt2c
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heteragrion calafatiensis",
 "DecimalLongitude is not null",
 "DecimalLatitude is not null"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043100-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfwm6z
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-77.4658 -0.20785,-77.38647 -0.14849,-77.3916 -0.14021,-77.40131 -0.1385,-77.43555 -0.13108,-77.45267 -0.13708,-77.45524 -0.12509,-77.47636 -0.11624,-77.48891 -0.10312,-77.51888 -0.1094,-77.50004 -0.1405,-77.48577 -0.13536,-77.46123 -0.16247,-77.5029 -0.18188,-77.47835 -0.19643,-77.4658 -0.20785))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EX, EW, CR, EN, VU, NT, LC, DD, NE)",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 111 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043101-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34770/1pf8-xy34
title: Data set for "Size Amplification of Jet Drops due to Insoluble Surfactants"

description: Numerical and Experimental data in the main text ("Size Amplification
 of Jet Drops due to Insoluble Surfactants" in Physical Review Fluids,
 https://doi.org/10.1103/t9k3-dqyc). The data summarises the
 characteristics of the first ejected jet drop (drop radius, drop velocity,
 pinch-off time) due to bursting bubbles with surfactants. A csv file is
 provided for the simulations and experiments respectively. Each row of the
 data corresponds to a single simulation or single run of the experiment.
DOI: 10.15468/dl.6z3fkj
title: Occurrence Download

description: A dataset containing 7023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxytropis lambertii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7023 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043103-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ze7kuh
title: Occurrence Download

description: A dataset containing 898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.17534487162387",
 "DecimalLongitude is less than 6.17840442480827",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 898 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043105-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h4myt
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heteragrion ictericum",
 "DecimalLongitude is not null",
 "DecimalLatitude is not null"
 ]
}

 The dataset includes 37 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043106-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvqeyd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelecanus onocrotalus"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043107-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17238592
title: Characterization of immune phenotypes in peripheral blood of adult renal transplant recipients using mass cytometry (CyTOF)

description: The uploaded files include normalized FCS files organized by stimulation condition: Unstimulated and PMA/Ionomycin-stimulated. Within each condition, there are two folders representing the two cohorts: Healthy Donors and Patients.

Each cohort folder contains subfolders for individual healthy donors or patients, with each subfolder holding their respective longitudinal normalized FCS files.

We have also shared the normalized FCS files (Unstimulated and PMA/Ionomycin-stimulated) for the internal "HIMC" control  that was used across all the batches for CyTOF in this study. 

Additionally, we have included the CyTOF panel used in the study, as well as the gating strategy that was implemented.

Publication Reference: Kowli S, Minocherhomji S, Martinez OM, Busque S, Lebrec H, Maecker HT. Characterization of immune phenotypes in peripheral blood of adult renal transplant recipients using mass cytometry (CyTOF). Immunohorizons. 2025 Feb 18;9(4):vlae013. doi: 10.1093/immhor/vlae013. PMID: 39965168; PMCID: PMC11841977.
DOI: 10.5281/zenodo.17238591
title: Characterization of immune phenotypes in peripheral blood of adult renal transplant recipients using mass cytometry (CyTOF)

description: The uploaded files include normalized FCS files organized by stimulation condition: Unstimulated and PMA/Ionomycin-stimulated. Within each condition, there are two folders representing the two cohorts: Healthy Donors and Patients.

Each cohort folder contains subfolders for individual healthy donors or patients, with each subfolder holding their respective longitudinal normalized FCS files.

We have also shared the normalized FCS files (Unstimulated and PMA/Ionomycin-stimulated) for the internal "HIMC" control  that was used across all the batches for CyTOF in this study. 

Additionally, we have included the CyTOF panel used in the study, as well as the gating strategy that was implemented.

Publication Reference: Kowli S, Minocherhomji S, Martinez OM, Busque S, Lebrec H, Maecker HT. Characterization of immune phenotypes in peripheral blood of adult renal transplant recipients using mass cytometry (CyTOF). Immunohorizons. 2025 Feb 18;9(4):vlae013. doi: 10.1093/immhor/vlae013. PMID: 39965168; PMCID: PMC11841977.
DOI: 10.15468/dl.426jfm
title: Occurrence Download

description: A dataset containing 2054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.17840442480827",
 "DecimalLongitude is less than 6.18146397799266",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2054 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043110-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zyxg5
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Hyalophora euryalus"
 ]
}

 The dataset includes 85 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043111-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yna9n
title: Occurrence Download

description: A dataset containing 43843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is greater than or equal to 2000",
 "Month is one of (November, December, January)",
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-66.1422730000000030 18.5386449999999989, -66.1340330000000023 18.4188170000000007, -66.0269169999999974 18.4188170000000007, -66.0159299999999973 18.5308330000000012, -66.1422730000000030 18.5386449999999989))"
 ]
}

 The dataset includes 43843 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043108-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n848as
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heteragrion silvarum",
 "DecimalLongitude is not null",
 "DecimalLatitude is not null"
 ]
}

 The dataset includes 32 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043112-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnmcev
title: Occurrence Download

description: A dataset containing 37147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum capillare",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37147 records from 769 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043109-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25773/7mhq-9c49
title: Numerical simulations of water quality impacts during Hurricane Irene in a coastal-plain estuary
DOI: 10.15468/dl.8acqwd
title: Occurrence Download

description: A dataset containing 1403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.18146397799266",
 "DecimalLongitude is less than 6.18452353117706",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1403 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043113-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szkckc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Idiogomphoides emmeli",
 "DecimalLongitude is not null",
 "DecimalLatitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043114-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17613419
title: Data for "G6-1.5K-SAI and G6sulfur: changes in impacts and uncertainty depending on stratospheric aerosol injection strategy in the Geoengineering Model Intercomparison Project"

description: Data for the manuscript "G6-1.5K-SAI and G6sulfur: changes in impacts and uncertainty depending on stratospheric aerosol injection strategy in the Geoengineering Model Intercomparison Project", submitted for publication to Atmospheric Chemistry & Physics.
DOI: 10.5281/zenodo.17636841
title: Data: A joint analysis of 3D clustering and galaxy x CMB-lensing cross-correlations with DESI DR1 galaxies

description: Data and chains for: "A joint analysis of 3D clustering and galaxy x CMB-lensing cross-correlations with DESI DR1 galaxies", Maus et. al. (2025), in compliance with the Dark Energy Spectroscopic Instrument's (DESI) data management plan.
DOI: 10.5281/zenodo.17613418
title: Data for "G6-1.5K-SAI and G6sulfur: changes in impacts and uncertainty depending on stratospheric aerosol injection strategy in the Geoengineering Model Intercomparison Project"

description: Data for the manuscript "G6-1.5K-SAI and G6sulfur: changes in impacts and uncertainty depending on stratospheric aerosol injection strategy in the Geoengineering Model Intercomparison Project", submitted for publication to Atmospheric Chemistry & Physics.
DOI: 10.5281/zenodo.17636840
title: Data: A joint analysis of 3D clustering and galaxy x CMB-lensing cross-correlations with DESI DR1 galaxies

description: Data and chains for: "A joint analysis of 3D clustering and galaxy x CMB-lensing cross-correlations with DESI DR1 galaxies", Maus et. al. (2025), in compliance with the Dark Energy Spectroscopic Instrument's (DESI) data management plan.
DOI: 10.15468/dl.jkyczg
title: Occurrence Download

description: A dataset containing 15053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum virgatum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15053 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043115-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17643905
title: Questionnaire about the continuance intention to use AI in the e-commerce shopping experience
DOI: 10.6084/m9.figshare.30651662
title: Data for: Female thermal stress alters female choice and male courtship in Drosophila mojavensis

description: This is the data set for the manuscript: "Female thermal stress alters female choice and male courtship in Drosophila mojavensis". The data involves four populations of D. mojavensis in which the females only were exposed to temperature treatments of 4, 25 and 26 degrees Celsius. After temperature exposure the females were paired with untreated males and courtship behaviors and copulation were measured.
DOI: 10.6084/m9.figshare.30651662.v1
title: Data for: Female thermal stress alters female choice and male courtship in Drosophila mojavensis

description: This is the data set for the manuscript: "Female thermal stress alters female choice and male courtship in Drosophila mojavensis". The data involves four populations of D. mojavensis in which the females only were exposed to temperature treatments of 4, 25 and 26 degrees Celsius. After temperature exposure the females were paired with untreated males and courtship behaviors and copulation were measured.
DOI: 10.15468/dl.rxtdhr
title: Occurrence Download

description: A dataset listing the 68 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is GBR.1.36.23_1",
 "PublishingCountry is United Kingdom of Great Britain and Northern Ireland",
 "Year 2020-2025"
 ]
}

 The dataset's 68 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043102-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3npyp
title: Occurrence Download

description: A dataset containing 894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.18452353117706",
 "DecimalLongitude is less than 6.18758308436145",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 894 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043117-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.682n27
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lestes demarcoi",
 "DecimalLongitude is not null",
 "DecimalLatitude is not null"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043118-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fz2g2p
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pappophorum caespitosum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 191 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043119-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krzhqp
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Diceroprocta bicosta"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043121-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.