cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rz7nyr
title: Occurrence Download

description: A dataset containing 21889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii (Girard, 1852)",
 "Country is France",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 21889 records from 407 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001079-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj8235
title: Occurrence Download

description: A dataset containing 1525 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fish species occurrence and composition in shallow (wetland) habitats of Northern Lake Victoria (Uganda)"
 ]
}

 The dataset includes 1525 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001081-250121130708018/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.28218593
title: Single-molecule tweezers decoding hidden dimerization patterns of membrane proteins within lipid bilayers

description: The uploaded folders contain raw data for the paper. Refer to the Methods section for detailed description.
DOI: 10.15468/dl.js4ve3
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Characterization of Habitats and Haplochromine Diversity to Guide Conservation of Biodiversity amidst Hydropower Developments along the Upper Victoria Nile"
 ]
}

 The dataset includes 146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001082-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xng3g
title: Occurrence Download

description: A dataset containing 159390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Goodenia Sm.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 159390 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001074-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2g1l59
title: CCDC 2265640: Experimental Crystal Structure Determination

description: Related Article: Buqin Xu, Yanling Li, Geoffrey Gontard, Keevin Béneut, Paraskevas Parisiades, Maxime Deutsch, Rodrigue Lescouëzec|2025|Inorg.Chem.Front.|12|744|doi:10.1039/D4QI02499K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l2c57
title: CCDC 2385548: Experimental Crystal Structure Determination

description: Related Article: Gowtham Kenguva, Smruti Rekha Rout, Tabrez R. Shaikh, Debjani Baidya, Nikita Shelke, Palash Sanphui, Rambabu Dandela|2025|CrystEngComm|27|138|doi:10.1039/D4CE00990H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l2c68
title: CCDC 2385549: Experimental Crystal Structure Determination

description: Related Article: Gowtham Kenguva, Smruti Rekha Rout, Tabrez R. Shaikh, Debjani Baidya, Nikita Shelke, Palash Sanphui, Rambabu Dandela|2025|CrystEngComm|27|138|doi:10.1039/D4CE00990H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l2c79
title: CCDC 2385550: Experimental Crystal Structure Determination

description: Related Article: Gowtham Kenguva, Smruti Rekha Rout, Tabrez R. Shaikh, Debjani Baidya, Nikita Shelke, Palash Sanphui, Rambabu Dandela|2025|CrystEngComm|27|138|doi:10.1039/D4CE00990H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.ytaaam
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Shorea robusta Gaertn."
 ]
}

 The dataset includes 218 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001084-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25835/z54qcu1b
title: LUMPI: The Leibniz University Multi-Perspective Intersection Dataset

description: ##Abstract 
Increasing improvements in sensor technologies as well as machine learning methods allow an efficient collection, processing and analysis of the dynamic environment, which can be used for detection and tracking of traffic participants. Current datasets in this domain mostly present a single view, preventing high accurate pose estimations by occlusions. 
The integration of different, simultaneously acquired data allows to exploit and develop collaboration principles to increase the quality, reliability and integrity of the derived information.
This work addresses this problem by providing a multi-view dataset, including 2D image information (videos) and 3D point clouds with labels of the traffic participants in the scene. The dataset was recorded during different weather and light conditions on several days at a large junction in Hanover, Germany. 
[Paper](https://ieeexplore.ieee.org/abstract/document/9827157)

[![data-preview](https://data.uni-hannover.de/de/dataset/bc9f0cfc-3886-4f65-ac86-0ffac631c9ff/resource/74dd33b8-61a0-4491-ad2a-ec32d4ba1435/download/data_preview.png)](https://www.youtube.com/watch?v=elwFdCu5IFo)

**Dataset teaser video: ** https://youtu.be/elwFdCu5IFo

**Dataset download path:** https://data.uni-hannover.de/vault/ikg/busch/LUMPI/

**Labeling process pipeline video:** https://youtu.be/Ns6qsHsb06E

**Python-SDK:** https://github.com/St3ff3nBusch/LUMPI-SDK-Python

**Labeling Tool/ C++ SDK:** https://github.com/St3ff3nBusch/LUMPI-Labeling
##Citation
If you use LUMPI for your work, please cite our paper:

*Busch, Steffen, et al. "LUMPI: The Leibniz University Multi-Perspective Intersection Dataset." 2022 IEEE Intelligent Vehicles Symposium (IV). IEEE, 2022.

 @inproceedings{busch2022lumpi,
 title={LUMPI: The Leibniz University Multi-Perspective Intersection Dataset},
 author={Busch, Steffen and Koetsier, Christian and Axmann, Jeldrik and Brenner, Claus},
 booktitle={2022 IEEE Intelligent Vehicles Symposium (IV)},
 pages={1127--1134},
 year={2022},
 organization={IEEE}
 }


##Newsletter
You can register for the newsletter if you want to be notified when new data or labels are available: https://listserv.uni-hannover.de/cgi-bin/wa?SUBED1=LUMPI-IKG&A=1
DOI: 10.15468/dl.xfccg2
title: Occurrence Download

description: A dataset containing 6804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Graffenrieda DC.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6804 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001085-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbjga2
title: Occurrence Download

description: A dataset containing 28632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Grindelia Willd.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28632 records from 346 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001086-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0fgnxw
title: Occurrence Download

description: A dataset containing 1912 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Weigela subsessilis (Nakai) L.H.Bailey"
 ]
}

 The dataset includes 1912 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006354-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hh9gcs
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kallima paralekta Horsfield, 1829"
 ]
}

 The dataset includes 366 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013339-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buasjd
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gladiolus orchidiflorus Andrews"
 ]
}

 The dataset includes 339 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011949-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cllpv7
title: Occurrence Download

description: A dataset containing 89282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is National Herbarium of Victoria (MEL) AVH data",
 "TaxonKey is Rutaceae"
 ]
}

 The dataset includes 89282 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013751-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdh3gu
title: Occurrence Download

description: A dataset listing the 2710 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenochaetales"
 ]
}

 The dataset's 2710 records were derived from 534 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240473-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsrjs5
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula hypopolia Trautv.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074958-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7xvcn
title: Occurrence Download

description: A dataset containing 1689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Apis Linnaeus, 1758"
 ]
}

 The dataset includes 1689 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275699-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcg2ny
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cariniana pyriformis Miers"
 ]
}

 The dataset includes 182 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003646-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hqv6f8
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Asteropyrum peltatum (Franch.) J.R.Drumm. & Hutch."
 ]
}

 The dataset includes 238 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074999-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1m0lvf
title: Occurrence Download

description: A dataset listing the 4414 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany",
 "DatasetKey is The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)",
 "DatasetKey is National Herbarium of Victoria (MEL) AVH data",
 "DatasetKey is NSW BioNet Atlas",
 "DatasetKey is Tropicos MO Specimen Data",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "DatasetKey is Victorian Biodiversity Atlas",
 "DatasetKey is PRECIS",
 "DatasetKey is BRI AVH Data and Images",
 "DatasetKey is SA Flora"
 ]
 },
 "TaxonKey is Rutaceae"
 ]
}

 The dataset's 4414 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013757-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wt4pw
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "TaxonKey is Cremastra appendiculata (D.Don) Makino"
 ]
}

 The dataset includes 375 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074989-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84eaxh
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "TaxonKey is Eriocheir sinensis H.Milne Edwards, 1853"
 ]
}

 The dataset includes 154 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275702-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9od1u
title: Occurrence Download

description: A dataset containing 1267498 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NZ National Vegetation Survey occurrence data"
 ]
}

 The dataset includes 1267498 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006353-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bg3sj
title: Occurrence Download

description: A dataset containing 122976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula persicifolia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 122976 records from 663 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074993-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8rmrb
title: Occurrence Download

description: A dataset containing 34258 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Animal Sound Archive"
 ]
}

 The dataset includes 34258 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015337-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttwaud
title: Occurrence Download

description: A dataset listing the 40546 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Türkiye"
 ]
}

 The dataset's 40546 records were derived from 977 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074988-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15680747
title: GLOPOP-SG

description: GLOPOP-SG is the high-resolution gridded version of GLOPOP-S. In GLOPOP-SG, households are allocated to 30 arc-second grid cells (~1km) using high-resolution demographic and socioeconomic data: population density (GHS-POP), settlement type (GHS-SMOD), relative wealth, and age and gender distributions (CIESIN). There are two types of files in the database: synthpop files contain the synthetic population of GLOPOP-S with an additional column indicating the grid cell identifiers. The spatial location of the grid cells is given in the .tif files. Each filename includes the region code corresponding to the Global Data Lab’s regional classification. The high-resolution household dataset can be used in large-scale microsimulation studies, where household behavior is modeled based on their characteristics and local environment. With GLOPOP-SG, such behavior can be simulated with high spatial precision, making the dataset valuable not only for global applications, but also for national and subnational studies.
DOI: 10.6084/m9.figshare.28836158.v2
title: Supplementary data for “EpicTope: identifying protein sequence features to select non-disruptive epitope tagging sites.”

description: Raw scores for smad5 and hdac1 proteins
DOI: 10.5281/zenodo.15641854
title: Experimental approach to assessing the impact of the intensity of near-natural heatwaves on three marine phanerogam species in Mediterranean lagoon environment

description: We present here the raw data and scripts to reproduce the results presented in the preprint "Experimental approach to assessing the impact of the intensity of near-natural heatwaves on three marine phanerogam species in Mediterranean lagoon environment". Before using the scripts and associated data, we recommend reading the "readme" txt document.

Preprint abstract : 

The increasing intensity, frequency, and duration of extreme climatic events (ECEs) due to climate change pose additional pressures on seagrass habitats in lagoon ecosystems. Among these ECE, this study focuses on the impact of marine heatwaves (MHWs) on seagrass species in Mediterranean coastal lagoons, i.e., the seagrasses Cymodocea nodosa, Nanozostera noltei, and Ruppia cirrhosa . Using a near-natural mesocosm, we simulated a 20 day MHW at three intensities (+2°C, +4°C, +6°C above control) during spring and summer, and assessed change in growth, respiration, and gross primary production. Species and seasonal responses varied markedly. C. nodosa showed enhanced net foliar growth in spring and stable growth in summer. N. noltei benefited from moderate warming in spring but was vulnerable to high intensity heatwaves in summer. R. cirrhosa was resilient in spring and exhibited increased growth in summer, particularly at +4°C. Hence, all three species were able to tolerate a single 20-day MHW with the species being increasingly better adapted in the following order N. noltei, R. cirrhosa, and C. nodosa. Increase of the initiation and growth of new leaves was a common phenological response observed in all three species, albeit at a lesser extent for R. cirrhosa. Our near-natural experimental approach reveals species- and season-dependent responses to MHWs, highlighting the complexity of seagrass resilience in lagoon ecosystems. These findings provide valuable insights to inform conservation strategies and improve the management of coastal habitats under future climate scenarios.
DOI: 10.5281/zenodo.15681253
title: Experimental approach to assessing the impact of the intensity of near-natural heatwaves on three marine phanerogam species in Mediterranean lagoon environment

description: We present here the raw data and scripts to reproduce the results presented in the preprint "Experimental approach to assessing the impact of the intensity of near-natural heatwaves on three marine phanerogam species in Mediterranean lagoon environment". Before using the scripts and associated data, we recommend reading the "readme" txt document.

Preprint abstract : 

The increasing intensity, frequency, and duration of extreme climatic events (ECEs) due to climate change pose additional pressures on seagrass habitats in lagoon ecosystems. Among these ECE, this study focuses on the impact of marine heatwaves (MHWs) on seagrass species in Mediterranean coastal lagoons, i.e., the seagrasses Cymodocea nodosa, Nanozostera noltei, and Ruppia cirrhosa . Using a near-natural mesocosm, we simulated a 20 day MHW at three intensities (+2°C, +4°C, +6°C above control) during spring and summer, and assessed change in growth, respiration, and gross primary production. Species and seasonal responses varied markedly. C. nodosa showed enhanced net foliar growth in spring and stable growth in summer. N. noltei benefited from moderate warming in spring but was vulnerable to high intensity heatwaves in summer. R. cirrhosa was resilient in spring and exhibited increased growth in summer, particularly at +4°C. Hence, all three species were able to tolerate a single 20-day MHW with the species being increasingly better adapted in the following order N. noltei, R. cirrhosa, and C. nodosa. Increase of the initiation and growth of new leaves was a common phenological response observed in all three species, albeit at a lesser extent for R. cirrhosa. Our near-natural experimental approach reveals species- and season-dependent responses to MHWs, highlighting the complexity of seagrass resilience in lagoon ecosystems. These findings provide valuable insights to inform conservation strategies and improve the management of coastal habitats under future climate scenarios.
DOI: 10.15468/dl.966xmy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophioglossum lancifolium C.Presl",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050636-250525065834625/datasets/export for details.