cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dnmmy5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikania cordata",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018156-250827131500795/datasets/export for details.
DOI: 10.15468/dl.9ytzm8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemitrygon laosensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018157-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.em6tyd
title: Occurrence Download

description: A dataset containing 8535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix gmelinii"
 ]
}

 The dataset includes 8535 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018158-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg9bdp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikania cordata",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018160-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxz4cz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikania cordata",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018159-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.15733157
title: Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)

description: This dataset contains annotated infrared camera trap images collected between December 2020 and January 2022 in the desert-steppe ecosystem of Sunan Yugur Autonomous County, Gansu Province, China. It includes valid species images, independent detection events, and associated metadata (e.g., timestamps, camera locations, species names) from 22 infrared camera traps. The dataset supports research in behavioral ecology, species distribution modeling, machine learning, and public engagement.
description: This is Part 2 of the dataset "Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)".

It includes all independent detection event images (3,828 images based on a ≥30-minute rule) and the same documentation files (README.txt, metadata, summary tables, etc.) as in Part 1.

 For the full dataset including all valid wildlife images, please also download Part 1:https://doi.org/10.5281/zenodo.15730802
description: From December 2020 to January 2022, 22 infrared-triggered camera traps (model: Ltl-6210PLUS, Shenzhen Ltl Acorn Electronics Co., Ltd.) were systematically deployed across representative shrub–grassland habitats in Sunan Yugur Autonomous County. Site selection was stratified based on rodent population density, which was assessed through field surveys prior to camera deployment. To maximize detection efficiency, cameras were preferentially placed in areas with relatively high rodent activity. Each camera was mounted 0.5–1.0 m above ground level and oriented toward active rodent burrows or foraging trails. No baits, including acoustic, olfactory, or food attractants, were used during deployment.

Cameras were equipped with passive infrared (PIR) sensors with a detection range of 18 m and infrared flash illumination effective up to 35 m (850 nm standard lens version). Lenses included either a standard 55° field of view or a 100° wide-angle option. Each trigger event captured three consecutive images with a trigger speed of 0.8 s and no delay between successive triggers (0 s interval), allowing for continuous 24-hour monitoring. Maintenance visits were conducted approximately every two months to ensure operational consistency, including battery replacement and image retrieval.
DOI: 10.5281/zenodo.15733158
title: Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)

description: This dataset contains annotated infrared camera trap images collected between December 2020 and January 2022 in the desert-steppe ecosystem of Sunan Yugur Autonomous County, Gansu Province, China. It includes valid species images, independent detection events, and associated metadata (e.g., timestamps, camera locations, species names) from 22 infrared camera traps. The dataset supports research in behavioral ecology, species distribution modeling, machine learning, and public engagement.
description: This is Part 2 of the dataset "Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)".

It includes all independent detection event images (3,828 images based on a ≥30-minute rule) and the same documentation files (README.txt, metadata, summary tables, etc.) as in Part 1.

 For the full dataset including all valid wildlife images, please also download Part 1:https://doi.org/10.5281/zenodo.15730802
description: From December 2020 to January 2022, 22 infrared-triggered camera traps (model: Ltl-6210PLUS, Shenzhen Ltl Acorn Electronics Co., Ltd.) were systematically deployed across representative shrub–grassland habitats in Sunan Yugur Autonomous County. Site selection was stratified based on rodent population density, which was assessed through field surveys prior to camera deployment. To maximize detection efficiency, cameras were preferentially placed in areas with relatively high rodent activity. Each camera was mounted 0.5–1.0 m above ground level and oriented toward active rodent burrows or foraging trails. No baits, including acoustic, olfactory, or food attractants, were used during deployment.

Cameras were equipped with passive infrared (PIR) sensors with a detection range of 18 m and infrared flash illumination effective up to 35 m (850 nm standard lens version). Lenses included either a standard 55° field of view or a 100° wide-angle option. Each trigger event captured three consecutive images with a trigger speed of 0.8 s and no delay between successive triggers (0 s interval), allowing for continuous 24-hour monitoring. Maintenance visits were conducted approximately every two months to ensure operational consistency, including battery replacement and image retrieval.
DOI: 10.15468/dl.afanqp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikania cordata",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018161-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15730801
title: Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)

description: This dataset contains annotated infrared camera trap images collected between December 2020 and January 2022 in the desert-steppe ecosystem of Sunan Yugur Autonomous County, Gansu Province, China. It includes valid species images, independent detection events, and associated metadata (e.g., timestamps, camera locations, species names) from 22 infrared camera traps. The dataset supports research in behavioral ecology, species distribution modeling, machine learning, and public engagement.

 
description: This is Part 1 of the dataset "Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)".

It contains all valid wildlife images (~28,881 annotated images) captured by 22 infrared camera traps between March and November 2021, as well as all documentation files (README .txt, metadata, summary tables, etc.).

 For the full dataset including independent detection events, please also download Part 2:https://doi.org/10.5281/zenodo.15733158
description: From December 2020 to January 2022, 22 infrared-triggered camera traps (model: Ltl-6210PLUS, Shenzhen Ltl Acorn Electronics Co., Ltd.) were systematically deployed across representative shrub–grassland habitats in Sunan Yugur Autonomous County. Site selection was stratified based on rodent population density, which was assessed through field surveys prior to camera deployment. To maximize detection efficiency, cameras were preferentially placed in areas with relatively high rodent activity. Each camera was mounted 0.5–1.0 m above ground level and oriented toward active rodent burrows or foraging trails. No baits, including acoustic, olfactory, or food attractants, were used during deployment.

Cameras were equipped with passive infrared (PIR) sensors with a detection range of 18 m and infrared flash illumination effective up to 35 m (850 nm standard lens version). Lenses included either a standard 55° field of view or a 100° wide-angle option. Each trigger event captured three consecutive images with a trigger speed of 0.8 s and no delay between successive triggers (0 s interval), allowing for continuous 24-hour monitoring. Maintenance visits were conducted approximately every two months to ensure operational consistency, including battery replacement and image retrieval.
DOI: 10.5281/zenodo.15730802
title: Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)

description: This dataset contains annotated infrared camera trap images collected between December 2020 and January 2022 in the desert-steppe ecosystem of Sunan Yugur Autonomous County, Gansu Province, China. It includes valid species images, independent detection events, and associated metadata (e.g., timestamps, camera locations, species names) from 22 infrared camera traps. The dataset supports research in behavioral ecology, species distribution modeling, machine learning, and public engagement.

 
description: This is Part 1 of the dataset "Annotated Infrared Camera Trap Images from the Desert-Steppe of Northern Qilian Mountains (2020–2022)".

It contains all valid wildlife images (~28,881 annotated images) captured by 22 infrared camera traps between March and November 2021, as well as all documentation files (README .txt, metadata, summary tables, etc.).

 For the full dataset including independent detection events, please also download Part 2:https://doi.org/10.5281/zenodo.15733158
description: From December 2020 to January 2022, 22 infrared-triggered camera traps (model: Ltl-6210PLUS, Shenzhen Ltl Acorn Electronics Co., Ltd.) were systematically deployed across representative shrub–grassland habitats in Sunan Yugur Autonomous County. Site selection was stratified based on rodent population density, which was assessed through field surveys prior to camera deployment. To maximize detection efficiency, cameras were preferentially placed in areas with relatively high rodent activity. Each camera was mounted 0.5–1.0 m above ground level and oriented toward active rodent burrows or foraging trails. No baits, including acoustic, olfactory, or food attractants, were used during deployment.

Cameras were equipped with passive infrared (PIR) sensors with a detection range of 18 m and infrared flash illumination effective up to 35 m (850 nm standard lens version). Lenses included either a standard 55° field of view or a 100° wide-angle option. Each trigger event captured three consecutive images with a trigger speed of 0.8 s and no delay between successive triggers (0 s interval), allowing for continuous 24-hour monitoring. Maintenance visits were conducted approximately every two months to ensure operational consistency, including battery replacement and image retrieval.
DOI: 10.15468/dl.2shxrk
title: Occurrence Download

description: A dataset containing 1157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is South America",
 "Country is one of (Argentina, Chile, Bolivia (Plurinational State of), Peru)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pappostipa"
 ]
}

 The dataset includes 1157 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018162-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msqbvn
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Macrognathus siamensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 114 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018163-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97sej8
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turnera ulmifolia angustifolia"
 ]
}

 The dataset includes 50 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018164-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ascjah
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikania cordata",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018165-250827131500795/datasets/export for details.
DOI: 10.6084/m9.figshare.29567333
title: All corrected/uncorrected data matrices at precursor, peptide, protein levels.

description: All Quartet proteomics and simulated data matrices generated in the manuscript "Protein-level batch-effect correction enhances robustness in MS-based proteomics".
DOI: 10.6084/m9.figshare.29567333.v2
title: All corrected/uncorrected data matrices at precursor, peptide, protein levels.

description: All Quartet proteomics and simulated data matrices generated in the manuscript "Protein-level batch-effect correction enhances robustness in MS-based proteomics".
DOI: 10.6084/m9.figshare.29567333.v1
title: All corrected/uncorrected data matrices at precursor, peptide, protein levels.

description: Batch effects, referring to unwanted technical variations caused by differences in labs, pipelines or batches, are notorious in MS-based proteomics data, wherein protein-level quantities are inferred from precursor- and peptide-level intensities. However, the choice of which data level for effective batch-effect correction is crucial but remains elusive. Leveraging real-world multi-batch data from the Quartet protein reference materials as well as simulated data, we benchmarked batch-effect correction at precursor, peptide and protein levels combined with two designed scenarios, three quantification methods and seven batch-effect correction algorithms. Our findings reveal that protein-level batch-effect corrections were more robust in both feature-based and sample-based quality assessment, and that the quantification process interacts with the batch-effect correction. Furthermore, we extended to the large-scale data from 1,431 plasma samples of type 2 diabetes patients in phase 3 clinical trials and demonstrated the best prediction performance of Ratio-MaxLFQ combination. This study provides comprehensive insights supporting the batch-effect correction at the protein level to enhance proteomic data integration.
DOI: 10.15468/dl.eqz4rj
title: Occurrence Download

description: A dataset containing 28148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is b8323864-602a-4a7d-9127-bb903054e97d",
 "TaxonKey is Lythrum salicaria"
 ]
}

 The dataset includes 28148 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018167-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdurm5
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "DatasetKey is one of (INSDC Sequences, University of Tartu Natural History Museum and Botanical Garden Zooloogical Collections, Observation.org, Nature data from around the World, Lund University Biological Museum - Insect collections Specimens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apis mellifera"
 ]
}

 The dataset includes 53 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018170-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ce7kx8
title: Occurrence Download

description: A dataset containing 23871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Brassica tournefortii"
 ]
}

 The dataset includes 23871 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018168-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b7xny
title: Occurrence Download

description: A dataset containing 4544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acanthopagrus akazakii, Acanthopagrus arabicus, Acanthopagrus australis, Acanthopagrus berda, Acanthopagrus bertha, Acanthopagrus bifasciatus, Acanthopagrus butcheri, Acanthopagrus calamara, Acanthopagrus catenula, Acanthopagrus chinshira, Acanthopagrus cuvieri, Acanthopagrus datnia, Acanthopagrus latus, Acanthopagrus longispinnis, Acanthopagrus morrisonae, Acanthopagrus morrisoni, Acanthopagrus, Acanthopagrus omanensis, Acanthopagrus pacificus, Acanthopagrus palmaris, Acanthopagrus randalli, Acanthopagrus schlegelii, Acanthopagrus schlegelii, Acanthopagrus schlegelii czerskii, Acanthopagrus schlegelii schlegelii, Acanthopagrus sheim, Acanthopagrus sivicolus, Acanthopagrus, Acanthopagrus, Acanthopagrus swinhonis czerskii, Acanthopagrus taiwanensis, Acanthopagrus vagus, Gerres kapas, Gerres limbatus, Gerres lineolatus, Gerres longicaudus, Gerres longirostris, Gerres lucidus, Gerres macracanthus, Gerres macrosoma, Gerres maldivensis, Gerres melanopterus, Gerres melbournensis, Gerres methueni, Gerres mexicanus, Gerres microphthalmus, Gerres mozambiquensis, Gerres nigri, Gerres oblongus, Gerres octactis, Gerres olisthostoma, Gerres olisthostoma, Gerres ovatus, Gerres oyena, Gerres oynea, Gerres patao, Gerres periche, Gerres peruvianus, Gerres phaiya, Gerres phaiya, Gerres philippinus, Gerres plumieri, Gerres poieti, Gerres poietie, Gerres profundus, Gerres punctatus, Gerres punctatus, Gerres rappi, Gerres rhombeus, Gerres rueppellii, Gerres ryukyuensis, Gerres septemfasciatus, Gerres setifer, Gerres shima, Gerres silaceus, Gerres simillimus, Gerres singaporensis, Gerres socotranus, Gerres splendens, Gerres subfasciatus, Gerres vaigiensis, Sardinops caerulea, Sardinops caerulea, Sardinops dakini, Sardinops melanostictus, Sardinops melanostictus, Sardinops neopilchardus, Sardinops ocellata, Sardinops ocellata, Sardinops sagax, Sardinops sagax caeruleus, Sardinops sagax melanosticta, Sardinops sagax musica, Sardinops sagax neopilchardus, Sardinops sagax sagax)",
 "Country is Japan"
 ]
}

 The dataset includes 4544 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018166-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqetvq
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikania micrantha",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018171-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17034116
title: High-definition electron backscatter diffraction patterns of annealed and 10%-rolled AlMg alloys

description:  

600 high definition (1140×1600 pixels) diffraction patterns recorded by Bruker EBSD detector for annealed and 10%-rolled AlMg samples are provided, resolved at a step size of 1.62μm and 6.87μm, respectively.  The acceleration voltage was 20 kV, the probe current 20 nA, and the dwell time 1 s.

These patterns were analyzed in previous publications (https://doi.org/10.1016/j.matchar.2021.111206, https://doi.org/10.1016/j.micron.2021.103081, https://doi.org/10.1016/j.matchar.2023.113022, https://doi.org/10.1016/j.matchar.2024.114508).

The full field dislocation density maps for the two scans, estimated by the blurriness of the patterns, are also available.
DOI: 10.5281/zenodo.17034117
title: High-definition electron backscatter diffraction patterns of annealed and 10%-rolled AlMg alloys

description:  

600 high definition (1140×1600 pixels) diffraction patterns recorded by Bruker EBSD detector for annealed and 10%-rolled AlMg samples are provided, resolved at a step size of 1.62μm and 6.87μm, respectively.  The acceleration voltage was 20 kV, the probe current 20 nA, and the dwell time 1 s.

These patterns were analyzed in previous publications (https://doi.org/10.1016/j.matchar.2021.111206, https://doi.org/10.1016/j.micron.2021.103081, https://doi.org/10.1016/j.matchar.2023.113022, https://doi.org/10.1016/j.matchar.2024.114508).

The full field dislocation density maps for the two scans, estimated by the blurriness of the patterns, are also available.
DOI: 10.15468/dl.tfrev6
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mikania micrantha",
 "Country is Bangladesh",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018172-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.