cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16936636
title: Original data from a research for developing hue change phenomenon into mature quantitative analysis technique (including chemical imaging)

description: We proposed a novel hue descriptor (Huev) with a tunable hue quantification sequence via Hue Threshold (HT) to solve the problem that the hue quantification sequences of existing quantitative parameters are fixed and lack adaptability to diverse hue change sequences of multi-hue optical sensors. Then we systematically investigated how to correlate Huev with quantitative analysis (including chemical imaging) of multi-hue optical sensors, and developed a user-friendly analysis platform (composed of a machine vision device and an IQA software) to facilitate the application of this method. The wider applicability of Huev than existing parameters, and the practicability of this method in mean analyte concentration measurement and chemical imaging were proved.

Raw data of the figures in main text and extended data were shown here. The structure and content of the dataset were presented in the README.txt file. This is the version 1.1 to correct the error of filenames in version 1.0. When comparing Huev with existing parameters, we used these parameters to analyze many sensor images from published literature. Snipaste software was used to cut sensor images from the literature downloaded in PDF format for further analysis. The titles of these literature were presented in the References section of this upload.

Raw images of neutral litmus test strips, Pb test strips, and universal pH test strips used for calibration and accuracy experiments were also provided here.

The executable (.exe) file of IQA software is provided here, which can be run independently on Windows system. The source code (developed by Python 3.8 64-bit) of IQA is available at https://github.com/Sun-haitao666/Source-code-of-IQA-software. The code of IQA is open source (MIT License). The method of using IQA was shown in the "Simple demonstration of using the IQA software.pdf" file.
DOI: 10.5281/zenodo.16936637
title: Original data from a research for developing hue change phenomenon into mature quantitative analysis technique (including chemical imaging)

description: We proposed a novel hue descriptor (Huev) with a tunable hue quantification sequence via Hue Threshold (HT) to solve the problem that the hue quantification sequences of existing quantitative parameters are fixed and lack adaptability to diverse hue change sequences of multi-hue optical sensors. Then we systematically investigated how to correlate Huev with quantitative analysis (including chemical imaging) of multi-hue optical sensors, and developed a user-friendly analysis platform (composed of a machine vision device and an IQA software) to facilitate the application of this method. The wider applicability of Huev than existing parameters, and the practicability of this method in mean analyte concentration measurement and chemical imaging were proved.

Raw data of the figures in main text and extended data were shown here. The structure and content of the dataset were presented in the README.txt file. This is the version 1.1 to correct the error of filenames in version 1.0. When comparing Huev with existing parameters, we used these parameters to analyze many sensor images from published literature. Snipaste software was used to cut sensor images from the literature downloaded in PDF format for further analysis. The titles of these literature were presented in the References section of this upload.

Raw images of neutral litmus test strips, Pb test strips, and universal pH test strips used for calibration and accuracy experiments were also provided here.

The executable (.exe) file of IQA software is provided here, which can be run independently on Windows system. The source code (developed by Python 3.8 64-bit) of IQA is available at https://github.com/Sun-haitao666/Source-code-of-IQA-software. The code of IQA is open source (MIT License). The method of using IQA was shown in the "Simple demonstration of using the IQA software.pdf" file.
DOI: 10.15468/dl.xzz65p
title: Occurrence Download

description: A dataset containing 4520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Liquidambar formosana"
 ]
}

 The dataset includes 4520 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049701-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfgv92
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Winteria telescopa Brauer, 1901",
 "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 ((35.9648 19.8496,26.9648 19.8496,26.9648 10.8496,35.9648 10.8496,35.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010038-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hw8zup
title: Occurrence Download

description: A dataset containing 1092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Grus monacha Temminck, 1835"
 ]
}

 The dataset includes 1092 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001750-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mt3my9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"BASIS_OF_RECORD","value":"HumanObservation","matchCase":false},{"type":"within","geometry":"POLYGON((-130.78125 51.179342, -130.78125 22.593726, -62.578125 22.593726, -62.578125 51.179342, -130.78125 51.179342))"}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001736-250424135625364/datasets/export for details.
DOI: 10.15468/dl.ny6cqh
title: Occurrence Download

description: A dataset containing 35887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycorma delicatula (White, 1845)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 35887 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001749-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rghkbv
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Quirópteros Asociados al Bosque Seco de la Vereda El Carbonero, Santander de Quilichao, Cauca"
 ]
}

 The dataset includes 247 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001751-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eag3xp
title: Occurrence Download

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

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025698-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/25408
title: Chandra X-ray Observatory ObsId 25408

description: Chandra Observations of New Quadruply Lensed Quasars
DOI: 10.25574/25850
title: Chandra X-ray Observatory ObsId 25850

description: AN X-RAY CENSUS OF THE YOUNG STELLAR POPULATION IN THE LOWEST METALLICITY PROTOCLUSTER IN THE GALAXY
DOI: 10.25574/26267
title: Chandra X-ray Observatory ObsId 26267

description: Stellar activity with TESS and Chandra
DOI: 10.7910/dvn/oewt9b
title: NuclideGuard Unified 3.0 (Operational Layer)

description: This module serves as the physical interface to the data universe. Leveraging the Joint Particle Filtering (JPF) algorithm, it achieves real-time tracking of 32 isotopes (e.g., Cs¹³⁷, Pu²³⁹) within a 6-dimensional state space. Its core breakthrough is bringing Inversion Computing from the laboratory to industrial field deployment. With Numba JIT acceleration, it delivers perception update latency of &lt;10ms, ensuring that unmanned swarms can locate pollution sources with centimeter-level precision even under extreme interference.
DOI: 10.15468/dl.qadbqa
title: Occurrence Download

description: A dataset containing 786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagotia racemosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 786 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003316-260129131611470/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.29002466.v1
title: data.xlsx

description: This dataset includes observed and simulated river water temperature data for the upper Jinsha River Basin. The observed data span the period from 2006 to 2020 and were obtained through historical hydrological records. The simulated data were generated using an improved SWAT model coupled with CMIP6 climate scenarios. Future projections cover mid- and late-21st century periods under multiple Shared Socioeconomic Pathways (SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5).
DOI: 10.15468/qwseqh
title: Opredelitel Sosydistykh Rasteniy Orenburgskoy Oblasti (Ryabinina & Knyazev, 2009): accepted names

description: A list of the tracheophyte names accepted in "Opredelitel Sosydistykh Rasteniy Orenburgskoy Oblasti" [= Guide to Vascular Plants of Orenburg Oblast] (Ryabinina & Knyazev, 2009). The dataset was compiled as a first step towards further processing of the modern checklist for Orenburg Oblast, Russia.Stable archival version (not edited, not curated).The dataset includes 2,005 accepted names of species, subspecies and varieties. Cultivated plants unknown as escapes are excluded.Several minor orthographic errors in either scientific names or their authors were corrected manually. Some names were not automatically cross-linked with the GBIF backbone.
DOI: 10.15468/dl.8x5t44
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sandwithia guyanensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 150 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003317-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6rtqq
title: Occurrence Download

description: A dataset containing 4312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sapium glandulosum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 4312 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003318-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18433537
title: Global warming enhances nitrogen-limitation in a temperate reservoir system under consistent external load.

description: Climate change impacts hydrology and biogeochemistry of reservoirs. Thereby, processing of the essential nutrients nitrogen (N) and phosphorus (P) is affected. Clarifying the compounded long-term impact of changed nutrient inputs and effects of climate change on internal nutrient processing requires long-term datasets with sufficient detail. This study evaluates monitoring data from 2000 to 2019 in the Franconian Lake District in Germany, which consists of one shallow (hypertrophic) and three deep reservoirs (meso- to eutrophic), interconnected by a transfer canal. The cascade configuration and continued external load buffer catchment variations, making nutrient trends attributable to internal processing. Mass balances were set up and statistical trends analyses performed for nutrient concentrations, duration of stratification and hypolimnetic anoxia. Across reservoirs, mean water temperature (range: +0.35 to +1.0°C decade−1), stratification (+7 to +18 days decade−1) and hypolimnetic anoxia (+15 to +35 days decade−1) increased significantly. TP increased in deep reservoirs (+0.006 to +0.01 mg P L−1 decade−1) and TN decreased in all reservoirs (−0.2 to −0.4 mg N L−1 decade−1). Increased rates of nitrate loss could be attributed to enhanced denitrification and earlier algal uptake. Increased TP concentrations were attributable to increased sediment P-release, induced by prolonged stratification and hypolimnetic anoxia. Primarily, the decrease in TN drove a strong decrease in TN:TP ratio (−4 to −15 mol:mol decade−1), triggering a biogeochemical regime shift towards N-limitation, associated with proliferation of harmful algae blooms. Identified impacts emphasize the need to consider the potential disruptive effects of intensifying climate change on health and restoration efforts for temperate, eutrophic lakes worldwide.
DOI: 10.5281/zenodo.10457670
title: Global warming enhances nitrogen-limitation in a temperate reservoir system under consistent external load.

description: Climate change impacts hydrology and biogeochemistry of reservoirs. Thereby, processing of the essential nutrients nitrogen (N) and phosphorus (P) is affected. Clarifying the compounded long-term impact of changed nutrient inputs and effects of climate change on internal nutrient processing requires long-term datasets with sufficient detail. This study evaluates monitoring data from 2000 to 2019 in the Franconian Lake District in Germany, which consists of one shallow (hypertrophic) and three deep reservoirs (meso- to eutrophic), interconnected by a transfer canal. The cascade configuration and continued external load buffer catchment variations, making nutrient trends attributable to internal processing. Mass balances were set up and statistical trends analyses performed for nutrient concentrations, duration of stratification and hypolimnetic anoxia. Across reservoirs, mean water temperature (range: +0.35 to +1.0°C decade−1), stratification (+7 to +18 days decade−1) and hypolimnetic anoxia (+15 to +35 days decade−1) increased significantly. TP increased in deep reservoirs (+0.006 to +0.01 mg P L−1 decade−1) and TN decreased in all reservoirs (−0.2 to −0.4 mg N L−1 decade−1). Increased rates of nitrate loss could be attributed to enhanced denitrification and earlier algal uptake. Increased TP concentrations were attributable to increased sediment P-release, induced by prolonged stratification and hypolimnetic anoxia. Primarily, the decrease in TN drove a strong decrease in TN:TP ratio (−4 to −15 mol:mol decade−1), triggering a biogeochemical regime shift towards N-limitation, associated with proliferation of harmful algae blooms. Identified impacts emphasize the need to consider the potential disruptive effects of intensifying climate change on health and restoration efforts for temperate, eutrophic lakes worldwide.
DOI: 10.15468/dl.g9pfm7
title: Occurrence Download

description: A dataset containing 220421982 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -20,180 -20,180 20,-180 20,-180 -20))",
 "HasCoordinate is true",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 220421982 records from 1808 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003261-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12011218
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.8huux8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia macrops Maul, 1957",
 "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 ((35.9919 -21.4718,35.9648 -21.4413,35.9648 -24.1383,36.0558 -23.8719,35.9919 -21.4718))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010223-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29218667
title: PLSC: 15 PM2.5 components and ortical thickness, area, subcortical volume

description: Association between the 15 PM2.5 components (Br, Cu, Fe, EC, OC, NH4 ,NO3, SO4, V, Zn, Ni, Pb, Ca, Si, K) and cortical thickness, area, subcortical volume.
DOI: 10.6084/m9.figshare.29218667.v1
title: PLSC: 15 PM2.5 components and cortical thickness, area, subcortical volume

description: PLSC: Association between the 15 PM<sub>2.5</sub> components (Br, Cu, Fe, EC, OC, NH<sub>4</sub><sub> </sub>,NO<sub>3</sub>, SO<sub>4</sub>, V, Zn, Ni, Pb, Ca, Si, K) and cortical thickness, area, subcortical volume
DOI: 10.6084/m9.figshare.29218667.v2
title: PLSC: 15 PM2.5 components and ortical thickness, area, subcortical volume

description: Association between the 15 PM2.5 components (Br, Cu, Fe, EC, OC, NH4 ,NO3, SO4, V, Zn, Ni, Pb, Ca, Si, K) and cortical thickness, area, subcortical volume.
DOI: 10.15468/dl.wuu484
title: Occurrence Download

description: A dataset containing 4843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Eira barbara (Linnaeus, 1758)"
 ]
}

 The dataset includes 4843 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016498-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucpmg7
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cuscuta reflexa",
 "Year 1960-2010"
 ]
}

 The dataset includes 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010617-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxj7t7
title: Occurrence Download

description: A dataset containing 1831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rafinesquia neomexicana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1831 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010619-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzz7x3
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Raoulia hookeri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 116 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010620-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erwh68
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ceropegia anjanerica",
 "Year 1971-2026"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010621-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18366090
title: Processed_ChIP-seq_Data_2019_and_2025

description: This repository contains processed ChIP-seq datasets supporting the findings of this study, including peak coordinates, differential peak analyses, motif enrichment results, and functional enrichment analyses (GO and KEGG).

The original raw FASTQ files generated in 2019 are no longer available due to long-term data storage limitations. All preserved analysis outputs derived directly from the raw data are provided here. No new experimental data were generated.
DOI: 10.5281/zenodo.18366089
title: Processed_ChIP-seq_Data_2019_and_2025

description: This repository contains processed ChIP-seq datasets supporting the findings of this study, including peak coordinates, differential peak analyses, motif enrichment results, and functional enrichment analyses (GO and KEGG).

The original raw FASTQ files generated in 2019 are no longer available due to long-term data storage limitations. All preserved analysis outputs derived directly from the raw data are provided here. No new experimental data were generated.
DOI: 10.15468/dl.yyqmej
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ipomoea aquatica",
 "Year 1950-2020"
 ]
}

 The dataset includes 75 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010622-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh8abr
title: Occurrence Download

description: A dataset containing 1037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ratibida pinnata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1037 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010623-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.