cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2nxm4c
title: CCDC 2470363: Experimental Crystal Structure Determination

description: Related Article: Zhaohang Lin, Chang Wang, Farshad Shiri, Zhenyang Lin, Junzhi Liu|2026|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c19316
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.cfkpdn
title: Occurrence Download

description: A dataset containing 452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasiosiphon kraussianus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 452 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005591-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18451172
title: کوانتیدگی در چارچوب دینامیک دافعه حجمی پیوسته

description: کوانتیدگی به‌عنوان یک پدیدٔه ظهوریافته از پایستگی حجمی و ساختار دینامیکی میدان، و نه یک اصل موضوعه، در نظر گرفته میشود
DOI: 10.5281/zenodo.18451173
title: کوانتیدگی در چارچوب دینامیک دافعه حجمی پیوسته

description: کوانتیدگی به‌عنوان یک پدیدٔه ظهوریافته از پایستگی حجمی و ساختار دینامیکی میدان، و نه یک اصل موضوعه، در نظر گرفته میشود
DOI: 10.15468/dl.hy2bfx
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linodendron cubanum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005592-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeehyv
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "OccurrenceStatus is Present",
 "TaxonKey is Gomphus davidi"
 ]
}

 The dataset includes 334 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005593-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcpfks
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophostoma ovatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 53 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005594-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q7cjh
title: Occurrence Download

description: A dataset containing 930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Octolepis casearia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 930 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005595-260129131611470/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.31118704
title: <i>Synaptogyrin-3 plays a critical role in addiction-related dopamine dysfunction </i><i>and behavioral maladaptations</i>

description: This dataset is associated with the article <i>Synaptogyrin-3 plays a critical role in addiction-related dopamine dysfunction and behavioral maladaptations</i> by Peck et al., published in <i>Proceedings of the National Academy of Sciences</i> (2026). Data are organized by figure, with separate folders for each main and supplementary figure. Within each figure folder, files are labeled by panel (for example, Fig1A) and contain the raw data used to generate the corresponding plots in the manuscript.
DOI: 10.6084/m9.figshare.31118704.v1
title: <i>Synaptogyrin-3 plays a critical role in addiction-related dopamine dysfunction </i><i>and behavioral maladaptations</i>

description: This dataset is associated with the article <i>Synaptogyrin-3 plays a critical role in addiction-related dopamine dysfunction and behavioral maladaptations</i> by Peck et al., published in <i>Proceedings of the National Academy of Sciences</i> (2026). Data are organized by figure, with separate folders for each main and supplementary figure. Within each figure folder, files are labeled by panel (for example, Fig1A) and contain the raw data used to generate the corresponding plots in the manuscript.
DOI: 10.15468/dl.959eub
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovidia andina",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 88 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005597-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbw4em
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trimeresurus guoi"
 ]
}

 The dataset includes 73 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005596-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2d9vyf
title: Occurrence Download

description: A dataset containing 5460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Espeletia summapacis, Puya goudotiana, Puya santosii, Espeletia grandiflora, Brachyotum strigosum)",
 "Year 1975-2025"
 ]
}

 The dataset includes 5460 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005598-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq2fzs
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peddiea africana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 551 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005599-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcrwxz
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaleria capitata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 238 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005600-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svtxsr
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Danaus plexippus"
 ]
}

 The dataset includes 499 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005601-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fu24da
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pimelea argentea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 334 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005602-260129131611470/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/14700281
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.zwccf8
title: Occurrence Download

description: A dataset containing 788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pimelea imbricata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 788 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005603-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2mtyf
title: Occurrence Download

description: A dataset containing 793 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pimelea prostrata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 793 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005604-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15602398
title: Optical imaging and machine learning to identify and enumerate early developmental stages of fish species

description: This upload contains the following:

1) Color training library2) Grayscale training library3) Color enumeration runs4) Grayscale enumeration runs 5) Larval Fish Paper Code6) Larval Fish Paper installation7) HowToInstallAndRun8) HowToBuild

The color training library consists of the 42 classes used in this paper. Each .bmp image in each of the folders have been validated as part of that class. 

The grayscale training library consists of the 5 classes used in experiment 6 of this paper. Each .bmp image in each folder has been validated as part of that class. The validated images for both color and grayscale training libraries provide a reproducible source to test and retest various classification algorithms and image decomposition approaches.

The color enumeration runs zipped folder contains a series of subfolders that contain 10 enumeration runs for each species and stage of development. Inside each enumeration run is a list of folders, which represent predictions made by the SAO. Inside each prediction folder are subfolders that contain validated images. These enumeration runs used the full color training library and the CNN algorithm. The grayscale enumeration runs zipped folder also contains a series of subfolders that contain 10 enumeration runs for each species. The first series of subfolders represent the predictions made by the grayscale SAO, while the next series of subfolders contain the validated images.

The larval fish code and larval fish paper installation contains the necessary codes and instructions for reproducibility. The HowToInstallAndRun and HowToBuild files provide the information necessary to utilize these files.
DOI: 10.5281/zenodo.17641501
title: Optical imaging and machine learning to identify and enumerate early developmental stages of fish species

description: This upload contains the following:

1) Color training library2) Grayscale training library3) Color enumeration runs4) Grayscale enumeration runs 5) Larval Fish Paper Code6) Larval Fish Paper installation7) HowToInstallAndRun8) HowToBuild

The color training library consists of the 42 classes used in this paper. Each .bmp image in each of the folders have been validated as part of that class. 

The grayscale training library consists of the 5 classes used in experiment 6 of this paper. Each .bmp image in each folder has been validated as part of that class. The validated images for both color and grayscale training libraries provide a reproducible source to test and retest various classification algorithms and image decomposition approaches.

The color enumeration runs zipped folder contains a series of subfolders that contain 10 enumeration runs for each species and stage of development. Inside each enumeration run is a list of folders, which represent predictions made by the SAO. Inside each prediction folder are subfolders that contain validated images. These enumeration runs used the full color training library and the CNN algorithm. The grayscale enumeration runs zipped folder also contains a series of subfolders that contain 10 enumeration runs for each species. The first series of subfolders represent the predictions made by the grayscale SAO, while the next series of subfolders contain the validated images.

The larval fish code and larval fish paper installation contains the necessary codes and instructions for reproducibility. The HowToInstallAndRun and HowToBuild files provide the information necessary to utilize these files.
DOI: 10.15468/dl.gf9psh
title: Occurrence Download

description: A dataset containing 18712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hyloxalus subpunctatus, Anas andium, Cistothorus apolinari, Isoetes palmeri, Dendropsophus molitor)",
 "Year 1975-2025"
 ]
}

 The dataset includes 18712 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005605-260129131611470/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.31224445
title: Africa_MATRIX_Trained_Models

description: This Figshare item provides the trained Random Forest (ranger) demographic models used in the Africa MATRIX forest dynamics framework.The archive includes serialized R model objects for:(i) mortality,(ii) upgrowth (diameter increment), and(iii) recruitment.<br>Each model was trained on harmonized African forest inventory data using the ranger package and includes the selected feature set and tuned hyperparameters. These models were used for cross-validation, forward interval validation (Inventory 1 → Inventory 2), and long-term forest projection analyses under constant and climate-change scenarios.<br>All preprocessing, training, validation, and simulation code used to generate these models is available at:https://github.com/desmondsosumensah/africa-matrixProcessed training data and validation outputs are archived separately on Figshare.<br>
DOI: 10.6084/m9.figshare.31224445.v1
title: Africa_MATRIX_Trained_Models

description: This Figshare item provides the trained Random Forest (ranger) demographic models used in the Africa MATRIX forest dynamics framework.The archive includes serialized R model objects for:(i) mortality,(ii) upgrowth (diameter increment), and(iii) recruitment.<br>Each model was trained on harmonized African forest inventory data using the ranger package and includes the selected feature set and tuned hyperparameters. These models were used for cross-validation, forward interval validation (Inventory 1 → Inventory 2), and long-term forest projection analyses under constant and climate-change scenarios.<br>All preprocessing, training, validation, and simulation code used to generate these models is available at:https://github.com/desmondsosumensah/africa-matrixProcessed training data and validation outputs are archived separately on Figshare.<br>
DOI: 10.15468/dl.2ke37y
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Restella alberti",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005607-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.19460.80008
title: AUTOMOBILE PRICING STRATEGY DATA ANALYSIS PORTFOLIO Endah Nurfebriyanti
DOI: 10.15468/dl.crptav
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhamnoneuron balansae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 74 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005608-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z83gqy
title: Occurrence Download

description: A dataset containing 1883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stellera chamaejasme",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1883 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005609-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4rdwe
title: Occurrence Download

description: A dataset containing 295539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Sweden",
 "OccurrenceStatus is Present",
 "PublishingOrg is 8879085f-09ed-4780-bc1b-b69a8acaa8b9",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 295539 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005606-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyhjju
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Struthiola ciliata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 550 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005610-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16741329
title: Model output, source code, and associated files: Modeling of Freshwater and Dissolved Organic Carbon Fluxes from the North Slope of Alaska to the Beaufort Sea, 1980-2023

description: This dataset contains gridded estimates of total runoff (mm/day); subsurface baseflow runoff (mm/day); total DOC loading (g/m2/day); subsurface DOC loading (g/m2/day); and soil temperature (C) across northern Alaska from a simulation with the Permafrost Water Balance Model (PWBM v4). River discharge (km3/year) and DOC export (Megagrams/year) at 1039 coastal drainage outlets characterize the flux exiting the coast to the Beaufort Sea. These data were generated to allow researchers to advance understanding of the changes unfolding in the Arctic's terrestrial water cycle under the influences of climate warming, hydrological cycle intensification, and permafrost thaw. The dataset will enable researchers to address important questions spanning multiple disciplines. For example, how will rising river flows exported to the coast impact critical zone ecosystems, near-shore ice dynamics, and ocean biogeochemical processes. Spatial resolution is 1x1 km with N=182,722 grid cells spanning the simulation domain, and N=166,483 for the study analysis domain. The simulation was run at an implicit daily time step over the period 1980-2023. Daily air temperature and precipitation from Daymet, and wind speed from ERA5 were used for meteorological forcings. The PWBM hydrological outputs are organized by grid and month in gzipped ASCII text files within each archived tar file. Soil temperature is organized by grid cell and day of year from DOY 205 to DOY 260. No special software is required to work with these data. The package contains spatial domain and river basin information files. These data are most useful for analyses of the spatial and temporal variations in terrestrial hydrology and soil thermal dynamics. A manuscript describing the model simulations and associated analysis has been submitted for publication in Global Biogeochemical Cycles.
DOI: 10.5281/zenodo.16741328
title: Model output, source code, and associated files: Modeling of Freshwater and Dissolved Organic Carbon Fluxes from the North Slope of Alaska to the Beaufort Sea, 1980-2023

description: This dataset contains gridded estimates of total runoff (mm/day); subsurface baseflow runoff (mm/day); total DOC loading (g/m2/day); subsurface DOC loading (g/m2/day); and soil temperature (C) across northern Alaska from a simulation with the Permafrost Water Balance Model (PWBM v4). River discharge (km3/year) and DOC export (Megagrams/year) at 1039 coastal drainage outlets characterize the flux exiting the coast to the Beaufort Sea. These data were generated to allow researchers to advance understanding of the changes unfolding in the Arctic's terrestrial water cycle under the influences of climate warming, hydrological cycle intensification, and permafrost thaw. The dataset will enable researchers to address important questions spanning multiple disciplines. For example, how will rising river flows exported to the coast impact critical zone ecosystems, near-shore ice dynamics, and ocean biogeochemical processes. Spatial resolution is 1x1 km with N=182,722 grid cells spanning the simulation domain, and N=166,483 for the study analysis domain. The simulation was run at an implicit daily time step over the period 1980-2023. Daily air temperature and precipitation from Daymet, and wind speed from ERA5 were used for meteorological forcings. The PWBM hydrological outputs are organized by grid and month in gzipped ASCII text files within each archived tar file. Soil temperature is organized by grid cell and day of year from DOY 205 to DOY 260. No special software is required to work with these data. The package contains spatial domain and river basin information files. These data are most useful for analyses of the spatial and temporal variations in terrestrial hydrology and soil thermal dynamics. A manuscript describing the model simulations and associated analysis has been submitted for publication in Global Biogeochemical Cycles.
DOI: 10.34740/kaggle/dsv/14700339
title: Market Prices of Commodities in South Tangerang
DOI: 10.15468/dl.c3jvvu
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Synaptolepis kirkii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 219 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005611-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25383/city.31224181
title: All PhD interview audio recordings

description: Audio recordings of the ten semi-structured interviews (+ pilot interview) undertaken for my doctoral research.The thesis was entitled 'Negotiating transgender identity in interactions: the experiences of transmasculine people'.PhD awarded on 07/08/25.