cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ub67hd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boehmeria nivea",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050583-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tz52dd
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera bicolor",
 "HasCoordinate is true"
 ]
}

 The dataset includes 512 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050582-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7t8vb6
title: Occurrence Download

description: A dataset containing 1440 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Distribución, abundancia y selección de hábitat de especies de aves amenazadas y en peligro de extinción en los bosques de montaña de Chiapas"
 ]
}

 The dataset includes 1440 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050581-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpqzuj
title: Occurrence Download

description: A dataset containing 9859 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.99073 -19.45427,-67.71779 -19.45427,-67.71779 -12.33447,-77.99073 -12.33447,-77.99073 -19.45427))",
 "HasGeospatialIssue is false",
 "TaxonKey is Cinclodes albiventris",
 "Year 2020-2025"
 ]
}

 The dataset includes 9859 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050580-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbaw3a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boehmeria nivea",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050584-250827131500795/datasets/export for details.
DOI: 10.7910/dvn/qqvewa
title: Global Fertilizer and Manure, Version 1: Nitrogen Fertilizer Application

description: The Nitrogen Fertilizer Application data set of the Global Fertilizer and Manure, Version 1 Data Collection represents the amount of nitrogen fertilizer nutrients applied to croplands. The national-level nitrogen fertilizer application rates for crops are from the International Fertilizer Industry Association (IFA) "Fertilizer Use by Crop 2002" statistics database that is available by request from the Food and Agriculture Organization (FAO). The number of crop-specific fertilizer application rates reported for each country ranged from 2 crops (Guinea) to over 50 crops (United States), and the years for which the data are reported range from 1994 to 2001. Spatially explicit fertilizer inputs of Nitrogen (N) were computed by fusing national-level statistics on fertilizer use with global maps of harvested area for 175 crops. The data were compiled by Potter et al. (2010) and are distributed by the Columbia University Center for International Earth Science Information Network (CIESIN).
description: To provide nitrogen fertilizer application data that can be used in socioeconomic and ecological modeling and to explore anthropogenic activities on ecosystems.
DOI: 10.15468/dl.spvnq2
title: Occurrence Download

description: A dataset containing 379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.26219 -19.53349,-66.54131 -19.53349,-66.54131 -11.65677,-78.26219 -11.65677,-78.26219 -19.53349))",
 "HasGeospatialIssue is false",
 "TaxonKey is Chordeiles acutipennis",
 "Year 2020-2025"
 ]
}

 The dataset includes 379 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050585-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5w669n5k
title: MassIVE Reanalysis RMSV000000701.2 - MSstats+ Statistical Method Comparison v2
title: Statistical comparison of MSstats+ to some of the most popular statistical analysis tools for MS-based proteomics, including MSstats, limma, limpa, msqrob2, and DEqMS. The code includes detailed processing steps for all methods, as well as result comparisons and plots. Intermediate results for all methods are saved in as quantification results.
DOI: 10.34740/kaggle/dsv/13021356
title: Financial Trends & Behaviour
DOI: 10.15468/dl.75mwft
title: Occurrence Download

description: A dataset containing 1440 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Distribución, abundancia y selección de hábitat de especies de aves amenazadas y en peligro de extinción en los bosques de montaña de Chiapas"
 ]
}

 The dataset includes 1440 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050587-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17095037
title: Supplementary Dataset for "ChatGPT-Based Best Practices for Pair Programming"

description: This dataset contains the supplementary materials for the master’s thesis “ChatGPT-Based Best Practices for Pair Programming” by Mehmet Safa Gökalp (Hacettepe University, 2025). The dataset includes evaluation tables, research question (RQ) answer summaries, and systematic literature review (SLR) materials used in the thesis. Specifically, it provides:





Rigor and Relevance Evaluation: Scoring of included studies based on context description, study design, validity discussion, and practical relevance.




Quality Score of Publication: Assessment of studies using four quality criteria (presentation clarity, average citation per year, research method employed, and quality evaluation degree).




RQ Answers Table: Extracted qualitative and quantitative findings mapped to each research question.




Systematic Literature Review Tables: Methodologies, findings, and limitations of reviewed studies.



These materials ensure transparency and reproducibility of the systematic review process and support further research on the use of ChatGPT and large language models in software engineering.
DOI: 10.15468/dl.6hugj7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050588-250827131500795/datasets/export for details.
DOI: 10.15468/dl.hheb2d
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Palicourea discolor"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050589-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6hj6y
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-69.08381 -17.0152,-89.53013 -28.96353,-71.56215 -51.72544,-24.47364 -46.8828,-69.08381 -17.0152))",
 "TaxonKey is Populus nigra"
 ]
}

 The dataset includes 58 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050590-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17079898
title: Battery Datasets for Testing Data Pipelines and Workflow Automation

description: This record contains battery datasets exported from different cyclers. It is intended to be used for testing and validating battery data pipelines and workflow automation. The datasets cover various battery chemistries and test types. Some contain common bugs that can occur during testing (e.g. bumping the connection cables) or from software export routines. Including data with bugs is done intentionally to verify data processing robustness. 




Filename
File Type
Cycler Manufacturer
Cell Type
Test Type
Bug Present


SINTEF__NaCR32140-MP10-04__2025-08-25__CCCV_0p02C_25degC__BioLogic__Outlier_Bug.mpt
.mpt
Bio-Logic
Na-ion
CCCV Cycling at C/50
Voltage and Current Outlier


SINTEF__NaCR32140-MP10-04__2025-08-25__GITT_0p05C_25degC__BioLogic.mpt
.mpt
Bio-Logic
Na-ion
GITT
None


SINTEF__SLPBA842124HV__2024-10-23__Rate_25degC__Neware__Time_Bug.csv
.csv
Neware
Li-ion
Rate Capability
Non-monotonic Total Time


SINTEF__LiGrR2032__2024-04-30__25degC__Landt.csv
.csv
Landt
Li-Graphite
Cycling
None


SINTEF__LiGrR2032__2024-04-30__25degC__Landt.txt
.txt
Landt
Li-Graphite
Cycling
None




DLR__LiGrHydra0b__20221114__GITT__25degC__Basytec.txt

.txt
Basytec
Li-Graphite
GITT
None


DLR__LiGrHydra0b__20230131__POCV__25degC__Basytec.txt
.txt
Basytec
Li-Graphite
POCV
None


DLR__LiLNMOHydra0b__20221130__GITT__25degC__Basytec.txt
.txt
Basytec
Li-LNMO
GITT
None


DLR__LiLNMOHydra0b__20221125__POCV__25degC__Basytec.txt
.txt
Basytec
Li-LNMO
POCV
None
DOI: 10.6073/pasta/38ddccf9140ac0a900070839869067b1
title: Landscape of fear and safety summer 2025 data from University of Michigan Biological Station stream research facilities

description: Predator prey interactions are often driven by sensory cues and these cues play a role in non-consumptive effects. We are interested in the role that chemical cues (from predators) play in resource use by one of fish common prey, crayfish. We created flow through mesocosms and populated them with crayfish and various configurations of shelters and food. Then we presented to the crayfish predator cues (from large mouth bass) and measured behavioral responses from midnight to 4 am.
DOI: 10.15468/dl.brsu6r
title: Occurrence Download

description: A dataset containing 580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer"
 ]
}

 The dataset includes 580 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050591-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5fanz
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050593-250827131500795/datasets/export for details.
DOI: 10.15468/dl.7brpcd
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tiomanium indicum"
 ]
}

 The dataset includes 113 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050596-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/iazb2c
title: 2000 Pilot Environmental Sustainability Index (ESI)

description: The 2000 Pilot Environmental Sustainability Index (ESI) is an exploratory effort to construct an index that measures the ability of a nation's economy to achieve sustainable development, with the long term goal of finding a single indicator for environmental sustainability analagous to that of the Gross Domestic Product (GDP). The index covering 56 countries is a composite measure of the current status of a nation's environmental systems, pressures on those systems, human vulnerability to environmental change, national capacity to respond, and contributions to global environmental stewardship. The index was unveiled at the World Economic Forum's annual meeting, January 2000, Davos, Switzerland. The 2000 Pilot ESI is the result of collaboration among the World Economic Forum (WEF), Yale Center for Environmental Law and Policy (YCELP), and the Columbia University Center for International Earth Science Information Network (CIESIN).
description: To test the feasibility of creating a comparative index of national-level environmental sustainability.
DOI: 10.15468/dl.8ky6vs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boehmeria nivea",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050597-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhw5qh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coregonus subautumnalis)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050592-250827131500795/datasets/export for details.
DOI: 10.15468/dl.xzdvgu
title: Occurrence Download

description: A dataset containing 1854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera bipinnata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1854 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050595-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uuej7n
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tmethypocoelis ceratophora"
 ]
}

 The dataset includes 180 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050598-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e26emz
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trapezarma angolensis"
 ]
}

 The dataset includes 29 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050600-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39kcn8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boehmeria nivea",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050602-250827131500795/datasets/export for details.
DOI: 10.7910/dvn/qgze8z
title: 2001 Environmental Sustainability Index (ESI)

description: The 2001 Environmental Sustainability Index (ESI) utilizes a refined methodology based on the 2000 Pilot ESI effort, to construct an index covering 122 countries that measures the overall progress towards environmental sustainability. The index is a composite measure of the current status of a nation's environmental systems, pressures on those systems, human vulnerability to environmental change, national capacity to respond, and contributions to global environmental stewardship. The refinements included the addition and deletion of indicators, filling gaps in data coverage, new data sets, and the modification of the aggregation scheme. The index was unveiled at the World Economic Forum's annual meeting, January 2001, Davos, Switzerland. The 2001 ESI is the result of collaboration among the World Economic Forum (WEF), Yale Center for Environmental Law and Policy (YCELP), and the Columbia University Center for International Earth Science Information Network (CIESIN).
description: To provide a comparative index of national-level environmental sustainability based on lessons learned from the year 2000 pilot effort.
DOI: 10.15468/dl.mu635f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salariopsis fluviatilis, Gnathochromis pfefferi, Chalinochromis brichardi, Chalinochromis cyanophleps, Chalinochromis popelini)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "Issue" : [
 "is one of (Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Modified date invalid)"
 ]
 }
 },
 "Geometry MULTIPOLYGON (((46.1382 -24.9401, 46.1382 -25.8059, 46.3822 -25.6931, 46.8647 -25.6616, 47.5465 -25.2196, 47.6434 -24.9401, 46.1382 -24.9401)), ((55.8366 -6.9401, 56.7426 -6.9401, 56.7231 -6.8387, 56.294 -6.5954, 55.9743 -6.7082, 55.8366 -6.9401)), ((55.5629 -6.3372, 55.8543 -6.0446, 55.8653 -5.7146, 55.6359 -5.426, 55.2639 -5.3728, 55.1382 -5.4732, 54.9352 -5.6353, 54.8984 -5.9912, 55.1382 -6.2691, 55.1926 -6.3322, 55.5629 -6.3372)), ((56.3853 -4.1433, 55.9472 -3.3831, 55.1382 -3.2684, 55.0126 -3.2506, 54.7023 -3.7189, 54.8472 -4.0798, 54.7419 -4.6698, 55.1382 -5.0908, 55.286 -5.2478, 55.7601 -5.2525, 56.3854 -4.8393, 56.3853 -4.1433)), ((37.4683 -47.4451, 38.1018 -47.4039, 38.3904 -47.0323, 38.4703 -46.4598, 38.1793 -46.1562, 37.7677 -46.1194, 37.2426 -46.5425, 37.1382 -46.9324, 37.1382 -47.1134, 37.4683 -47.4451)), ((49.0834 11.7794, 48.4763 11.8079, 47.8551 11.6161, 47.093 11.7051, 46.4834 11.218, 46.1382 11.2722, 46.1382 11.0599, 51.6417 11.0599, 51.7324 12.0635, 51.5026 12.2885, 50.8876 12.4788, 50.4313 12.4022, 50.0359 12.0384, 49.0834 11.7794)), ((46.3328 2.047, 46.3452 2.0599, 46.1382 2.0599, 46.1382 1.9309, 46.3328 2.047)), ((53.8668 -4.7363, 53.5536 -4.4067, 53.1632 -4.4308, 52.9229 -4.6891, 52.7928 -5.4458, 52.3502 -5.9456, 52.3597 -6.2641, 52.5923 -6.5238, 52.2937 -6.7403, 52.2917 -6.9401, 53.175 -6.9401, 53.1471 -6.7216, 54.1043 -5.961, 54.1687 -5.5199, 53.8001 -5.19, 53.8668 -4.7363)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050599-250827131500795/datasets/export for details.
DOI: 10.15468/dl.2m7nnw
title: Occurrence Download

description: A dataset containing 3134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Palicourea elata"
 ]
}

 The dataset includes 3134 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050601-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vr5age
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050605-250827131500795/datasets/export for details.
DOI: 10.7910/dvn/gr5j6s
title: Deep Learning on field photography reveals the morphometric diversity of Colombian Freshwater Fish

description: This dataset contains the workflow, code, and data products used to automate the analysis of Colombian freshwater fish through field photography and deep learning. It integrates four main modules: (1) segmentation of fish images using Grounding-DINO and Segment Anything, (2) morphometric validation through IoU, Dice coefficient, and error metrics, (3) extraction of morphometric descriptors including area, perimeter, Hu moments, and Zernike moments, and (4) analysis of morphometric diversity via PCA and morphospace visualization.

The dataset provides image-derived measurements, validation results, descriptors, and scripts that support the quantification of morphometric variation across Colombian freshwater fish species. It is designed for reproducible research in ecology, ichthyology, biodiversity monitoring, and computer vision.
description: This dataset accompanies the project Deep Learning on Field Photography Reveals the Morphometric Diversity of Colombian Freshwater Fish.

Images were captured with the PhotaFish system and processed through the CavFish-Colombia database.

The repository includes both Python- and R-based workflows, compatible with Google Colab and local execution.

Model weights (e.g., checkpoint_best_regular.pth) and image datasets are hosted externally and can be accessed via the provided Google Drive links.

Researchers interested in using the original fish images may contact CavFish at cavfish@unibague.edu.co

This dataset aims to promote open, reproducible workflows in biodiversity research and supports the integration of artificial intelligence into ecological and evolutionary studies.
DOI: 10.15468/dl.rzyeya
title: Occurrence Download

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

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050606-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzpwbb
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trapezia tigrina"
 ]
}

 The dataset includes 235 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050607-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.