cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28930355
title: Related data

description: For mission-oriented systems designed for long-term operation, this study incorporates the time-varying value of money into the analysis. Unlike traditional maintenance strategies, the study introduces a new approach to periodic replacement policies. This approach considers variable costs and aims to improve system performance and reliability. The first step integrates the discount rate into basic periodic replacement policies. Next, the study addresses the first and last replacements to balance maintenance simplicity with economic efficiency. Numerical examples are provided for each replacement scenario, demonstrating the practical applicability and effectiveness of the proposed strategies. These examples yield valuable insights that can guide engineers in managing scheduled replacement strategies for systems designed for specific missions throughout their extended operational lifetimes.
DOI: 10.15468/dl.g8h3j6
title: Occurrence Download

description: A dataset containing 266156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is France",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is 2018"
 ]
}

 The dataset includes 266156 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015801-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fewa69
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.24506 56.48023,-5.61098 56.39257,-5.69636 56.06032,-5.54999 55.68395,-5.0499 55.68395,-4.81815 55.86917,-3.98873 56.0467,-4.33026 56.50043,-5.24506 56.48023))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myodes glareolus (Schreber, 1780)",
 "Year 2005-2025"
 ]
}

 The dataset includes 98 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015812-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15232946
title: Supplementary Tables S4–S7
DOI: 10.5281/zenodo.15232947
title: Supplementary Tables 3-6
DOI: 10.5281/zenodo.15341462
title: Supplementary Tables S4–S7
DOI: 10.60612/datadk/aeofgc/27kepf
title: UnnamedGl_Velocity.csv
DOI: 10.60612/datadk/aeofgc/3ujzgl
title: Wordie28Nov1966_Orthomosaic5m_Georef.tif.ovr
DOI: 10.60612/datadk/aeofgc/4l5lpw
title: ProspectGl_Velocity.csv
DOI: 10.60612/datadk/aeofgc/7cuo0h
title: Wordie28Nov1966_DEM1966_100m_RelativeDEM_Georef.tif.ovr
DOI: 10.60612/datadk/aeofgc/8qjont
title: FIP1-2ProspectFront.zip
DOI: 10.60612/datadk/aeofgc/boofqo
title: readme.txt
DOI: 10.60612/datadk/aeofgc/d3fese
title: Wordie12Jan1969_Orthomosaic5m_Georef.tif
DOI: 10.60612/datadk/aeofgc/fiokzn
title: Readme.txt
DOI: 10.60612/datadk/aeofgc/g0wcwi
title: PinningPoints.zip
DOI: 10.60612/datadk/aeofgc/hjmb86
title: FlemingFront.zip
DOI: 10.60612/datadk/aeofgc/hm1byx
title: Wordie28Nov1966_Orthomosaic5m_Georef.tif
DOI: 10.60612/datadk/aeofgc/lkgb8l
title: Wordie12Jan1969_Orthomosaic5m_Georef.tif.ovr
DOI: 10.60612/datadk/aeofgc/n8hqer
title: Wordie28Nov1966_Orthomosaic5m_Georef.tif.aux.xml
DOI: 10.60612/datadk/aeofgc/nbhvsp
title: Wordie27Dec1966_CA1845_Orthomosaic5m_Georef.tif.aux.xml
DOI: 10.60612/datadk/aeofgc/nd6i91
title: CarlsonGl_Velocity.csv
DOI: 10.60612/datadk/aeofgc/nf9iog
title: IceShelfFront.zip
DOI: 10.60612/datadk/aeofgc/ngucip
title: Wordie12Jan1969_Orthomosaic5m_Georef.tfw
DOI: 10.60612/datadk/aeofgc/o5bi77
title: UnnamedFront.zip
DOI: 10.60612/datadk/aeofgc/opkmo9
title: GL2023.zip
DOI: 10.60612/datadk/aeofgc/pddwgi
title: HariotGl_Velocity.csv
DOI: 10.60612/datadk/aeofgc/pjf4ya
title: FIP2Gl_Velocity.csv
DOI: 10.60612/datadk/aeofgc/pxgrwy
title: Wordie28Nov1966_DEM1966_50m_Coreg.tif.aux.xml
DOI: 10.60612/datadk/aeofgc/pyhf0t
title: Readme.txt
DOI: 10.60612/datadk/aeofgc/rdiguo
title: Wordie27Dec1966_CA1845_Orthomosaic5m_Georef.tif
DOI: 10.60612/datadk/aeofgc/tcf1la
title: GL1966.zip
DOI: 10.60612/datadk/aeofgc/tgajzh
title: CarlsonFront.zip
DOI: 10.60612/datadk/aeofgc/ufpyao
title: Wordie28Nov1966_DEM1966_50m_Coreg.tif
DOI: 10.60612/datadk/aeofgc/ujikef
title: Wordie27Dec1966_CA1845_Orthomosaic5m_Georef.tfw
DOI: 10.60612/datadk/aeofgc/vislxr
title: Wordie28Nov1966_DEM1966_100m_RelativeDEM_Georef.tif
DOI: 10.60612/datadk/aeofgc/vvvft9
title: Readme.txt
DOI: 10.60612/datadk/aeofgc/wvbdej
title: FlemingGl_Velocity.csv
DOI: 10.60612/datadk/aeofgc/xm3fwj
title: Wordie28Nov1966_Orthomosaic5m_Georef.tfw
DOI: 10.60612/datadk/aeofgc/xnrgzw
title: FIP1Gl_Velocity.csv
DOI: 10.60612/datadk/aeofgc/yaiujy
title: Wordie27Dec1966_CA1845_Orthomosaic5m_Georef.tif.ovr
DOI: 10.60612/datadk/aeofgc/yocht9
title: Readme.txt
DOI: 10.60612/datadk/aeofgc/zsrawz
title: Wordie28Nov1966_DEM1966_100m_RelativeDEM_Georef.tif.aux.xml
DOI: 10.60612/datadk/aeofgc
title: Supporting Data for: Half a century of dynamic instability following the ocean-driven break-up of Wordie Ice Shelf

description: Supporting Data for: Half a century of dynamic instability following the ocean-driven break-up of Wordie Ice Shelf

Ice shelves restrain grounded ice discharge into the ocean, and their break-up contributes significantly to Antarctica’s sea level rise. Using aerial imagery from the 1960s and modern satellite data, we construct a long-term record of Wordie Ice Shelf’s disintegration and its effects on tributary glaciers. Early changes in pinning points and ocean warming in Marguerite Bay since the 1960s strongly suggest increasing basal melt as the primary driver of the ice shelf disintegration. Some glaciers responded immediately to the ice shelf break-up, with surface velocities tripling, thinning up to 160 m, and grounding line retreat of 7.5 km, while others reacted decades later due to buttressing from remnant parts of the ice shelf. Our findings emphasize the importance of long-term observations to understand ice shelf disintegration and its impacts, offering crucial insights for assessments of future ice loss from the Antarctic Ice Sheet.
&lt;br&gt;
Available for download is all data created for this study:&lt;ul&gt;
&lt;li&gt;DEMs&lt;/li&gt;
&lt;li&gt;Orthophotos&lt;/li&gt;
&lt;li&gt;Ice flow velocities&lt;/li&gt;
&lt;li&gt;Ice shelf margins&lt;/li&gt;
&lt;li&gt;Grounding lines&lt;/li&gt;&lt;/ul&gt;
Associated with each dataset/data folder is a readme.txt file with detailed information.
DOI: 10.60612/datadk/aeofgc/bfdk8o
title: Wordie12Jan1969_Orthomosaic5m_Georef.tif.aux.xml
DOI: 10.60612/datadk/aeofgc/f0pdhf
title: HariotFront.zip
DOI: 10.15468/dl.wybppf
title: Occurrence Download

description: A dataset containing 728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Botswana",
 "TaxonKey is Loxodonta africana (Blumenbach, 1797)",
 "Year 2019-2024"
 ]
}

 The dataset includes 728 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015813-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.5546263
title: Reduced-form Climate Change Damage Functions

description: Reduced-form Climate Change Damage Functions of impacts on: Agriculture, Fishery, Forestry, Sea level rise, Riverine floods, Transport, Energy supply, Energy demand, Labour productivity.
DOI: 10.5281/zenodo.5546264
title: Reduced-form Climate Change Damage Functions

description: Reduced-form Climate Change Damage Functions of impacts on: Agriculture, Fishery, Forestry, Sea level rise, Riverine floods, Transport, Energy supply, Energy demand, Labour productivity.
DOI: 10.15468/dl.st4x34
title: Occurrence Download

description: A dataset containing 115542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola reichenbachiana Jord. ex Boreau",
 "Country is one of (Holy See, Jersey, Guernsey, Isle of Man, United Kingdom of Great Britain and Northern Ireland, Ukraine, Switzerland, Sweden, Spain, Slovakia, Slovenia, Serbia, San Marino, Russian Federation, Romania, Portugal, Poland, Netherlands, Montenegro, Moldova, Republic of, Monaco, Malta, North Macedonia, Luxembourg, Lithuania, Liechtenstein, Latvia, Italy, Ireland, Iceland, Hungary, Greece, Germany, Åland Islands, Finland, Estonia, Faroe Islands, Denmark, Czechia, Croatia, Bulgaria, Bosnia and Herzegovina, Belgium, Belarus, Austria, Andorra, Albania)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 115542 records from 348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015811-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15321219
title: Research on the techniques characteristics of skeet shooting for Chinese elite male skeet athletes

description: This dataset contains supplementary materials for the study titled "Research on the techniques characteristics of skeet shooting for Chinese elite male skeet athletes." The data includes motion capture files, gun reaction time, firing duration, and other related variables collected using the Simi Motion system. It is intended for use in sports biomechanics and shooting performance analysis.
DOI: 10.5281/zenodo.15321220
title: Research on the techniques characteristics of skeet shooting for Chinese elite male skeet athletes

description: This dataset contains supplementary materials for the study titled "Research on the techniques characteristics of skeet shooting for Chinese elite male skeet athletes." The data includes motion capture files, gun reaction time, firing duration, and other related variables collected using the Simi Motion system. It is intended for use in sports biomechanics and shooting performance analysis.
DOI: 10.5281/zenodo.15341825
title: Research on the techniques characteristics of skeet shooting for Chinese elite male skeet athletes

description: This dataset contains supplementary materials for the study titled "Research on the techniques characteristics of skeet shooting for Chinese elite male skeet athletes." The data includes motion capture files, gun reaction time, firing duration, and other related variables collected using the Simi Motion system. It is intended for use in sports biomechanics and shooting performance analysis.
DOI: 10.15468/dl.9g8y9j
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.19335 56.65463,-5.61746 56.5948,-5.79146 56.39069,-5.87846 56.04604,-5.73709 55.73503,-5.28035 55.76563,-4.88886 55.76563,-4.54087 55.86949,-4.14939 55.91218,-3.85577 56.02173,-3.8014 56.23386,-4.05151 56.46886,-4.443 56.66658,-5.19335 56.65463))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Microtus agrestis (Linnaeus, 1761)",
 "Year 2005-2025"
 ]
}

 The dataset includes 153 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015816-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrvbnu
title: Occurrence Download

description: A dataset containing 707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Detarium senegalense J.F.Gmel."
 ]
}

 The dataset includes 707 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015817-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sqwj9
title: Occurrence Download

description: A dataset containing 4486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bison bonasus (Linnaeus, 1758)"
 ]
}

 The dataset includes 4486 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015818-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7faf99
title: Occurrence Download

description: A dataset containing 2879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bison bonasus (Linnaeus, 1758)",
 "Year 2000-2025"
 ]
}

 The dataset includes 2879 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015819-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdz4yn
title: Occurrence Download

description: A dataset containing 303266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tityra semifasciata (Spix, 1825)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 303266 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015810-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbs4kc
title: Occurrence Download

description: A dataset containing 3032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Ekebergia capensis Sparrm."
 ]
}

 The dataset includes 3032 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015820-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfer5h
title: Occurrence Download

description: A dataset containing 58106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrocopos leucotos (Bechstein, 1802)"
 ]
}

 The dataset includes 58106 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015814-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f335pj
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnosphaera podophylla (Hook.) Copel."
 ]
}

 The dataset includes 200 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015821-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h2tfy
title: Occurrence Download

description: A dataset containing 1112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Greece, Bulgaria)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is CR",
 "OccurrenceStatus is Present",
 "Year 1816-2025"
 ]
}

 The dataset includes 1112 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015822-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpuz6b
title: Occurrence Download

description: A dataset containing 73872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is Reynoutria japonica Houtt."
 ]
}

 The dataset includes 73872 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015815-250426092105405/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/11684651
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.5517/ccdc.csd.cc2kdt3x
title: CCDC 2365799: Experimental Crystal Structure Determination

description: Related Article: Reza Abazari, Soheila Sanati, Marzieh Nadafan, David B. Cordes, Alexandra M. Z. Slawin, Damir A. Safin, Min Liu|2024|Inorg.Chem.|63|18173|doi:10.1021/acs.inorgchem.4c03046
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: 10.6084/m9.figshare.28929617
title: conceptual modelling

description: The data sets is presented
DOI: 10.15468/dl.59gmrv
title: Occurrence Download

description: A dataset containing 2049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((71 33,98 33,98 51,71 51,71 33))",
 "TaxonKey is Betula L."
 ]
}

 The dataset includes 2049 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015823-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14459/2025mp1779501
title: 2D Scene Parsing Dataset of TUM CMS Indoor Point Cloud

description: 2D Scene Parsing Dataset of TUM CMS Indoor Point Clouds is generated as a benchmarking datasets in 2D understanding of existing TUM CMS Indoor Point Cloud, available on mediaTUM. The dataset includes 219 raw images that are taken from indoor environments of TUM, with different sizes, as *.jpg files provided by the responsible authors of the TUM CMS Indoor Point Cloud dataset. Raw images are provided either as images or 2D captures from TUM CMS Indoor Point Cloud. The dataset also includes 2D semantic annotations and depth information of raw images. 2D semantic segmentation annotations are derived from 150-class colored RGB format of ADE20K dataset, and presented as *.jpg files with the same sizes of raw images. The depth information of each raw image is provided as greyscale *.png files, including pixel values between 0-255, with the same sizes of raw images.
DOI: 10.15468/dl.kdpsh5
title: Occurrence Download

description: A dataset containing 49809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trogon surrucura Vieillot, 1817",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49809 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015824-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96gws2
title: Occurrence Download

description: A dataset containing 1320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.28724 55.74919,-3.96466 55.83741,-3.79029 55.94985,-3.71182 56.20772,-3.71182 56.73263,-3.98209 56.95198,-4.90625 56.97574,-5.69091 56.93771,-5.96989 56.53123,-5.99605 56.2707,-5.7345 55.70009,-4.28724 55.74919))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arvicola amphibius (Linnaeus, 1758)",
 "Year 2005-2025"
 ]
}

 The dataset includes 1320 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015825-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvu53n
title: Occurrence Download

description: A dataset containing 1461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caenocoris nerii (Germar, 1847)"
 ]
}

 The dataset includes 1461 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015826-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsxj4h
title: Occurrence Download

description: A dataset containing 37775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tityra cayana (Linnaeus, 1766)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37775 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015828-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9skmxp
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Embelia guineensis Baker"
 ]
}

 The dataset includes 158 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015829-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va6q5j
title: Occurrence Download

description: A dataset containing 865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudorasbora parva (Temminck & Schlegel, 1846)"
 ]
}

 The dataset includes 865 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015830-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qb442h
title: Occurrence Download

description: A dataset containing 3350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calamagrostis breviligulata"
 ]
}

 The dataset includes 3350 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082550-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh8u6m
title: Occurrence Download

description: A dataset containing 2837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arizelocichla masukuensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2837 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082551-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16781223
title: MLNIRdata: 208 near-infrared spectroscopic spectra and densities of hydrocarbon mixtures for chemometrics, data science, machine learning or signal processing

description: This note describes the content of the MLNIRdata dataset. It has already been used in chemometrics for property prediction of chemical mixtures with tools like "Partial Least Squares" (PLS) or sparse PLS.

Its publication as  "open data" is meant for further  analyses and benchmarks in chemometrics, data science, machine learning, signal processing or artificial intelligence applications (prediction, regression, clustering, training, etc.). Its formats (including "csv" files) can be imported into standard data processing frameworks (Matlab, Python, Julia, R). It is available at  https://doi.org/10.5281/zenodo.16781223.
DOI: 10.34740/kaggle/dsv/12713416
title: Peer-to-Peer Boliviano (BOB) Exchange Data