cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.j8rcrm
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aethionema thesiifolium"
 ]
}

 The dataset includes 22 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002146-250717081556266/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.29591708
title: Dataset for publication "Metabolomics-guided Healthy and Anti-Aging Nutrition".

description: A phased strategy for precision nutrition was developed combining an evidence-based baseline diet with adjustments based on measuring biological age change using blood metabolome fingerprinting. Preliminary data suggest that the proposed nutrition may influence longevity-related metabolic health parameters (energy metabolites, antioxidant protection, anti-inflammatory properties, etc.).
DOI: 10.6084/m9.figshare.29591708.v1
title: Dataset for publication "Metabolomics-guided Healthy and Anti-Aging Nutrition".

description: A phased strategy for precision nutrition was developed combining an evidence-based baseline diet with adjustments based on measuring biological age change using blood metabolome fingerprinting. Preliminary data suggest that the proposed nutrition may influence longevity-related metabolic health parameters (energy metabolites, antioxidant protection, anti-inflammatory properties, etc.).
DOI: 10.15468/dl.4yzuxu
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002149-250717081556266/datasets/export for details.
DOI: 10.15468/dl.j4fxxk
title: Occurrence Download

description: A dataset containing 385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus pinea",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 385 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002147-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15188325
title: A dataset of atypical vs normal mitoses classification for MIDOG - 2025

description: The MIDOG 2025 Atypical Training Set contains atypical and normal mitotic figure subclassification for the entire MIDOG++ dataset, encompassing 11,939 mitotic figures from all 7 domains of MIDOG++ for which we provide a three expert blinded majority vote result.

In this version, we fixed a minor error of one repeated entry and one missing entry in the csv file.
DOI: 10.5281/zenodo.16044804
title: A dataset of atypical vs normal mitoses classification for MIDOG - 2025

description: The MIDOG 2025 Atypical Training Set contains atypical and normal mitotic figure subclassification for the entire MIDOG++ dataset, encompassing 11,939 mitotic figures from all 7 domains of MIDOG++ for which we provide a three expert blinded majority vote result.

In this version, we fixed a minor error of one repeated entry and one missing entry in the csv file.
DOI: 10.15468/dl.289chr
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002150-250717081556266/datasets/export for details.
DOI: 10.15468/dl.fn37wb
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hexastylis virginica, Asarum virginianum, Homotropa macranthum, Asarum memmingeri, Asarum maculosum, Homotropa macranthum, Asarum macanthum, Asarum virginicum, Asarum grandiflorum, Hexastylis memmingeri, Heterotropa virginica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 42 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002151-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5x4ut
title: Occurrence Download

description: A dataset containing 2335 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physaria kingii"
 ]
}

 The dataset includes 2335 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002148-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5883/ds-hpin
title: Ross D. Stewart, Kate H.J. Perez, Paul D.N. Hebert, Mamadi Theresa Sethusa, Michelle van der Bank, T. Jonathan Davies

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.6096/aeroclo.1762
title: AEROCLO-sA F20 Cloud Droplet Probe CDP

description: Measurements obtained with a Cloud Droplet Probe (CDP) which measure the forward light scattering of hydrometeors. It is calibrated for measuring water droplet in the range 2 to 50 microns.
DOI: 10.15468/dl.4fnf55
title: Occurrence Download

description: A dataset containing 6197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berberidaceae",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6197 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002152-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ux8rk
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium philippianum"
 ]
}

 The dataset includes 26 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002155-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9wgen
title: Occurrence Download

description: A dataset containing 1626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atriplex polycarpa)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is United States of America",
 "StateProvince is California"
 ]
}

 The dataset includes 1626 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002156-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/kmm-ng8-l4x
title: Rumex aquaticus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.16044419
title: Statistical Hypothesis Testing on Energy Consumption Data

description: This project explores the Energy Consumption Dataset using descriptive, comparative, and associative statistical methods. The analysis focuses on understanding distribution patterns, testing statistical significance of differences across groups, and evaluating relationships between variables such as average temperature, square footage, number of occupants, and number of appliances used.

Key analyses include:- Distribution analysis via histograms, KDE plots, and Q-Q plots.- Normality testing using the Kolmogorov–Smirnov Test.- Wilcoxon signed-rank test to evaluate mean energy consumption assumptions.- Mann–Whitney U tests to compare energy consumption across different levels of household features.- Spearman correlation to examine non-parametric relationships.

Results show that energy consumption is not normally distributed, and variables like square footage, number of occupants, and appliances used significantly influence energy usage. Meanwhile, average temperature showed no significant correlation.

This project underscores the importance of checking statistical assumptions before choosing the appropriate inferential method.

 

Tools: Pandas, Numpy, Matplotlib, Seaborn, Scipy.stats, Statsmodels, Sklearn, Kaggle CLI

Dataset: govindaramsriram/energy-consumption-dataset-linear-regression

Main File: train_energy_data.csv
DOI: 10.5281/zenodo.16044420
title: Statistical Hypothesis Testing on Energy Consumption Data

description: This project explores the Energy Consumption Dataset using descriptive, comparative, and associative statistical methods. The analysis focuses on understanding distribution patterns, testing statistical significance of differences across groups, and evaluating relationships between variables such as average temperature, square footage, number of occupants, and number of appliances used.

Key analyses include:- Distribution analysis via histograms, KDE plots, and Q-Q plots.- Normality testing using the Kolmogorov–Smirnov Test.- Wilcoxon signed-rank test to evaluate mean energy consumption assumptions.- Mann–Whitney U tests to compare energy consumption across different levels of household features.- Spearman correlation to examine non-parametric relationships.

Results show that energy consumption is not normally distributed, and variables like square footage, number of occupants, and appliances used significantly influence energy usage. Meanwhile, average temperature showed no significant correlation.

This project underscores the importance of checking statistical assumptions before choosing the appropriate inferential method.

 

Tools: Pandas, Numpy, Matplotlib, Seaborn, Scipy.stats, Statsmodels, Sklearn, Kaggle CLI

Dataset: govindaramsriram/energy-consumption-dataset-linear-regression

Main File: train_energy_data.csv
DOI: 10.15468/dl.np8d3z
title: Occurrence Download

description: A dataset containing 3736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is DNK",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Viola odorata"
 ]
}

 The dataset includes 3736 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002154-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6v5vgp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudocamelina kleinii"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002157-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/22z-eqj-mjr
title: Chaetosphaeria meliolicola Syd. & P. Syd.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.pzk9qx
title: Occurrence Download

description: A dataset containing 19336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pisum sativum"
 ]
}

 The dataset includes 19336 records from 466 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002153-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6swtrb
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus pinea",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002158-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zp7z7r
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anethum graveolens",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002159-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2z23qb
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002160-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nqvtu
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hormathophylla saxigena"
 ]
}

 The dataset includes 611 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002161-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxy9zb
title: Occurrence Download

description: A dataset containing 23352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Araujia sericifera, Araujia undulata, Araujia calycina, Physianthus albens, Araujia hortorum, Araujia sericofera, Apocynum volubine, Apocynum volubile, Araujia sericifera calycina, Araujia albens, Araujia sericifera hortorum, Araujia sericifera hortorum, Araujia sericifera hortorum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 23352 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002162-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9h767
title: Occurrence Download

description: A dataset containing 3965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus australis",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3965 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002163-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdcz6q
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mostacillastrum subscandens"
 ]
}

 The dataset includes 21 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002166-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93urtf
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clypeola lappacea"
 ]
}

 The dataset includes 119 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002165-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67sqdc
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus australis",
 "Country is Korea, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 229 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002164-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5883/ds-htin
title: Ross D. Stewart, Kate H.J. Perez, Paul D.N. Hebert, Mamadi Theresa Sethusa, Michelle van der Bank, T. Jonathan Davies

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.sk9xqg
title: Occurrence Download

description: A dataset containing 1040060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Primula canescens, Primula discolor, Primula montana, Primula montana, Primula veris, Primula vulgaris, Primula vulgaris, Ranunculus acris, Ranunculastrum boraeanum, Ranunculus acer)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 1040060 records from 2924 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002106-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzej24
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.12732 -21.02142,-57.19134 -21.02142,-57.19134 -8.335,-75.12732 -8.335,-75.12732 -21.02142))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "InstitutionCode is one of (usnm, fmnh, cas, aum, rom, instituto nacional de pesquisas da amazônia (inpa), uem)",
 "TaxonKey is Cichlasoma boliviense Kullander, 1983"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009612-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd7zdz
title: Occurrence Download

description: A dataset containing 984066651 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 984066651 records from 19657 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029691-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmhb5p
title: Occurrence Download

description: A dataset containing 25856031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies alba, Abies cephalonica, Abies grandis, Abies nordmanniana, Abies pinsapo, Abies procera, Acer campestre, Acer platanoides, Acer pseudoplatanus, Aesculus hippocastanum, Ailanthus altissima, Alnus cordata, Alnus glutinosa, Alnus incana, Alnus viridis, Betula humilis, Betula nana, Betula pendula, Betula pubescens, Carpinus betulus, Carpinus orientalis, Castanea sativa, Cedrus atlantica, Chamaecyparis lawsoniana, Cornus mas, Cornus sanguinea, Corylus avellana, Cupressus sempervirens, Eucalyptus globulus, Euonymus europaeus, Fagus sylvatica, Frangula alnus, Fraxinus angustifolia, Fraxinus excelsior, Fraxinus ornus, Ilex aquifolium, Juglans regia, Juniperus communis communis, Juniperus navicularis, Juniperus turbinata, Juniperus thurifera, Larix decidua, Olea europaea, Ostrya carpinifolia, Picea abies, Picea omorika, Picea sitchensis, Pinus eldarica, Pinus cembra, Pinus halepensis, Pinus mugo, Pinus nigra, Pinus pinaster, Pinus pinea, Pinus sylvestris, Populus alba, Populus nigra, Populus tremula, Prunus avium, Prunus cerasifera, Prunus mahaleb, Prunus padus padus, Prunus spinosa, Pseudotsuga menziesii, Quercus cerris, Quercus frainetto, Quercus ilex, Quercus palustris, Quercus pubescens, Quercus pyrenaica, Quercus robur, Quercus petraea, Quercus suber, Robinia pseudoacacia, Salix caprea, Sambucus nigra nigra, Sorbus aucuparia, Sorbus domestica, Sorbus torminalis, Tamarix africana, Tamarix canariensis, Taxus baccata, Tilia cordata, Tilia platyphyllos, Tilia tomentosa, Ulmus glabra, Ulmus laevis, Ulmus minor, Abies nordmanniana nordmanniana, Abies pinsapo pinsapo, Betula pendula pendula, Betula pubescens pubescens, Pinus brutia, , Ulmus glabra glabra, Abies nordmanniana equi-trojani, Abies marocana, Betula pendula lapponica, Betula pubescens czerepanovii, Pinus halepensis brutia, , Pinus stankewiczii, , Pinus brutia eldarica, Pinus halepensis brutia)",
 "Geometry POLYGON((-26 25,40 25,40 72,-26 72,-26 25))"
 ]
}

 The dataset includes 25856031 records from 6066 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023809-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399alu2
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399aluc
title: We the People with Jerry Brown, Clinton's National Service Corps, 1995-09-27

description: We the People with Jerry Brown, Clinton's National Service Corps, 1995-09-27. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399alte
title: We the People with Jerry Brown, Youthbuild Project, 1995-09-12

description: We the People with Jerry Brown, Youthbuild Project, 1995-09-12. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399alse
title: We the People with Jerry Brown, Bev Ortiz, Joanie Clayburg, Farmer Bob Cannard,#3, 1996-09-06

description: We the People with Jerry Brown, Bev Ortiz, Joanie Clayburg, Farmer Bob Cannard,#3, 1996-09-06. Gift of Edmund G. Brown, Jr., 1985, 2019, and 2023. Transcript was created by WhisperAI.
DOI: 10.25549/browneg-ouc11399aiwe
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.48580/dzvj.v84
title: First report of the genus Longipalpus Montrouzier, 1861 (Coleoptera: Cerambycidae: Cerambycinae) from India with the description of a new species
DOI: 10.48580/dzvk.v80
title: A checklist and host catalogue of the aphids (Hemiptera: Aphididae) held in the Australian National Insect Collection