cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2me22u
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016073-250920141307145/datasets/export for details.
DOI: 10.15468/dl.uuqq5j
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016074-250920141307145/datasets/export for details.
DOI: 10.17632/xkxcxrsmj4
title: The Metamorphosis Formula

description: This study presents and explores the “Metamorphosis Formula,” a theoretical framework designed for analyzing structural and morphological transformations in language, influenced by technological advancements and the demands of modern communication. A central component of the research is the development of algorithmic grammar theory, which utilizes mathematical formulas to analyze linguistic transformations, including changes induced by prefixes, infixes, and suffixes, as well as the use of chromatic algorithms to visually highlight grammatical information through color coding. The research integrates key concepts such as chromatic algorithms, the grammatical map, and the geometric architecture of information expression. It examines grammatical transformations at both national and international levels, focusing on the origin and adaptation of grammatical elements across various languages. The study analyzes the role of parentheses in grammatical structures and the adaptation of word roots in different linguistic contexts. Additionally, it develops advanced formulas, including the tone formula, the comparative formula, and the grammatical time formula, integrating grammatical correlations such as addition, elimination, fusion, and semantic flexion into a mathematical expression framework. The research explores the fusion and conjunction processes in grammatical elements, analyzing relationships such as determinant and determined, theme and rheme, and anaphoric and cataphoric elements. These relationships are mathematically defined and visually represented, offering new insights into linguistic structures. The study also examines information distribution processes within grammatical elements, addressing their morphological, syntactic, and phrasal values, and representing them through visual and mathematical models to enhance clarity. The findings emphasize the utility of color as a tool for facilitating the rapid comprehension of grammatical information, with significant implications for education and natural language processing. By connecting linguistic theory with mathematical and visual methodologies, this research contributes to a deeper understanding of linguistic evolution and offers practical applications for improving communication efficiency in academic and technological contexts.
DOI: 10.17026/ar/xlctwh
title: PAN-00167238 - finger ring with equal decoration elements all around

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00167238&lt;/p&gt;
description: Modified: 2025-05-06T15:58:20+02:00
DOI: 10.17632/xkxcxrsmj4.2
title: The Metamorphosis Formula

description: This study presents and explores the “Metamorphosis Formula,” a theoretical framework designed for analyzing structural and morphological transformations in language, influenced by technological advancements and the demands of modern communication. A central component of the research is the development of algorithmic grammar theory, which utilizes mathematical formulas to analyze linguistic transformations, including changes induced by prefixes, infixes, and suffixes, as well as the use of chromatic algorithms to visually highlight grammatical information through color coding. The research integrates key concepts such as chromatic algorithms, the grammatical map, and the geometric architecture of information expression. It examines grammatical transformations at both national and international levels, focusing on the origin and adaptation of grammatical elements across various languages. The study analyzes the role of parentheses in grammatical structures and the adaptation of word roots in different linguistic contexts. Additionally, it develops advanced formulas, including the tone formula, the comparative formula, and the grammatical time formula, integrating grammatical correlations such as addition, elimination, fusion, and semantic flexion into a mathematical expression framework. The research explores the fusion and conjunction processes in grammatical elements, analyzing relationships such as determinant and determined, theme and rheme, and anaphoric and cataphoric elements. These relationships are mathematically defined and visually represented, offering new insights into linguistic structures. The study also examines information distribution processes within grammatical elements, addressing their morphological, syntactic, and phrasal values, and representing them through visual and mathematical models to enhance clarity. The findings emphasize the utility of color as a tool for facilitating the rapid comprehension of grammatical information, with significant implications for education and natural language processing. By connecting linguistic theory with mathematical and visual methodologies, this research contributes to a deeper understanding of linguistic evolution and offers practical applications for improving communication efficiency in academic and technological contexts.
DOI: 10.17632/dbz42w9x8h.3
title: Primary Breast Cancer Clinical Dataset from Epic Hospital (Breast_Cancer_METABRIC_Epic_Hospital)

description: This dataset contains clinical features of breast tumors, designed for use in machine learning and AI-based classification tasks. Each row represents a patient sample with numeric attributes describing tumor characteristics. The dataset includes labels for diagnosis (benign vs malignant), making it suitable for supervised learning tasks such as classification, feature selection, and explainable AI studies.

This dataset contains 15,054 breast cancer patient records collected from Epic Hospital. It provides a comprehensive set of clinical, demographic, and pathological features relevant to breast cancer prognosis and treatment analysis.

The dataset includes 34 columns, such as patient demographics (age, sex), clinical details (tumor size, tumor stage, grade, histologic subtype), treatment history (surgery, chemotherapy, hormone therapy, radiotherapy), and survival outcomes (overall survival months, overall survival status, relapse status).

The dataset is intended to support machine learning, statistical modeling, and medical research in breast cancer survival prediction, treatment response analysis, and outcome assessment.

The dataset may be applied to:
=&gt; Predictive modeling for early breast cancer detection
=&gt; Feature importance and interpretability studies
=&gt; Benchmarking traditional ML models vs. LLM-based tabular learning approaches.
Researchers and practitioners may use this dataset for academic, educational, or applied AI purposes.
DOI: 10.17026/ar/bul7bl
title: PAN-00169088 - conical spindle whorl (handmade pottery)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00169088&lt;/p&gt;
description: Modified: 2025-05-14T12:02:41+02:00
DOI: 10.24435/materialscloud:ys-5r
title: Massive Atomic Diversity: a compact universal dataset for atomistic machine learning

description: The development of machine-learning models for atomic-scale simulations has benefitted tremendously from the large databases of materials and molecular properties computed in the past two decades using electronic-structure calculations. More recently, these databases have made it possible to train “universal” models that aim at making accurate predictions for arbitrary atomic geometries and compositions. The construction of many of these databases was however in itself aimed at materials discovery, and therefore targeted primarily to sample stable, or at least plausible, structures and to make the most accurate predictions for each compound – e.g. adjusting the calculation details to the material at hand. Here we introduce a dataset designed specifically to train models that can provide reasonable predictions for arbitrary structures, and that therefore follows a different philosophy. Starting from relatively small sets of stable structures, the dataset is built to contain “massive atomic diversity” (MAD) by aggressively distorting these configurations, with near-complete disregard for the stability of the resulting configurations. The electronic structure details, on the other hand, are chosen to maximize consistency rather than to obtain the most accurate prediction fora given structure, or to minimize computational effort. The MAD dataset we present here, despite containing fewer than 100k structures, has already been shown to enable training universal interatomic potentials that are competitive with models trained on traditional datasets with two to three orders of magnitude more structures. We describe in detail the philosophy and details of the construction of the MAD dataset. We also introduce a low-dimensional structural latent space that allows us to compare it with other popular datasets, and that can also be used as a general-purpose materials cartography tool.
DOI: 10.24435/materialscloud:ab-y2
title: Massive Atomic Diversity: a compact universal dataset for atomistic machine learning

description: The development of machine-learning models for atomic-scale simulations has benefitted tremendously from the large databases of materials and molecular properties computed in the past two decades using electronic-structure calculations. More recently, these databases have made it possible to train “universal” models that aim at making accurate predictions for arbitrary atomic geometries and compositions. The construction of many of these databases was however in itself aimed at materials discovery, and therefore targeted primarily to sample stable, or at least plausible, structures and to make the most accurate predictions for each compound – e.g. adjusting the calculation details to the material at hand. Here we introduce a dataset designed specifically to train models that can provide reasonable predictions for arbitrary structures, and that therefore follows a different philosophy. Starting from relatively small sets of stable structures, the dataset is built to contain “massive atomic diversity” (MAD) by aggressively distorting these configurations, with near-complete disregard for the stability of the resulting configurations. The electronic structure details, on the other hand, are chosen to maximize consistency rather than to obtain the most accurate prediction fora given structure, or to minimize computational effort. The MAD dataset we present here, despite containing fewer than 100k structures, has already been shown to enable training universal interatomic potentials that are competitive with models trained on traditional datasets with two to three orders of magnitude more structures. We describe in detail the philosophy and details of the construction of the MAD dataset. We also introduce a low-dimensional structural latent space that allows us to compare it with other popular datasets, and that can also be used as a general-purpose materials cartography tool.
DOI: 10.17632/bykncyv6jp
title: Mo isotopes of basalts from eastern China

description: This data set contains: Measured Mo contents and isotopes for NIST 3134, seawater, AGV-2 and W-2a in this study (Table S1); Major-trace elements and Mo-O isotopic data for intraplate alkali basalts from eastern NCB (Table S2); Whole-rock Rb-Sr and Sm-Nd isotope compositions for intraplate basalts from eastern NCB (Table S3); Summary of input parameters for the mixing calculations to understand how much subducted serpentinite is added to the mantle source of intraplate alkali basalts from eastern NCB with heavy Mo isotopes (Table S4)
DOI: 10.17632/bykncyv6jp.1
title: Mo isotopes of basalts from eastern China

description: This data set contains: Measured Mo contents and isotopes for NIST 3134, seawater, AGV-2 and W-2a in this study (Table S1); Major-trace elements and Mo-O isotopic data for intraplate alkali basalts from eastern NCB (Table S2); Whole-rock Rb-Sr and Sm-Nd isotope compositions for intraplate basalts from eastern NCB (Table S3); Summary of input parameters for the mixing calculations to understand how much subducted serpentinite is added to the mantle source of intraplate alkali basalts from eastern NCB with heavy Mo isotopes (Table S4)
DOI: 10.15468/dl.7xx3r4
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material citation)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Sparassis crispa"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016075-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/ar9hd2
title: PAN-00085515 - copper alloy nail with round flat head

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00085515&lt;/p&gt;
description: Modified: 2025-07-17T11:07:28+02:00
DOI: 10.17632/3szbwzvvmk
title: Supplementary materials：Optimized the removal technique for double-armed sutures

description: Supplementary Figure 1.
Supplementary Table 1.
DOI: 10.17632/3szbwzvvmk.1
title: Supplementary materials：Optimized the removal technique for double-armed sutures

description: Supplementary Figure 1.
Supplementary Table 1.
DOI: 10.17026/ar/epw0st
title: PAN-00131120 - stone axe

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00131120&lt;/p&gt;
description: Modified: 2025-07-04T16:21:16+02:00
DOI: 10.15468/dl.tzm36t
title: Occurrence Download

description: A dataset containing 250576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nyctalus noctula)",
 "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 250576 records from 2617 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016046-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hl3syx
title: Occurrence Download

description: A dataset containing 1108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gasteria Duval"
 ]
}

 The dataset includes 1108 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvfmt9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepidium undulatum (Schltr.) Szlach."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151463-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpmd6m
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caupolicana electa (Cresson, 1878)"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrcm4m
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepidium hippocrepiforme (J.J.Wood) Marg. & Szlach."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151464-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pnbgv
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aconitum leucostomum Vorosch.",
 "Year 1970-2020"
 ]
}

 The dataset includes 56 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151513-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpargu
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Geometry of coccolith Coccolithus pelagicus in sediment core GIK23062-4"
 ]
}

 The dataset includes 388 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkfcnk
title: Occurrence Download

description: A dataset containing 1535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puma yagouaroundi"
 ]
}

 The dataset includes 1535 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8g7zxr
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepidium junghuhnii (J.J.Sm.) Szlach."
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151486-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1oxoqu
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Styrax glabrescens Benth."
 ]
}

 The dataset includes 884 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvdcp7
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stellera chamaejasme L.",
 "Year 1970-2020"
 ]
}

 The dataset includes 599 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151500-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jal6gy
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bactris campestris Poepp. ex Mart."
 ]
}

 The dataset includes 121 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003748-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg734n
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is USA.16.97_1",
 "TaxonKey is Lampropeltis triangulum (Lacépède, 1789)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033380-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ueboo8
title: Occurrence Download

description: A dataset containing 3879 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aphanius iberus (Valenciennes, 1846)"
 ]
}

 The dataset includes 3879 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003749-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwqcbd
title: Occurrence Download

description: A dataset containing 766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Morocco",
 "TaxonKey is Brassica L."
 ]
}

 The dataset includes 766 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151472-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9xr2q
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pygathrix nemaeus (Linnaeus, 1771)"
 ]
}

 The dataset includes 113 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003749-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.