cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kf4kbv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanthera cinerea Schweinf. ex Engl., 1892"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036906-230530130749713/datasets/export for details.
DOI: 10.15468/dl.8fy84j
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Xanthomonas citri"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0411085-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69e9d4
title: Occurrence Download

description: A dataset containing 1089 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinocephalum latifolium Gardner"
 ]
}

 The dataset includes 1089 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036917-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxl7uv
title: Occurrence Download

description: A dataset containing 716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Nereocystis Postels & Ruprecht, 1840"
 ]
}

 The dataset includes 716 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002516-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdmqu8
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chalcides simonyi (Steindachner, 1891)"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004697-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u424y
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset includes 97 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011494-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwp7m2
title: Occurrence Download

description: A dataset containing 147435 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Accipiter fasciatus (Vigors & Horsfield, 1827)"
 ]
}

 The dataset includes 147435 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0398985-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tae2vn
title: Occurrence Download

description: A dataset containing 1377 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apteryx owenii Gould, 1847"
 ]
}

 The dataset includes 1377 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004671-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybjbva
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lipotriche robinsonii (Wild) D.J.N.Hind"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036944-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xo4n48
title: Occurrence Download

description: A dataset containing 137367 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada",
 "Country is Argentina",
 "Country is Chile",
 "Country is Uruguay",
 "Country is Brazil",
 "Country is Puerto Rico"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Calidris fuscicollis (Vieillot, 1819)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 137367 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002516-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wum3w
title: Occurrence Download

description: A dataset containing 896350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calluna vulgaris (L.) Hull"
 ]
}

 The dataset includes 896350 records from 1271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011497-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tne2gn
title: Occurrence Download

description: A dataset containing 912409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 912409 records from 380 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164580-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rexvn2
title: Occurrence Download

description: A dataset containing 4695 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptodeira annulata (Linnaeus, 1758)"
 ]
}

 The dataset includes 4695 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003300-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjzk3c
title: Occurrence Download

description: A dataset containing 20931 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((2.56794 41.90517,2.70474 41.90517,2.70474 42.02892,2.56794 42.02892,2.56794 41.90517))"
 ]
}

 The dataset includes 20931 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164600-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.222yph
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salpiglossis spinescens Clos"
 ]
}

 The dataset includes 52 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194880-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjjxmu
title: Occurrence Download

description: A dataset containing 2003 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachyphylla cavernarum Gray, 1834"
 ]
}

 The dataset includes 2003 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003300-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynxfv7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Simsia hintonii H.Rob. & Brettell"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194883-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf6h2v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berkeleyomyces basicola (Berk. & Broome) W.J.Nel, Z.W.de Beer, T.A.Duong & M.J.Wingf.",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0394359-210914110416597/datasets/export for details.
DOI: 10.15468/dl.gznhu5
title: Occurrence Download

description: A dataset containing 4314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Censo parcelas bosque seco Bolívar y Guajira"
 ]
}

 The dataset includes 4314 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043498-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6ctzy
title: Occurrence Download

description: A dataset containing 6851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pseudastur albicollis (Latham, 1790)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6851 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003300-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y93qtu
title: Occurrence Download

description: A dataset containing 255033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 255033 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195614-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnnmaz
title: Occurrence Download

description: A dataset containing 202035 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cervus elaphus Linnaeus, 1758"
 ]
}

 The dataset includes 202035 records from 802 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164593-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zbfic
title: Occurrence Download

description: A dataset containing 7376 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rivina humilis L."
 ]
}

 The dataset includes 7376 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003300-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17060525
title: Interpretable Deep Learning with Hyperspectral Imaging for Hawthorn Cultivar Classification and Quality Prediction
DOI: 10.5281/zenodo.17060526
title: Interpretable Deep Learning with Hyperspectral Imaging for Hawthorn Cultivar Classification and Quality Prediction
DOI: 10.15468/dl.b54n2b
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90.16277 -41.25579,-53.83723 -41.25579,-53.83723 -26.74421,-90.16277 -26.74421,-90.16277 -41.25579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypochaeris thrincioides"
 ]
}

 The dataset includes 44 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029601-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.759jqn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029603-250827131500795/datasets/export for details.
DOI: 10.15468/dl.gpryf6
title: Occurrence Download

description: A dataset containing 1021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Artemisia argyi"
 ]
}

 The dataset includes 1021 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029602-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4b32y
title: Occurrence Download

description: A dataset containing 1469778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (NZL.1_1, NZL.1.1_1, NZL.13.2_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1469778 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029494-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwpcfz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Escallonia bifida",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029604-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7ntke
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029605-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17060682
title: INU: A Structural Framework for Compressed Arithmetic and Discrete Transformation

description: This archive presents INU (Intuitive Numerical Unification), a proposed framework for compressing arithmetic operations through structural classification and periodic transformations. INU includes a notation system for INU operations, an n-radix extension, and a dimensional generalization applicable to problems such as the Collatz Conjecture and the Four Color Theorem.

The file contains LaTeX source documents, preliminary classification tables, and symbol definitions. INU treats numerical entities as convertible types and provides discrete analogs for topological transformations.

This research aims to inspire new approaches to number theory, combinatorics, and structural proofs.

 

This framework does not seek final correctness, but rather the richness of inquiry. It is offered not as a conclusion, but as a beginning—an invitation to transform arithmetic through structure.

This work may contain errors. But if its structure holds, others will correct the rest. It is shared not for perfection, but for possibility.

 

Note on NamingThe name INU (Intuitive Numerical Unification) carries a personal and symbolic meaning. In Japanese, the word inu (dog) is sometimes used as a prefix to denote something humble or inferior. The framework embraces this nuance, reflecting the idea that even from a modest or overlooked origin, intuitive thinking can lead to meaningful mathematical structures. INU thus represents a system born from simplicity and insight, aiming to unify and compress arithmetic through structural transformation.

 

Note on Fool AlgebraIn addition to its structural framework, INU embraces a philosophical stance known as fool algebra.Unlike traditional algebraic systems that seek rigor through abstraction, fool algebra begins with intuition, visual structure, and the courage to appear foolish. It reflects the idea that wisdom often wears the mask of simplicity, and that breakthroughs may arise not from complexity, but from clarity.

Fool algebra treats numerical entities not merely as values, but as types—visual, compressible, and transformable. It invites the mathematician to step outside formalism, to see patterns where others see noise, and to compress arithmetic into structure.

This is not a rejection of rigor, but a reordering of priorities: structure first, proof second.Fool algebra is not a conclusion—it is a stance. A way of thinking. A way of seeing.

 

Words to be engraved on a gravestone (inscription style)

Here lies the mind behind INU(x) := ρ(ϕτ(x)(x)),A transformation of arithmetic into structure.

If x ∈ {INU}, then perhaps P != NP.Let future mathematicians decide.

By STUDENT
DOI: 10.5281/zenodo.17052971
title: SYN Flooding Attack Dataset (Syn_DDoS_2025)

description: This dataset contains 10,187,963 network traffic flow records with 88 features, representing both SYN flooding attack traffic and benign traffic. It has been curated to support research in intrusion detection systems (IDS), distributed denial-of-service (DDoS) attack detection, and machine learning–based network security.

Each record provides detailed flow-level attributes, including:





Source and destination ports, protocols, and flow duration




Packet- and byte-level statistics




TCP flag counts (SYN, ACK, FIN, RST, etc.)




Derived statistical descriptors of network behavior



The dataset is class-labeled with two categories:





SYN attack: 7,131,574 records (~70%)




Benign: 3,056,389 records (~30%)



This imbalance mirrors real-world scenarios where attack traffic often dominates, making the dataset particularly valuable for evaluating resampling strategies, class balancing methods, and robust anomaly detection algorithms.

The dataset is provided in CSV format for ease of use in data analysis and machine learning pipelines. A README.md file is included, containing a complete data dictionary describing all 88 features.

This resource is intended to serve as a benchmark dataset for researchers, practitioners, and educators working in the fields of cybersecurity, computer networks, and artificial intelligence.
DOI: 10.5281/zenodo.17052972
title: SYN Flooding Attack Dataset (Syn_DDoS_2025)

description: This dataset contains 10,187,963 network traffic flow records with 88 features, representing both SYN flooding attack traffic and benign traffic. It has been curated to support research in intrusion detection systems (IDS), distributed denial-of-service (DDoS) attack detection, and machine learning–based network security.

Each record provides detailed flow-level attributes, including:





Source and destination ports, protocols, and flow duration




Packet- and byte-level statistics




TCP flag counts (SYN, ACK, FIN, RST, etc.)




Derived statistical descriptors of network behavior



The dataset is class-labeled with two categories:





SYN attack: 7,131,574 records (~70%)




Benign: 3,056,389 records (~30%)



This imbalance mirrors real-world scenarios where attack traffic often dominates, making the dataset particularly valuable for evaluating resampling strategies, class balancing methods, and robust anomaly detection algorithms.

The dataset is provided in CSV format for ease of use in data analysis and machine learning pipelines. A README.md file is included, containing a complete data dictionary describing all 88 features.

This resource is intended to serve as a benchmark dataset for researchers, practitioners, and educators working in the fields of cybersecurity, computer networks, and artificial intelligence.
DOI: 10.15468/dl.rtxpre
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((107.54416 -42.66927,158.45584 -42.66927,158.45584 -22.33073,107.54416 -22.33073,107.54416 -42.66927))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Isolepis hookeriana"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029606-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbddfc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossoptilon crossoptilon",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029609-250827131500795/datasets/export for details.
DOI: 10.15468/dl.kqsdhk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Actinodura nipalensis",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029607-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.