cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18128934
title: Linked collectors and determiners for: Towards a monograph of membranaceous Vanillas: a nomenclatural revision of Vanilla subgen. Vanilla (Vanilloideae, Orchidaceae).

description: Natural history specimen data linked to collectors and determiners held within, "Towards a monograph of membranaceous Vanillas: a nomenclatural revision of Vanilla subgen. Vanilla (Vanilloideae, Orchidaceae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/560fc0f7-1a10-463a-8431-a7fb13f7690c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/560fc0f7-1a10-463a-8431-a7fb13f7690c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128936
title: Linked collectors and determiners for: Three new species of Aulonemia (Poaceae: Bambusoideae) from the Brazilian Atlantic rainforest.

description: Natural history specimen data linked to collectors and determiners held within, "Three new species of Aulonemia (Poaceae: Bambusoideae) from the Brazilian Atlantic rainforest". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7025bb01-d473-4bdb-9ec5-4d41d62a4f2e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7025bb01-d473-4bdb-9ec5-4d41d62a4f2e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128943
title: Linked collectors and determiners for: Cuckoo wasps (Chrysididae) (MULU-ENT_01) of Museum Luzern.

description: Natural history specimen data linked to collectors and determiners held within, "Cuckoo wasps (Chrysididae) (MULU-ENT_01) of Museum Luzern". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/888ba630-5334-4c9b-8cd2-ba5a47c708a7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/888ba630-5334-4c9b-8cd2-ba5a47c708a7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128941
title: Linked collectors and determiners for: Mecklenburg County Park and Recreation Herbarium.

description: Natural history specimen data linked to collectors and determiners held within, "Mecklenburg County Park and Recreation Herbarium". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/85367cb1-90fa-4c1b-8a22-0aa5d4b6f61f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/85367cb1-90fa-4c1b-8a22-0aa5d4b6f61f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123287
title: Binary Analysis and Reverse Engineering: Comprehensive Technical Reference

description: A comprehensive, verified collection of 2,499 binary file signatures, executable formats, network protocols, cryptographic artifacts, malware indicators, and forensic evidence. This academic reference provides systematic classification for reverse engineering, malware analysis, digital forensics, incident response, and security research. Each entry includes precise hexadecimal signatures, byte offsets, ASCII representations, and authoritative specification references.

Coverage includes:



File format identification (500+ formats)

Executable analysis (PE, ELF, Mach-O, DEX, bytecode)

Malware signatures and packer detection

Network protocols and C2 traffic patterns

Memory forensics and disk artifacts

Cryptographic signatures and certificates

Mobile and IoT platform specifics

Anti-analysis and obfuscation techniques

Four comprehensive appendices:  Endianness reference, XOR key database (100+ keys), file extension mapping, and PE malware triage checklist


Methodology: Human-curated scope and requirements with AI-assisted data extraction, organization, and formatting. All entries cross-verified against authoritative sources. Document structure designed for academic citation and scholarly use.
description: VERSION 2.2 ADDITIONS:

Quality Assurance Release - Complete Document Rebuild



Zero-error verification - Complete elimination of all formatting errors, broken links, and table alignment issues

Perfect navigation - All 63 table of contents entries now have working anchor links (59 main sections + 4 appendices)

Enhanced appendices - Expanded technical content in all four appendices with additional code examples and case studies

Verified data integrity - All 2,834 table entries preserved with proper formatting across 338 subsections


Technical Improvements:



Fixed all table column alignment issues throughout the document

Eliminated all empty sections and corrected subsection numbering

Enhanced cross-references between sections for better navigation

Improved ASCII control character rendering in hexdump representations

Standardized hexadecimal notation across all 2,499 unique entries


Updated Statistics:



Corrected document metrics: 11,419 lines, 354KB

338 verified subsections across 59 major sections

2,834 data rows in tables

100+ XOR keys cataloged (Appendix B)

50+ suspicious PE indicators (Appendix D)


Note on Viewing: Zenodo's web-based Markdown rendering has limited support for complex tables and certain code blocks. For accurate display of all tables, hexadecimal signatures, and technical formatting, it is recommended to download the document or view it in a Markdown viewer that fully supports tables and syntax highlighting, such as GitHub or a compatible local editor.
DOI: 10.5281/zenodo.18128873
title: Binary Analysis and Reverse Engineering: Comprehensive Technical Reference

description: A comprehensive, verified collection of 2,499 binary file signatures, executable formats, network protocols, cryptographic artifacts, malware indicators, and forensic evidence. This academic reference provides systematic classification for reverse engineering, malware analysis, digital forensics, incident response, and security research. Each entry includes precise hexadecimal signatures, byte offsets, ASCII representations, and authoritative specification references.

Coverage includes:



File format identification (500+ formats)

Executable analysis (PE, ELF, Mach-O, DEX, bytecode)

Malware signatures and packer detection

Network protocols and C2 traffic patterns

Memory forensics and disk artifacts

Cryptographic signatures and certificates

Mobile and IoT platform specifics

Anti-analysis and obfuscation techniques

Four comprehensive appendices:  Endianness reference, XOR key database (100+ keys), file extension mapping, and PE malware triage checklist


Methodology: Human-curated scope and requirements with AI-assisted data extraction, organization, and formatting. All entries cross-verified against authoritative sources. Document structure designed for academic citation and scholarly use.
description: VERSION 2.2 ADDITIONS:

Quality Assurance Release - Complete Document Rebuild



Zero-error verification - Complete elimination of all formatting errors, broken links, and table alignment issues

Perfect navigation - All 63 table of contents entries now have working anchor links (59 main sections + 4 appendices)

Enhanced appendices - Expanded technical content in all four appendices with additional code examples and case studies

Verified data integrity - All 2,834 table entries preserved with proper formatting across 338 subsections


Technical Improvements:



Fixed all table column alignment issues throughout the document

Eliminated all empty sections and corrected subsection numbering

Enhanced cross-references between sections for better navigation

Improved ASCII control character rendering in hexdump representations

Standardized hexadecimal notation across all 2,499 unique entries


Updated Statistics:



Corrected document metrics: 11,419 lines, 354KB

338 verified subsections across 59 major sections

2,834 data rows in tables

100+ XOR keys cataloged (Appendix B)

50+ suspicious PE indicators (Appendix D)


Note on Viewing: Zenodo's web-based Markdown rendering has limited support for complex tables and certain code blocks. For accurate display of all tables, hexadecimal signatures, and technical formatting, it is recommended to download the document or view it in a Markdown viewer that fully supports tables and syntax highlighting, such as GitHub or a compatible local editor.
DOI: 10.5281/zenodo.18128947
title: Linked collectors and determiners for: Herbarium specimens (BERN-Herbarium) of Herbarium of the Botanical Garden of the University of Bern.

description: Natural history specimen data linked to collectors and determiners held within, "Herbarium specimens (BERN-Herbarium) of Herbarium of the Botanical Garden of the University of Bern". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/91621b06-62af-475e-bbc9-fa29624a135f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/91621b06-62af-475e-bbc9-fa29624a135f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128946
title: Linked collectors and determiners for: Herbarium specimens (BERN-Herbarium) of Herbarium of the Botanical Garden of the University of Bern.

description: Natural history specimen data linked to collectors and determiners held within, "Herbarium specimens (BERN-Herbarium) of Herbarium of the Botanical Garden of the University of Bern". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/91621b06-62af-475e-bbc9-fa29624a135f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/91621b06-62af-475e-bbc9-fa29624a135f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128945
title: Linked collectors and determiners for: Datos de ocurrencia de los géneros Leptoconops, Forcipomyia (Lasiohelea) y Culicoides (Diptera: Ceratopogonidae), causantes de dermatitis y vectores del Virus de la Lengua Azul y del Oropuche.

description: Natural history specimen data linked to collectors and determiners held within, "Datos de ocurrencia de los géneros Leptoconops, Forcipomyia (Lasiohelea) y Culicoides (Diptera: Ceratopogonidae), causantes de dermatitis y vectores del Virus de la Lengua Azul y del Oropuche". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8fdd979a-2889-4882-bf2f-ab019d886793 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8fdd979a-2889-4882-bf2f-ab019d886793. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128948
title: Linked collectors and determiners for: Four new species and eighteen lectotypifications of Larnax from Ecuador and Peru and a new synonym of Deprea orinocensis (Solanaceae: Solanoideae, Physalideae).

description: Natural history specimen data linked to collectors and determiners held within, "Four new species and eighteen lectotypifications of Larnax from Ecuador and Peru and a new synonym of Deprea orinocensis (Solanaceae: Solanoideae, Physalideae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/95d99aea-c49c-4701-9608-7f064cce05dc using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/95d99aea-c49c-4701-9608-7f064cce05dc. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128949
title: Linked collectors and determiners for: Four new species and eighteen lectotypifications of Larnax from Ecuador and Peru and a new synonym of Deprea orinocensis (Solanaceae: Solanoideae, Physalideae).

description: Natural history specimen data linked to collectors and determiners held within, "Four new species and eighteen lectotypifications of Larnax from Ecuador and Peru and a new synonym of Deprea orinocensis (Solanaceae: Solanoideae, Physalideae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/95d99aea-c49c-4701-9608-7f064cce05dc using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/95d99aea-c49c-4701-9608-7f064cce05dc. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128951
title: Linked collectors and determiners for: A revision of the genus Sclerocoelus Marshall (Diptera: Sphaeroceridae).

description: Natural history specimen data linked to collectors and determiners held within, "A revision of the genus Sclerocoelus Marshall (Diptera: Sphaeroceridae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/987b5fa2-ceec-45dd-bc15-a17fb7e3547d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/987b5fa2-ceec-45dd-bc15-a17fb7e3547d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128955
title: Linked collectors and determiners for: Pollen and morphometric analysis reveal Solanum tavinuuyuku (Solanaceae), a new dioecious species from Mesoamerican Solanum sect. Anarrhichomenum.

description: Natural history specimen data linked to collectors and determiners held within, "Pollen and morphometric analysis reveal Solanum tavinuuyuku (Solanaceae), a new dioecious species from Mesoamerican Solanum sect. Anarrhichomenum". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a10abb31-c6c8-4e27-a638-2ff029f1a286 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a10abb31-c6c8-4e27-a638-2ff029f1a286. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128957
title: Linked collectors and determiners for: An integrative systematic revision of the wishbone spiders (Araneae: Anamidae: Aname L. Koch, 1873) of subtropical and tropical eastern Australia, with the description of 55 new species.

description: Natural history specimen data linked to collectors and determiners held within, "An integrative systematic revision of the wishbone spiders (Araneae: Anamidae: Aname L. Koch, 1873) of subtropical and tropical eastern Australia, with the description of 55 new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a77a0e98-e09a-477e-b1dc-123fb8dde11a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a77a0e98-e09a-477e-b1dc-123fb8dde11a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128959
title: Linked collectors and determiners for: Typification and nomenclatural notes on twenty-three names of Buddleja (Schrophulariaceae).

description: Natural history specimen data linked to collectors and determiners held within, "Typification and nomenclatural notes on twenty-three names of Buddleja (Schrophulariaceae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a82814fa-eda8-444b-b5e5-25cffc9ac79e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a82814fa-eda8-444b-b5e5-25cffc9ac79e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128961
title: Linked collectors and determiners for: Two new and endangered species of Syngonanthus (Eriocaulaceae) from Chapada dos Veadeiros, Goiás, Brazil.

description: Natural history specimen data linked to collectors and determiners held within, "Two new and endangered species of Syngonanthus (Eriocaulaceae) from Chapada dos Veadeiros, Goiás, Brazil". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b1f7df45-56b5-42ee-82c5-88bdba223ed7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b1f7df45-56b5-42ee-82c5-88bdba223ed7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128967
title: Linked collectors and determiners for: A new species of Microledrida Fowler from Curaçao (Hemiptera: Fulgoromorpha: Cixiidae).

description: Natural history specimen data linked to collectors and determiners held within, "A new species of Microledrida Fowler from Curaçao (Hemiptera: Fulgoromorpha: Cixiidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/be36c220-fbde-46de-b2ec-091be4cb8a29 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/be36c220-fbde-46de-b2ec-091be4cb8a29. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128963
title: Linked collectors and determiners for: Discovery Of A New Species Of Smicronyx Schoenherr (Coleoptera: Curculionidae).

description: Natural history specimen data linked to collectors and determiners held within, "Discovery Of A New Species Of Smicronyx Schoenherr (Coleoptera: Curculionidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b6b68073-e990-4e38-bdf5-6c60d702befa using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b6b68073-e990-4e38-bdf5-6c60d702befa. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128971
title: Linked collectors and determiners for: Colección Laboratorio de Entomología Universidad de la Amazonia (LEUA) - Blattodea (Termitas).

description: Natural history specimen data linked to collectors and determiners held within, "Colección Laboratorio de Entomología Universidad de la Amazonia (LEUA) - Blattodea (Termitas)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d33a6e08-5470-460a-8316-5fd4667563e5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d33a6e08-5470-460a-8316-5fd4667563e5. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128969
title: Linked collectors and determiners for: Two new hoverfly species of the Merodon desuturinus lineage (Diptera: Syrphidae: Merodontini).

description: Natural history specimen data linked to collectors and determiners held within, "Two new hoverfly species of the Merodon desuturinus lineage (Diptera: Syrphidae: Merodontini)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d18ea473-40c6-4784-8c49-4216e732a07d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d18ea473-40c6-4784-8c49-4216e732a07d. Formatted as a Frictionless Data package.
DOI: 10.6084/m9.figshare.30951233.v2
title: DSBGT: Spatio-temporal Prediction of Atmospheric Optical Turbulence for LEO Satellite-to-Ground Laser Communication Networks

description: Atmospheric optical turbulence significantly degrades the stability of Low Earth Orbit (LEO) satellite-to-ground laser communication (SGLC) links. This study retrieves Fried parameter fields from high-resolution stratified meteorological data to characterize dynamic atmospheric states and proposes the Diffusion Schrödinger Bridge Graph Transformer (DSBGT) for minute-scale spatio-temporal forecasting. The DSBGT architecture utilizes a GWN-based Transformer (GWNformer) as its backbone, integrating multi-scale spatial features and dynamic graphs with a parallel attention mechanism to resolve complex dependencies. To capture the nonstationary nature of the atmosphere, a Diffusion Schrödinger Bridge (DSB) is incorporated to establish a precise nonlinear mapping from retrieved Fried parameter features to future Fried parameter distributions via probabilistic optimal transport. Results demonstrate that DSBGT achieves a Mean Absolute Error (MAE) of 0.22 cm and a Root Mean Square Error (RMSE) of 0.26 cm, significantly outperforming existing benchmarks. These findings underscore the efficacy of the proposed model for operational link scheduling in high-capacity SGLC networks.
DOI: 10.6084/m9.figshare.30986587
title: Dataset: Impedimetric Aptasensor for <i>Candida albicans</i> Detection

description: This repository contains <b>raw Electrochemical Impedance Spectroscopy (EIS) data only</b> acquired from DNA-based aptasensors designed for <i>Candida albicans</i> detection, comparing <b>two-electrode (2E)</b> and <b>three-electrode (3E)</b> measurement configurations.Measurements were performed on screen-printed gold electrodes (MICRUX S1PE-Au10C). For each sensor and experimental stage, <b>15 consecutive EIS scans</b> were recorded to assess temporal stability (initial scan plus iterations 1–14). The frequency sweep comprises <b>51 logarithmically spaced points from 1 Hz to 100 kHz</b>. Data are provided as individual CSV exports (one file per sensor, stage, and iteration).Sensors were exposed to complementary DNA (c-DNA) targets across <b>0.1–100 nM</b> (0.73–730 pg/µL). The mapping between sensor IDs and concentrations for both 2E and 3E configurations, as well as the list of datapoints excluded in the associated manuscript analysis (outliers/low response), is documented in the included <code>README.md</code>.This Figshare deposit provides <b>raw data only</b>. It does <b>not</b> include processed datasets, fitted circuit parameters, derived metrics (e.g., Nyquist area, Rct extraction), statistical analysis outputs, or analysis scripts.
DOI: 10.6084/m9.figshare.30986587.v1
title: Dataset: Impedimetric Aptasensor for <i>Candida albicans</i> Detection

description: This repository contains <b>raw Electrochemical Impedance Spectroscopy (EIS) data only</b> acquired from DNA-based aptasensors designed for <i>Candida albicans</i> detection, comparing <b>two-electrode (2E)</b> and <b>three-electrode (3E)</b> measurement configurations.Measurements were performed on screen-printed gold electrodes (MICRUX S1PE-Au10C). For each sensor and experimental stage, <b>15 consecutive EIS scans</b> were recorded to assess temporal stability (initial scan plus iterations 1–14). The frequency sweep comprises <b>51 logarithmically spaced points from 1 Hz to 100 kHz</b>. Data are provided as individual CSV exports (one file per sensor, stage, and iteration).Sensors were exposed to complementary DNA (c-DNA) targets across <b>0.1–100 nM</b> (0.73–730 pg/µL). The mapping between sensor IDs and concentrations for both 2E and 3E configurations, as well as the list of datapoints excluded in the associated manuscript analysis (outliers/low response), is documented in the included <code>README.md</code>.This Figshare deposit provides <b>raw data only</b>. It does <b>not</b> include processed datasets, fitted circuit parameters, derived metrics (e.g., Nyquist area, Rct extraction), statistical analysis outputs, or analysis scripts.
DOI: 10.5281/zenodo.18128977
title: Linked collectors and determiners for: Four new species of Ursinia (Asteraceae, Anthemideae) from South Africa, with an updated key to the genus in Namaqualand.

description: Natural history specimen data linked to collectors and determiners held within, "Four new species of Ursinia (Asteraceae, Anthemideae) from South Africa, with an updated key to the genus in Namaqualand". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/db025b3f-ecbb-4614-88c0-f6556f6ff79f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/db025b3f-ecbb-4614-88c0-f6556f6ff79f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128975
title: Linked collectors and determiners for: Lectotypification of Siphocampylus (Campanulaceae) from Argentina.

description: Natural history specimen data linked to collectors and determiners held within, "Lectotypification of Siphocampylus (Campanulaceae) from Argentina". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d7e6d247-ac0b-4ffe-af91-c562b94ebc33 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d7e6d247-ac0b-4ffe-af91-c562b94ebc33. Formatted as a Frictionless Data package.