cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18027731
title: Supporting data and code for a manuscript under review at Nature

description: ================================================================================1. OVERVIEW================================================================================This repository contains all datasets and processing workbooks necessary to reproduce the results in the associated manuscript under double-blind review at Nature. The core computations are implemented within Microsoft Excel workbooks.

================================================================================2. REPOSITORY STRUCTURE================================================================================The archive has the following structure:

Data_Code_for_Scaling_Theory/

├── README.txt                                                    # This file

├── data/                                                               # Directory for all data files

│   ├── main_text                                                  # For figures in the main text

│   └── methods                                                    # For figures in the methods section

└── code/                                                              # All processing  code

│   ├── main_text                                                  # Code for main text figures

│   └── methods                                                    # Code for methods figures

================================================================================3. HOW TO REPLICATE THE RESULTS================================================================================To reproduce any result, follow this general three-step pattern:  1. LOCATE the relevant workbook in the `/code/` directory.  2. OPEN the `.xlsx` file with Microsoft Excel.  3. REFER to the output sheets for the final numerical results used in plotting.

All workbooks are self-contained. No additional calculations are required.

【Instructions for Extraction】This dataset is split into multiple archive volumes. To extract the complete data, please follow these steps:1. Download ALL files (Data_Code_for_Scaling_Theory.zip.001 through .005) into the same folder on your computer.2. Ensure you have software like 7-Zip or WinRAR installed.3. Right-click on the FIRST file (Data_Code_for_Scaling_Theory.zip.001) and select "Extract Here" or "Extract to Current Folder".Important: Do NOT extract each file individually; the software will automatically combine all volumes.
DOI: 10.5281/zenodo.18027730
title: Supporting data and code for a manuscript under review at Nature

description: ================================================================================1. OVERVIEW================================================================================This repository contains all datasets and processing workbooks necessary to reproduce the results in the associated manuscript under double-blind review at Nature. The core computations are implemented within Microsoft Excel workbooks.

================================================================================2. REPOSITORY STRUCTURE================================================================================The archive has the following structure:

Data_Code_for_Scaling_Theory/

├── README.txt                                                    # This file

├── data/                                                               # Directory for all data files

│   ├── main_text                                                  # For figures in the main text

│   └── methods                                                    # For figures in the methods section

└── code/                                                              # All processing  code

│   ├── main_text                                                  # Code for main text figures

│   └── methods                                                    # Code for methods figures

================================================================================3. HOW TO REPLICATE THE RESULTS================================================================================To reproduce any result, follow this general three-step pattern:  1. LOCATE the relevant workbook in the `/code/` directory.  2. OPEN the `.xlsx` file with Microsoft Excel.  3. REFER to the output sheets for the final numerical results used in plotting.

All workbooks are self-contained. No additional calculations are required.

【Instructions for Extraction】This dataset is split into multiple archive volumes. To extract the complete data, please follow these steps:1. Download ALL files (Data_Code_for_Scaling_Theory.zip.001 through .005) into the same folder on your computer.2. Ensure you have software like 7-Zip or WinRAR installed.3. Right-click on the FIRST file (Data_Code_for_Scaling_Theory.zip.001) and select "Extract Here" or "Extract to Current Folder".Important: Do NOT extract each file individually; the software will automatically combine all volumes.
DOI: 10.34740/kaggle/dsv/14335505
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.d564ck
title: Occurrence Download

description: A dataset containing 198274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aptenodytes patagonicus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 198274 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068720-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxp8qj
title: Occurrence Download

description: A dataset containing 1320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "DatasetKey is Field Museum of Natural History (Zoology) Mammal Collection",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rodentia",
 "Year is 1987"
 ]
}

 The dataset includes 1320 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068729-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/bqsk-d072
title: "Wi-Fi Sensing for Human Activity Recognition: A Monostatic Approach via Beamforming Feedback Matrix"

description: "Wi-Fi\u2013based Human Activity Recognition (HAR) faces significant deployment barriers because most existing systems rely on Channel State Information (CSI), which requires multiple transceiver devices, including specific hardware, driver access, or firmware modification. Recent studies have explored Beamforming Feedback Matrix (BFM) signals as a lightweight alternative; however, these approaches typically employ bistatic configurations with physically separated transmitters and receivers, limiting practicality in residential deployments. This paper presents a firmware-agnostic, monostatic HAR framework that leverages BFM signals captured by a single commercial IEEE 802.11ac router, eliminating the need for auxiliary transceivers or hardware modification. A principled signal processing and feature engineering pipeline is introduced, incorporating Signal-to-Noise Ratio (SNR) filtering and BFM\u2013acceleration extraction to mitigate noise and nonstationarity in compressed beamforming data. The proposed system is evaluated using 150 experimental sessions, involving five subjects across three distinct environments, under a LeaveOne-Subject-Out (LOSO) cross-validation protocol. Experimental results demonstrate classification accuracy of up to 98.75% for unseen subjects within the same environment and over 93% accuracy under cross-environment testing. These results validate that monostatic BFM sensing retains sufficient spatial and temporal structure for robust activity recognition, establishing a practical pathway toward scalable, firmware-agnostic Wi-Fi sensing using commodity devices.  "
DOI: 10.6084/m9.figshare.30451226
title: Simulation datasets for the manuscript <i>"</i><i>Influence of Particle-Wall Electrostatic Interactions on Packing of Charged Micron Particles</i><i>"</i>

description: This dataset contains figure data for the manuscript entitled <i>"</i><i>Influence of Particle-Wall Electrostatic Interactions on Packing of Charged Micron Particles</i><i>"</i>. This work simulates the packing of charged micron particles onto a flat surface, with a particular focus on elucidating the effects of particle-wall electrostatic interactions.
DOI: 10.6084/m9.figshare.30451226.v2
title: Simulation datasets for the manuscript <i>"</i><i>Influence of Particle-Wall Electrostatic Interactions on Packing of Charged Micron Particles</i><i>"</i>

description: This dataset contains figure data for the manuscript entitled <i>"</i><i>Influence of Particle-Wall Electrostatic Interactions on Packing of Charged Micron Particles</i><i>"</i>. This work simulates the packing of charged micron particles onto a flat surface, with a particular focus on elucidating the effects of particle-wall electrostatic interactions.
DOI: 10.6084/m9.figshare.30451226.v1
title: Simulation datasets for the manuscript <i>"</i><i>Influence of Particle-Wall Electrostatic Interactions on Packing of Charged Micron Particles</i><i>"</i>

description: This dataset contains figure data for the manuscript entitled <i>"</i><i>Influence of Particle-Wall Electrostatic Interactions on Packing of Charged Micron Particles</i><i>"</i>. This work simulates the packing of charged micron particles onto a flat surface, with a particular focus on elucidating the effects of particle-wall electrostatic interactions.
DOI: 10.5281/zenodo.18088757
title: Data for: Mixed effects of complement in a chronic murine model of inflammatory erosive arthritis and pulmonary vascular disease
DOI: 10.5281/zenodo.18088758
title: Data for: Mixed effects of complement in a chronic murine model of inflammatory erosive arthritis and pulmonary vascular disease
DOI: 10.17605/osf.io/zwmeh
title: Youth Ambiguous Loss & Life Strain Scale

description: Data from initial development
DOI: 10.5281/zenodo.16813384
title: Probing cellulose hydrogel dehydration with Brillouin spectroscopy: Insights into mechanical properties

description: This dataset contains the experimental data presented in the article "Probing cellulose hydrogel dehydration with Brillouin spectroscopy: Insights into mechanical properties" published in Applied Physics Letters, 128(2), 2026. DOI: 10.1063/5.0299927.
DOI: 10.5281/zenodo.16813385
title: Probing cellulose hydrogel dehydration with Brillouin spectroscopy: Insights into mechanical properties

description: This dataset contains the experimental data presented in the article "Probing cellulose hydrogel dehydration with Brillouin spectroscopy: Insights into mechanical properties" published in Applied Physics Letters, 128(2), 2026. DOI: 10.1063/5.0299927.
DOI: 10.3886/e241989
title: College of Nursing Sciences, Amachara, Abia State, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110) For More Details On How To Apply And Register Online.

description: College of Nursing Sciences, Amachara, Abia State, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110) For More Details On How To Apply And Register Online. The Management Of The School Hereby Inform The general Public On The Sales Of The General Nursing Admission Form Into The School Of Nursing, And Also The Sales Of Two (2) Years Post Basic Nursing Program. Contact The Educational Board Admin On (08058556110) For More Details On How To Purchase The Form And Register Online. REQUIREMENT FOR THE THREE YEARS GENERAL NURSING PROGRAMMES1. GENERAL NURSING PROGRAMME Admission Requirements Candidates For Admission Into The General Nursing Program Of The Nursing And Midwifery Council Of Nigeria Must Posses The Senior Secondary School Certificate Or It’s Equivalent With Five Credits To Include English Language And Either Physics, Chemistry, Biology/Health Science At Not More Than Two sittings. Duration Of Training: Three Calendar Years. Registered Nurse (RN) Also POST BASIC NURSING MIDWIFERY PROGRAMME Admission Requirements: The Candidate Must Be a Registered Nurse, Five (O,Level) Credits Not More Two Sittings And Must Also Meet All institutional Requirements. Duration of Training: Two Calendar *Year*.{08058556110}
DOI: 10.25574/26952
title: Chandra X-ray Observatory ObsId 26952

description: Studying a Co-Evolving Cluster Population over 9 Gyr with Chandra
DOI: 10.25574/28810
title: Chandra X-ray Observatory ObsId 28810

description: ACIS GTO: THE CLUSTER EVOLUTION REFERENCE ENSEMBLE AT LOW-Z (CEREAL): A LOW-MASS EXTENSION
DOI: 10.15468/ta23c7
title: Two new species and new records of the genus Procirrus Latreille from China (Coleoptera, Staphylinidae, Paederinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Huang, Lei, Cao, Guang-Hong, Peng, Zhong (2025): Two new species and new records of the genus Procirrus Latreille from China (Coleoptera, Staphylinidae, Paederinae). ZooKeys 1250: 189-200, DOI: 10.3897/zookeys.1250.158452AbstractNew taxonomic and faunistic data for three species of the genus Procirrus Latreille, 1829 from China are provided. Two new species from Hainan and Yunnan provinces are described and illustrated: P. hei Huang & Peng, sp. nov. and P. yunnanensis Huang & Peng, sp. nov. Additional data (including photographs of the habitus and the type labels) on the type specimen of P. fusculus Sharp, 1889 are given. Procirrus lewisii Sharp, 1889 is recorded from Shandong, Jiangsu, Shanghai, Zhejiang, Fujian, Hubei, Guangxi, Guizhou, Chongqing, Sichuan and Xizang for the first time. An identification key to Asian species of Procirrus is given.
DOI: 10.15468/yvxrc9
title: Phylogenomics of North American cybaeid spiders (Araneae, Cybaeidae), including the description of new taxa from the Klamath Mountains Geomorphic Province

description: This dataset contains the digitized treatments in Plazi based on the original journal article Hedin, Marshal, Ramírez, Martín J., Monjaraz-Ruedas, Rodrigo (2025): Phylogenomics of North American cybaeid spiders (Araneae, Cybaeidae), including the description of new taxa from the Klamath Mountains Geomorphic Province. ZooKeys 1226: 47-75, DOI: 10.3897/zookeys.1226.140204AbstractThe systematics of humble-in-appearance brown spiders (“ marronoids ”), within a larger group of spiders with a modified retrolateral tibial apophysis (the RTA Clade), has long vexed arachnologists. Although not yet fully settled, recent phylogenomics has allowed the delimitation and phylogenetic relationships of families within marronoids to come into focus. Understanding relationships within these families still awaits more comprehensive generic-level sampling, as the majority of described marronoid genera remain unsampled for phylogenomic data. Here we conduct such an analysis in the family Cybaeidae Banks, 1892. We greatly increase generic-level sampling, assembling ultraconserved element (UCE) data for 18 of 22 described cybaeid genera, including all North American genera, and rigorously test family monophyly using a comprehensive outgroup taxon sample. We also conduct analyses of traditional Sanger loci, allowing curation of some previously published data. Our UCE phylogenomic results support the monophyly of recognized cybaeids, with strongly supported internal relationships, and evidence for five primary molecular subclades. We hypothesize potential morphological synapomorphies for most of these subclades, bringing a robust phylogenomic underpinning to cybaeid classification. A new cybaeid genus Siskiyu gen. nov. and species Siskiyu armilla sp. nov. is discovered and described from far northern California and adjacent southern Oregon and a new species in the elusive genus Cybaeozyga, C. furtiva sp. nov., is described from far northern California.
DOI: 10.15468/dl.dxgjxn
title: Occurrence Download

description: A dataset containing 2362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chionactis occipitalis"
 ]
}

 The dataset includes 2362 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068732-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e241990
title: College of Nursing Sciences, Umuahia, Abia State, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110) For More Details On How To Apply And Register Online.

description: College of Nursing Sciences, Umuahia, Abia State, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110) For More Details On How To Apply And Register Online. The Management Of The School Hereby Inform The general Public On The Sales Of The General Nursing Admission Form Into The School Of Nursing, And Also The Sales Of Two (2) Years Post Basic Nursing Program. Contact The Educational Board Admin On (08058556110) For More Details On How To Purchase The Form And Register Online. REQUIREMENT FOR THE THREE YEARS GENERAL NURSING PROGRAMMES1. GENERAL NURSING PROGRAMME Admission Requirements Candidates For Admission Into The General Nursing Program Of The Nursing And Midwifery Council Of Nigeria Must Posses The Senior Secondary School Certificate Or It’s Equivalent With Five Credits To Include English Language And Either Physics, Chemistry, Biology/Health Science At Not More Than Two sittings. Duration Of Training: Three Calendar Years. Registered Nurse (RN) Also POST BASIC NURSING MIDWIFERY PROGRAMME Admission Requirements: The Candidate Must Be a Registered Nurse, Five (O,Level) Credits Not More Two Sittings And Must Also Meet All institutional Requirements. Duration of Training: Two Calendar *Year*.{08058556110}
DOI: 10.34740/kaggle/dsv/14335584
title: Sunspot Numbers Dataset (1700–2025)
DOI: 10.34740/kaggle/dsv/14335662
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17468249
title: Tuning the Photoelectrochemical Properties of Ti/W-Modified PCN-222 Using Charge-Selective Interlayers
DOI: 10.5281/zenodo.18088960
title: Tuning the Photoelectrochemical Properties of Ti/W-Modified PCN-222 Using Charge-Selective Interlayers
DOI: 10.15468/9pjw52
title: The Suborder Tubulifera (Thysanoptera) of Saudi Arabia with one new species, new records and checklist to the Arabian Peninsula species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Rasool, Iftekhar, Alattal, Yehya Zaki, Ansi, Amin Al, Aldhafer, Hathal M. (2025): The Suborder Tubulifera (Thysanoptera) of Saudi Arabia with one new species, new records and checklist to the Arabian Peninsula species. Zootaxa 5627 (3): 431-454, DOI: 10.11646/zootaxa.5627.3.2, URL: https://doi.org/10.11646/zootaxa.5627.3.2AbstractThrips of the suborder Tubulifera were collected across Saudi Arabia, with 18 species in nine genera being found. Eight species and six genera are recorded for the first time from this country and Haplothrips microcephalum Rasool sp. nov. is described as new to science. A key is provided to the genera and species of Saudi Arabia, together with a checklist to the Tubulifera species of Arabian Peninsula. The existence of Liothrips oleae in the thrips fauna of Saudi Arabia should be reconsidered, as there is no verified evidence supporting the presence of this species within the country.
DOI: 10.3886/e241989v1
title: College of Nursing Sciences, Amachara, Abia State, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110) For More Details On How To Apply And Register Online.

description: College of Nursing Sciences, Amachara, Abia State, 2026/2027 Admission Form/Application Form Is Out Call the Registrar (08058556110) 08058556110 (08058556110) For More Details On How To Apply And Register Online. The Management Of The School Hereby Inform The general Public On The Sales Of The General Nursing Admission Form Into The School Of Nursing, And Also The Sales Of Two (2) Years Post Basic Nursing Program. Contact The Educational Board Admin On (08058556110) For More Details On How To Purchase The Form And Register Online. REQUIREMENT FOR THE THREE YEARS GENERAL NURSING PROGRAMMES1. GENERAL NURSING PROGRAMME Admission Requirements Candidates For Admission Into The General Nursing Program Of The Nursing And Midwifery Council Of Nigeria Must Posses The Senior Secondary School Certificate Or It’s Equivalent With Five Credits To Include English Language And Either Physics, Chemistry, Biology/Health Science At Not More Than Two sittings. Duration Of Training: Three Calendar Years. Registered Nurse (RN) Also POST BASIC NURSING MIDWIFERY PROGRAMME Admission Requirements: The Candidate Must Be a Registered Nurse, Five (O,Level) Credits Not More Two Sittings And Must Also Meet All institutional Requirements. Duration of Training: Two Calendar *Year*.{08058556110}
DOI: 10.15468/yzkpsv
title: Two new species of Colletotrichum (Glomerellaceae, Glomerellales) and a new host record for Colletotrichum karsti on Rosa chinensis from southwestern China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Norphanphoun, Chada, Wang, Jia-Ping, Wang, Xing-Chang, Aumentado, Herbert Dustin, Liu, Feng-Quan, Wang, Yong (2025): Two new species of Colletotrichum (Glomerellaceae, Glomerellales) and a new host record for Colletotrichum karsti on Rosa chinensis from southwestern China. MycoKeys 122: 293-319, DOI: 10.3897/mycokeys.122.161091AbstractColletotrichum, a genus of ascomycetous fungi in the family Glomerellaceae, includes many important plant pathogens worldwide. In this study, eight fungal strains collected from plant hosts in southwestern China (Guizhou and Yunnan provinces) were identified as four species of Colletotrichum. Two novel species, Colletotrichum actinidicola and Colletotrichum poalesicola, are described based on morphological characteristics and multilocus (ITS, gapdh, chs- 1, act, β-tubulin, his 3, and cal) phylogenetic analyses. Phylogenetic analyses placed strains of Colletotrichum fici in a well-supported clade with Colletotrichum boninense, and these taxa are treated as synonyms of Colletotrichum boninense. Similarly, Colletotrichum wuxuhaiense clustered with Colletotrichum karsti and is synonymized with it based on genetic divergence and morphological similarity. Additionally, Colletotrichum karsti isolated from Rosa chinensis (Rosaceae), is introduced as a new host record. One previously known species, Colletotrichum boninense, was also recorded. The integration of molecular and morphological data facilitated accurate species delimitation and improved understanding of Colletotrichum diversity in this region. These findings contribute to the growing body of knowledge on the taxonomy, host associations, and distribution of Colletotrichum species in Asia.