cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15003596
title: Non-destructive Methods for Reinforcement Mapping in Concrete Members: Databases

description: Repository Description

This repository presents an extensive collection of published studies compiling non-destructive test (NDT) results on the identification of reinforcement properties embedded with reinforced concrete members. The NDT methods include the covermeter (CM) and ground-penetrating radar (GPR). The datasets collectively comprise 3,463 test results from 26 published studies. Covermeter results are organised into two separate datasets for rebar diameter measurements and concrete cover depth measurements. The datasets are distributed as follows:



CM (Rebar Diameter): 835 tests from 10 studies.

CM (Cover Depth): 1,844 tests from 15 studies.

GPR: 784 tests from 15 studies.


Across each NDT, the measured outputs include the estimated rebar spacing, number of bars, rebar diameter, concrete cover depth, and effective depth.

Database Structure

Each database contains a mixture of numerical and categorical variables, with the following characteristics:



CM (Rebar Diameter): 17 independent variables and 3 dependent variables.

CM (Cover Depth): 18 independent variables and 3 dependent variables.

GPR: 18 independent variables and 4 dependent variables.


These variables cover the material age, location, geometry, NDT parameters, and specimen design. Of the total datasets, 681 CM rebar diameter measurements, 1,284 CM cover depth measurements, and 574 GPR measurements were conducted on in-situ on in-situ structures, while the remainder were performed on laboratory-cast specimens. The datasets include numerical results from reported directly in the relevant publication, with no interpretation performed on radar or scan maps. Numerical data from visualized results (e.g., scatter plots) were extracted using an open-source computer vision-assisted software for high precision.

Project and Documentation

These databases were compiled as part of the EU-funded ReCreate project. The ReCreate project researches the process of reusing precast concrete elements through four real-life deconstruction and reuse pilots in Europe. The project aims to assess and improve the technical feasibility of a circular life cycle for structural precast elements across the entire value chain from disassembly, quality control, design for reuse and reconstruction.

A manuscript applying this dataset to empirical and machine learning models is under review and will be linked here upon publication.

For detailed descriptions of nomenclature, abbreviations, and assumptions, refer to the Database Guide PDF included in this repository.
DOI: 10.5281/zenodo.17292599
title: Non-destructive Methods for Reinforcement Mapping in Concrete Members: Databases

description: Repository Description

This repository presents an extensive collection of published studies compiling non-destructive test (NDT) results on the identification of reinforcement properties embedded with reinforced concrete members. The NDT methods include the covermeter (CM) and ground-penetrating radar (GPR). The datasets collectively comprise 3,463 test results from 26 published studies. Covermeter results are organised into two separate datasets for rebar diameter measurements and concrete cover depth measurements. The datasets are distributed as follows:



CM (Rebar Diameter): 835 tests from 10 studies.

CM (Cover Depth): 1,844 tests from 15 studies.

GPR: 784 tests from 15 studies.


Across each NDT, the measured outputs include the estimated rebar spacing, number of bars, rebar diameter, concrete cover depth, and effective depth.

Database Structure

Each database contains a mixture of numerical and categorical variables, with the following characteristics:



CM (Rebar Diameter): 17 independent variables and 3 dependent variables.

CM (Cover Depth): 18 independent variables and 3 dependent variables.

GPR: 18 independent variables and 4 dependent variables.


These variables cover the material age, location, geometry, NDT parameters, and specimen design. Of the total datasets, 681 CM rebar diameter measurements, 1,284 CM cover depth measurements, and 574 GPR measurements were conducted on in-situ on in-situ structures, while the remainder were performed on laboratory-cast specimens. The datasets include numerical results from reported directly in the relevant publication, with no interpretation performed on radar or scan maps. Numerical data from visualized results (e.g., scatter plots) were extracted using an open-source computer vision-assisted software for high precision.

Project and Documentation

These databases were compiled as part of the EU-funded ReCreate project. The ReCreate project researches the process of reusing precast concrete elements through four real-life deconstruction and reuse pilots in Europe. The project aims to assess and improve the technical feasibility of a circular life cycle for structural precast elements across the entire value chain from disassembly, quality control, design for reuse and reconstruction.

A manuscript applying this dataset to empirical and machine learning models is under review and will be linked here upon publication.

For detailed descriptions of nomenclature, abbreviations, and assumptions, refer to the Database Guide PDF included in this repository.
DOI: 10.15468/dl.wuwckz
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia biondii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 307 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060731-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7km2g9
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060728-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymc8gd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Camellia ptilophylla, Camellia changningensis)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060727-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5283/epub.77910
title: Data Set of Publication Replacement of a single residue in an antibody abolishes cognate antigen binding, as predicted by theoretical methods

description: Data archive for the publication:

Structural insights into the interaction between antibodies and antigens at the atomic level are pivotal for understanding the molecular mechanisms of antigen binding. Despite the availability of structural models generated by recent artificial intelligence advancements, computational predictions require experimental validation to confirm their accuracy. Here, we demonstrate a novel approach that combines computational protein modeling with spectroscopic experiments to validate antibody-antigen interactions. As a case example we use solanezumab, a monoclonal antibody that targets amyloid-beta (Aβ), whose misfolding is the main factor responsible for Alzheimer’s disease. For this antibody we predicted a single mutation, G95AHC, within the paratope of the heavy chain to disrupt antigen binding. This mutation, referred to as a “dead mutant”, was experimentally validated using an immuno-infrared biosensor (iRS). Our results confirmed that the mutation abolished antigen binding without affecting the native structure of the antibody. The use of dead mutants enables precise differentiation between specific and nonspecific binding, which is particularly important in medical diagnostics. We applied this approach to analyze the binding of solanezumab to synthetically produced Aβ variants and Aβ catched by the iRS functionalized surface from cerebrospinal fluid, showcasing its utility in Alzheimer’s disease diagnostics. These findings highlight the value of computational modeling and experimental validation in understanding antigen-antibody interactions, with significant implications for diagnostic and therapeutic applications.
DOI: 10.15468/dl.kaq9tj
title: Occurrence Download

description: A dataset containing 579701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coraciiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-120 0,-90 0,-90 30,-120 30,-120 0))"
 ]
}

 The dataset includes 579701 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060684-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg7tkq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrinops walla",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060734-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2vyan
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia campbellii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 470 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060735-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/29517635.v2
title: Threshold by Noemi Liba Friedman

description: <i>Threshold is a m</i>usic work by Noemi Liba Friedman commissioned by the Grainger Museum, University of Melbourne, specifically for the microtonal Federation Handbells (managed by Museums Victoria on behalf of Creative Victoria), percussion, and voices, and was premiered as part of Multivocal - an exhibition held at the Old Quad, University of Melbourne, from March to May 2021.Performed in surround sound, integrating elements of Middle Eastern quarter-tone scales into an evocative and atmospheric work to welcome asylum seekers and immigrants arriving here from a life impacted by persecution or war. <i>Threshold was pr</i>emiered in the Old Quad Courtyard at Parkville on 5th May 2021. The event, free and open to the public, marked the conclusion of the 2020 Grainger Student Composer in Residence Program, which was co-funded by the Museums & Collections Department and IgniteLAB (Faculty of Fine Arts and Music).The performance was conducted by Brent Miller and featured renowned vocalists Gelareh Pour and Sarvenaz Monfaredi, MYRIAD (percussion ensemble of the Melbourne Conservatorium), Peter Neville, Kaylie Melville and Bridget Bourne (percussion soloists), and a bell chorus consisting of secondary school students and community musicians from various diasporic communities.In the composer's words:<i>"Threshold</i> integrates Arabic and Mediterranean quarter-tone scales within a new music work, depicting the heart-wrenching journey of Middle Eastern asylum seekers who arrive here in Australia from the sorrow of war, much as my parents did 70 years ago. Authenticity and inclusivity are important to me, so, given the subject matter of this work, alongside five professional musicians, some of whom themselves have migrated from these regions, I have engaged percussionists and musicians from community groups, such as the Building Bridges project which sees Jewish, Christian and Muslim youth working together toward greater understandings... <i>Threshold</i> seeks to give voice to, and honour those who have taken this leap of faith, and who ultimately enrich our world with their stories, resilience and the culture they bring to new shores."<br>
DOI: 10.15468/dl.vwnrfe
title: Occurrence Download

description: A dataset containing 2184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Kaloula pulchra Gray, 1831"
 ]
}

 The dataset includes 2184 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004510-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-23243
title: Case summaries of the 83 selected cases (3 & 4 of 4), 1991 May 23-31

description: Packet - Case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (3 & 4 of 4), 1991 May 23-31. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.qj9svx
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phocoena spinipinnis Burmeister, 1865"
 ]
}

 The dataset includes 155 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000595-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vub39z
title: Occurrence Download

description: A dataset listing the 93 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022)",
 "OccurrenceStatus is Present",
 "TaxonKey is Annelida"
 ]
}

 The dataset's 93 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013330-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-23353
title: Case summaries of the 83 selected cases (3 & 4 of 4), 1991 May 23-31

description: Packet - Case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (3 & 4 of 4), 1991 May 23-31. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.8ionqa
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioon edule Lindl.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000595-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-23374
title: Case summaries of the 83 selected cases (3 & 4 of 4), 1991 May 23-31

description: Packet - Case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (3 & 4 of 4), 1991 May 23-31. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.j557zt
title: Occurrence Download

description: A dataset containing 6817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Mytilus galloprovincialis Lamarck, 1819",
 "Year 1848-2023"
 ]
}

 The dataset includes 6817 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059701-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24981
title: Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19

description: LAPD Records - Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.dfvrp7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea cuneifolia Orphan. ex Boiss., 1875"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000595-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxsf48
title: Occurrence Download

description: A dataset containing 6514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Narcinidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 6514 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059698-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-25012
title: Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19

description: LAPD Records - Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.7lqqh0
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nesogordonia perrieri Arènes"
 ]
}

 The dataset includes 48 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000595-170822121629195/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.