cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17678305
title: Ipseity Daily Data

description: At what rate do individuals say they are X?

Begining on 2025-07-08, I surveyed a small random sample of American adults on a daily cadence.  They responded to many items of the form: Does <signifier> describe you today?

The file ipseity-daily-aggregated.csv in this repository contains the aggregated results through 2025-07-28.  The columns are as follows:



signifier - a word, phrase or emoji

yes_count - the number of respondents who answered yes (aggregated all-time).

no_count - the number of respondents who answered no (aggregated all-time).

prevalence_per_10k - an estimate of the prevalence per 10,000.  If we were to survey 10,000 American adults, how many would we expect to respond yes to this signifier?  The number is calculated as yes_count / (yes_count + no_count) * 10,000.

earliest_obs_date - this date represents the first time this particular signifier was ever displayed to a respondent.  Signifiers are chosen with stochasticity from a long list; new signifiers are sometimes added, old signifiers are sometimes deleted, and a signifier may be moved higher or lower in priority for sampling.

latest_obs_date - the date closest to the present date on which signifier was most recently presented to a respondent.


Version created on 2025-11-22 — cumulative data.
DOI: 10.15468/dl.h6m3v2
title: Occurrence Download

description: A dataset containing 1537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material sample",
 "TaxonKey is Viola"
 ]
}

 The dataset includes 1537 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003186-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5jh3dg20
title: MassIVE MSV000099991 - GNPS - Mashua_Tropaeolum tuberosum_pilot data set
title: This dataset contains a pilot LC-MS/MS analysis of Tropaeolum tuberosum (mashua) tuber extracts acquired using a Q Exactive system. The purpose of this pilot run is to evaluate extraction performance and chromatographic conditions prior to generating the full dataset. Samples were acquired in positive ion mode.
DOI: 10.15468/dl.95bd9k
title: Occurrence Download

description: A dataset containing 683402 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((125.12776 33.90027,127.84252 33.90027,127.84252 35.43275,125.12776 35.43275,125.12776 33.90027))",
 "Geometry POLYGON((124.74731 33.63047,127.85301 33.63047,127.85301 35.46655,124.74731 35.46655,124.74731 33.63047))"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 683402 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003168-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ss26c4
title: Occurrence Download

description: A dataset containing 3917 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tirumala septentrionis"
 ]
}

 The dataset includes 3917 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003188-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17615611
title: Benchmarking datasets used in the manuscript "Robust and accurate species-level metagenomic profiling with Themis"
DOI: 10.15468/dl.733r3c
title: Occurrence Download

description: A dataset containing 22471 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus setaceus"
 ]
}

 The dataset includes 22471 records from 323 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003189-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg6p96
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((43.47279 12.6594,58.88567 12.90031,63.27598 26.51584,47.25496 32.19033,43.47279 12.6594))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elapidae",
 "Year 2010-2020"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003190-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xetfxa
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "TaxonKey is Avena fatua"
 ]
}

 The dataset includes 384 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003191-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2pxur
title: Occurrence Download

description: A dataset containing 41807 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Baccharis halimifolia"
 ]
}

 The dataset includes 41807 records from 468 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003192-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jcnst
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium weberbaueri"
 ]
}

 The dataset includes 62 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003193-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zeuwxh
title: Occurrence Download

description: A dataset containing 3252710 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola"
 ]
}

 The dataset includes 3252710 records from 4476 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003182-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48796/20240305-001
title: Bibliography of Tibetan Newspapers

description: Bibliographische Metadaten tibetischer Zeitungen aus dem Bestand der Staatsbibliothek zu Berlin, erstellt im Auftrag des Forschungsprojektes "Divergent Discourses". Dieses Projekt wird von der DFG (Projektnummer: 508232945) und dem AHRC (Projektnummer: AH%2FX001504%2F1) gefördert.
DOI: 10.6084/m9.figshare.28868615
title: Workplace gaslighting increases nurses job burnout

description: Workplace gaslighting increases nurses job burnout
DOI: 10.15468/dl.z3ey3v
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Observation, Machine Observation, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Country is one of (India, Sri Lanka, Nepal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prionailurus rubiginosus (I.Geoffroy Saint-Hilaire, 1831)"
 ]
}

 The dataset includes 57 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001053-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hy6se
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphyrna vespertina Springer, 1940"
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001054-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds2-amgj-d475
title: Zhejiang University Centrifuge Experiments of the Seismic Performance of Sheet Pile Walls in Liquefiable Soils
title: in LEAP-GWU-2022 Experiments:  Seismic Performance of Sheet Pile Walls in Liquefiable Soils

description: Two centrifuge tests (ZJ5, ZJ6) were conducted at Zhejiang University to evaluate the seismic response of sheet-pile retaining structures in liquefiable soils for the 2022 Liquefaction Experiments and Analysis Project (LEAP-GWU-2022).
description: As part of the Liquefaction Experiments and Analysis Projects (LEAP - an international collaboration among several institutions with expertise and capabilities in centrifuge modeling, constitutive modeling, and numerical modeling) LEAP-2022 investigated the seismic performance of sheet pile walls in liquefiable soils.  The results of twenty centrifuge model tests, performed as part of a round robin test program, are shared in this archive. The datasets produced by the model tests are published as six separate experiments in this archive (one experiment per centrifuge facility). Each "experiment" includes a few model tests and each model test includes between one and three destructive shaking events. All of the tests modeled a sheet pile wall supporting a liquefiable soil (Ottawa F-65 sand and Silica sand).  The tests covered a range of ground motion intensities and a range of relative densities to define the median response and the sensitivity of the response to relative density and shaking intensity. The six centrifuge facilities involved in this test program included Ehime University (Japan), Korea Advanced Institute of Science & Technology (ROK), National Central University (Taiwan), Rensselaer Polytechnic institute (USA), University of Cambridge (UK), and Zhejiang University (PRC).  For each "experiment", a presentation file (video), prepared for LEAP-GWU-2022 workshop, is also included.  The presentations describe the centrifuge experiments in each participating centrifuge facility and the observed responses in details. A Web application for visualization of LEAP-GWU-2022 centrifuge data and their comparisons with user-generated numerical simulations is provided in the Code Project (PRJ-4245) published in Design-Safe.
DOI: 10.17603/ds2-bqc0-sn69
title: The hurricane-blackout-heatwave compound hazard
title: in Hurricane-blackout-heatwave compound hazard risk and resilience in a changing climate

description: This is for post-hurricane heatwave simulation
description: This project is to simulate post-hurricane heat wave and black out under different climatologies.
DOI: 10.17603/ds2-ecrn-j109
title: Electronic Files of Shear-Wave Velocity and Cone Penetration Test Measurements from the Charleston Quadrangle, South Carolina

description: Electronic files of shear-wave velocity (Vs) and Cone Penetration Test (CPT) measurements from 110 investigation sites in the 1:24,000 Charleston Quadrangle are presented in this report. Of the 110 investigation sites, 60 are where Vs measurements were conducted, including 54 sites tested by the seismic CPT method. The other 50 sites are CPT sites where no Vs measurements were conducted. Also presented is available summary information for each site, including the latitude and longitude coordinates, the surficial geology, the maximum test depth, the groundwater table depth, the type of test, and the sources of test data. Several test locations lie within the af and Qws surficial deposits mapped by Weems and Lemon. Fewer test locations lie within the Qht, Qhec, Qhes, and Qwc surficial deposits. No test results were available for the Qal and Qwls surficial deposits.
DOI: 10.17603/ds2-g7fe-1k09
title: A MATLAB-based GUI for  Performance-based Tornado Engineering (PBTE) of a Monopole, Vertical Structure with Artificial Neural Networks (ANN)

description: The PBTE_ANN application is a MATLAB®-based graphical user interface (GUI) that uses Artificial Neural Networks (ANN) to expedite the performance-based tornado engineering (PBTE) assessment of a monopole, vertical structure subjected to wind loads from simulated tornadoes of various intensities and sizes. Four components of PBTE are embedded: 1) simulation of structural responses, 2) approximation of fragilities, 3) hazard analysis for assessment of probabilities of structural failure, and 4) life-cycle cost assessment (LCCA). The application serves as a preliminary demonstration of machine learning in the performance-based evaluation of structures. The algorithms are based on work supported by National Science Foundation (NSF) project CMMI-1434880 led by the Principal Investigator, Associate Professor Luca Caracoglia of Northeastern University’s Civil and Environmental Engineering Department. The machine learning component of the application has been developed with support from The MathWorks, Inc. through a micro-grant awarded in 2019 by Northeastern University and Professor Miriam Leeser of the Department of Electrical and Computer Engineering. Additional information along with references that explain the algorithms in more detail are provided in the user manual. An example data set is provided to guide users.
DOI: 10.17603/ds2-vgqs-rv17
title: Modelling of Archetypal RC Wall Building
title: in Modelling of RC Walls and RC Wall Buildings

description: A case study involving multiple-stripe analysis (MSA) of an 8-storey RC wall building located in Wellington. The analysis was conducted in OpenSees
Details of this study can be found in:
Shegay, A. V., “Seismic Performance of Reinforced Concrete Walls Designed For Ductility,” Ph.D. Thesis. University of Auckland, 2019
description: This project consists of two studies. The first is an OpenSees model calibration study, where a modelling approach is developed to model RC walls, particularly to capture deformation capacity.

The second study is a building analysis study to determine the performance of an archetype RC wall building located in Wellington, New Zealand. This study utilizes the modelling recommendations from the calibration study and analyses the building over several hazard levels (multiple-stripe analysis) to investigate the probability of various damage states

Further information on both studies can be found at:
Shegay, A. V., “Seismic Performance of Reinforced Concrete Walls Designed For Ductility,” Ph.D. Thesis. University of Auckland, 2019
DOI: 10.17603/ds2-caf7-k461
title: Digital Appendix of "A parametric hinge model of reinforced concrete coupling beams for collapse assessment and performance-based design of coupled wall structures"
title: in A parametric hinge model of reinforced concrete coupling beams for collapse assessment and performance-based design of coupled wall structures

description: Archived in this data depot is the digital appendix of the manuscript titled as "A parametric hinge model of reinforced concrete coupling beams for collapse assessment and performance-based design of coupled wall structures".
description: Archived in this document is the digital appendix of "A parametric hinge model of reinforced concrete coupling beams for collapse assessment and performance-based design of coupled wall structures". The appendix includes the calibrated hinge model hysteresis results for 58 coupling beam tests as well as two zipped files: (1) "MatlabCalibrationScript&Examples.zip" and (2) "CaseStudyOpenSeesModels.zip".

The "MatlabCalibrationScript&Examples.zip" documents the Matlab script and OpenSees modeling scripts used for calibrating the modeling parameters of the proposed shear hinge. The main script is "ShearHingeCalibration.m" which could be run along with an existing OpenSees local executable. The "CaseStudyOpenSeesModels.zip" documents the OpenSees models used for the case study of the coupled wall structure. It contains two sub-folders for the two modeling approaches used in the study: (1) ASCE 41-23 and (2) ProposedHingeModel. The two sub-folders share the same file structure where the main OpenSees modeling script is "BuildWallModelMain.tcl".
DOI: 10.17603/ds2-fqat-4v02
title: HaitiBRD: A labeled satellite imagery dataset for building and road damage assessment of the 2010 Haiti earthquake

description: The dataset consists of paired pre- and post-disaster satellite imageries of the 2010 Haiti Earthquake,  a magnitude 7.0 earthquake that struck Haiti at 16:53 local time on 12 January 2010. The satellite imagery pairs were captured by GeoEye-1 satellite with high resolution (0.5m/pixel) and available from the Maxar Open Data program (https://creativecommons.org/licenses/by-nc/4.0/legalcode). The pre and post-disaster imagery were taken on 09 January 2010 and 15 January 2010, respectively.

The featured imageries (approximately 3.51 km2 in total) cover the vicinity of Port-au-Prince, the capital of Haiti, and the area situated about 25 kilometers west of the earthquake’s epicenter [18°28′N, 72°32′W]. These regions were severely affected by the earthquake, with the damaged seaport, roads, and buildings. In addition to pairs of pre- and post-disaster satellite images of the event, this dataset provides the label of the damage to buildings and roads. Over 9000 building segments are classified into four damage levels (“No damage,” “Minor,” “Major,” and “Destroyed”) and illustrated in different colors in the segmentation masks (.png). On the other hand, the undamaged and damaged road segments are denoted by line strings in .shp files. All annotations were done by the in-house team with quality control.
DOI: 10.17603/ds2-gbht-ma87
title: Questions to Encourage Culturally Competent Research—CONVERGE Extreme Events Research Check Sheets Series

description: This check sheet offers a series of questions for researchers. These questions are meant to prompt reflection on the motivations, outcomes, goals, and consequences of their work. As researchers prepare to enter the field, these considerations are meant to help ensure culturally competent research design and practice. About the CONVERGE Extreme Events Research Check Sheets Series: The National Science Foundation-supported CONVERGE facility at the Natural Hazards Center at the University of Colorado Boulder has developed a series of short, graphical check sheets that are meant to be used as researchers design their studies, prepare to enter the field, conduct field research, and exit the field. The series offers best practices for extreme events research and includes check sheets that are free to the research community. More information is available at: https://converge.colorado.edu/resources/check-sheets.
DOI: 10.17603/ds2vm3j
title: Wall Panel Test 3
title: in NEESR: Seismic Performance of Conventional and Innovative Special Structural Walls

description: Reversed-cyclic pseudo static test of reinforced concrete wall panel representing plastic hinge region of a wall
description: The project explored design and performance limits for structural walls, considering both conventional wall construction practices and innovative construction practices. A principal finding of recent earthquakes (in 2010 and 2011) and laboratory tests from 200 to 2010 is that wall performance is limited by stability and ductility capacity of the flexural compression zone. Given this critical issue, a series of studies on conventional walls and boundary elements constructed with innovative materials (HPFRCC) to establish performance limits for flexural compression failures in reinforced concrete structural walls. Tests were designed to acquire knowledge, improve construction practices, and advance simulation tools. The primary research outcomes include: 

(1)	Completing  tests of eight ordinary boundary element (OBE) prisms at UCLA. The test specimens were detailed according to ACI 318-11 21.9.6.5 with the goal of assessing failure modes and strain capacities as influenced by concrete cover, configuration of transverse reinforcement, and spacing of transverse reinforcement. Based on the tests, a relationship used to assess buckling of longitudinal reinforcement was extended to wall boundaries with typical OBE detailing. 
(2)	Completing tests on 13 special boundary element (SBE) prisms at UC Berkeley. The tests investigated the role of boundary element detailing and wall thickness. The tests indicated that the strain capacity of relatively (< 12 inches) walls with ACI 318 code compliant SBE detailing was less than one percent and that improved detailing or high-performance, fiber-reinforced concrete did not improve the strain capacity significantly. 
(3)	Conducted tests on seven, approximately one-half scale wall panels represented the base of roughly 8 to 10 story walls in a moderately tall building.  The primary test variables were the configuration and quantity of boundary transverse reinforcement, the depth of the neutral axis, and the wall thickness. The test provided essential data to develop a new, displacement-based model for predicting the drift capacity of structural walls with SBE. 
(4)	Developing code change proposals that were approved for ACI 318-14 and additional code change proposals that have been approved for inclusion in ACI 318-19. 
(5)	Creating and documenting a detailed dataset that was uploaded to DesignSafe-ci Data Depot that can be used for future reserarch.
DOI: 10.17603/ds2-2bqv-k291
title: Structural Model
title: in Design Models for Building Structures with Controlled Rocking Steel Braced Frames

description: Structural control systems are regarded as momentous technologies boosting the development of smart structures and have been the center of attention for improving the safety against natural hazards in recent decades. Among different structural control configurations, Controlled Rocking Steel Brace Frames (CRSBFs) are of the modern systems recently proposed to be used in building structures. CRSBFs are known for their effective energy dissipation and self-centering features. Post Tensioned (PT) strands and shear fuses are the distinct features respectively providing the self-centering and energy dissipation mechanisms in a CRSBF. In this project, an optimal performance-based control co-design framework for CRSBFs is developed. The framework is evaluated using the example of a 6-stroy 3D building structure. The Neural Dynamic (ND) model of Adeli and Park is utilized for the design optimization problem. The objective function is comprised of two normalized terms to account for the main frame weight and the overall cross-sectional area of the PT strands. The minimization of the objective function is then subjected to several constraints based on design code requirements. To evaluate the seismic performance, nonlinear time history analyses are carried out considering the collapse prevention performance level and maximum considered earthquake level. The design optimization model as well as the structural simulation scripts are provided. The numerical outputs for the optimization and structural models are also included.
description: In this model, a 6-story 3D CRSBF is simulated using OpenSees and the nonlinear time history analysis is performed.
DOI: 10.17603/ds2-3th7-d512
title: ShakeAlert Baseline Survey: Earthquake and earthquake early warning perceptions and preparedness on the U.S. West Coast

description: This is a survey instrument developed to evaluate readiness for and attitudes toward earthquakes and earthquake early warning on the US West Coast.