cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2qp42n
title: CCDC 2522751: Experimental Crystal Structure Determination

description: Related Article: Tian-Shu Zhang|2026|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.5d47t8
title: Occurrence Download

description: A dataset containing 4263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-1.240881 42.97261, -1.13563 42.97094, -1.133517 43.04075, -1.238887 43.04242, -1.240881 42.97261))",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 4263 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006619-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tavcua
title: Occurrence Download

description: A dataset containing 923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Kalopanax septemlobus (Thunb.) Koidz."
 ]
}

 The dataset includes 923 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006618-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11995358
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.d4ryh6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024532-250811113504898/datasets/export for details.
DOI: 10.15468/dl.kmzk7m
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bursera exequielii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 100 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029695-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t43tv8wwc4.1
title: Dicount & CEA

description: This dataset accompanies a study that presents a Mixed-Integer Linear Programming (MILP) model for optimizing the total cost of a Closed-Loop Supply Chain (CLSC) network in the electronics sector. The model considers two products, two manufacturers, two distribution centers, two collection centers, and two customer zones over two time periods. It incorporates behavioral factors such as discount incentives and consumer environmental awareness to estimate product return rates and optimize cost components across the supply chain.
DOI: 10.15468/dl.5z7atd
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-23.86761 -41.42031,85.86761 -41.42031,85.86761 2.42031,-23.86761 2.42031,-23.86761 -41.42031))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zostera capensis Setch.",
 "Year 2021-2025"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009450-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcgwj6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Herwigia kreffti (Nielsen & Larsen, 1970)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9919 -21.4718,35.9648 -21.4413,35.9648 -24.1383,36.0558 -23.8719,35.9919 -21.4718))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009742-250525065834625/datasets/export for details.
DOI: 10.58032/agh/apbfe9
title: Compact Modified Mikaelian GRIN Lens Antenna with Gain and Bandwidth Improvement - research data

description: Results of research on a compact integrated GRIN lens with modified Mikaelian refractive index distribution. Simulations were performed using ANSYS HFSS and/or CST Studio Suite. Measurements of return loss were made with the use of vector network analyzer. Measurements of radiation patterns and gain were made in an anechoic chamber with the use of vector network analyzer.
DOI: 10.15468/dl.hpchs7
title: Occurrence Download

description: A dataset containing 1700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Switzerland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Tichodroma muraria, Ixobrychus minutus)",
 "Year 1980-2025"
 ]
}

 The dataset includes 1700 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003227-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30484427
title: bootstrap dataset

description: As the raw data for the research
DOI: 10.6084/m9.figshare.30484427.v1
title: bootstrap dataset

description: As the raw data for the research
DOI: 10.15468/dl.duk92h
title: Occurrence Download

description: A dataset containing 8977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xerophyllum tenax"
 ]
}

 The dataset includes 8977 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003228-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34973/xq6w-4m52
title: Internal models in active self-motion estimation: role of inertial sensory cues

description: Self-motion estimation is thought to depend on sensory information as well as on sensory predictions derived from motor output. In driving, the inertial motion cues (vestibular and somatosensory cues) can in principle be predicted based on the steering motor commands if an accurate internal model of the steering dynamics is available. Here, we used a closed-loop steering experiment to examine whether participants can build such an internal model of the steering dynamics. Participants steered a motion platform on which they were seated to align their body with a memorized visual target in complete darkness. We varied the gain between the steering wheel angle and the velocity of the motion platform across trials in three different ways: unpredictable (white noise), moderately predictable (random walk), or highly predictable (constant gain). We examined whether participants took the across-trial predictability of the gain into account to control their steering (internal model hypothesis), or whether they simply integrated the inertial feedback over time to estimate their travelled distance (path integration hypothesis). Results show that participants relied on the gain of the previous trial more when it followed a random walk across trials than when it varied unpredictably across trials. Furthermore, on interleaved trials with a large jump in the gain, participants made fast corrective responses, irrespective of gain predictability, showing they also relied on inertial feedback next to predictions. These findings suggest that the brain can construct an internal model of the steering dynamics to predict the inertial sensory consequences in driving and self-motion estimation.

This collection contains the Python code used to run the steering experiment and the raw data.
DOI: 10.15468/dl.5ysqva
title: Occurrence Download

description: A dataset containing 145981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2000-2010"
 ]
}

 The dataset includes 145981 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003207-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zxz4a
title: Occurrence Download

description: A dataset containing 2383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bulbophyllum"
 ]
}

 The dataset includes 2383 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003230-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15487224
title: The model parameter about nodes and the generated random floods data
DOI: 10.5281/zenodo.15487225
title: The model parameter about nodes and the generated random floods data
DOI: 10.5281/zenodo.15487406
title: Analysis of EMF meta-model duplication in open-source repositories
DOI: 10.5281/zenodo.15487407
title: Analysis of EMF meta-model duplication in open-source repositories
DOI: 10.15468/dl.pqj3m3
title: Occurrence Download

description: A dataset containing 6340892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "Year 1981-2025"
 ]
}

 The dataset includes 6340892 records from 3834 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013604-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd9bdf
title: Occurrence Download

description: A dataset containing 50146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Rupicapra pyrenaica Bonaparte, 1845)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 50146 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015622-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejkxjm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pisum sativum var. macrocarpon Ser.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015633-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbtb6j
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015631-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yase4z
title: Occurrence Download

description: A dataset containing 705541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Observation.org, Nature data from around the World",
 "GadmGid is DEU.10_1",
 "License is CC-BY-NC 4.0",
 "TaxonKey is Aves",
 "Year 2005-2025"
 ]
}

 The dataset includes 705541 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015624-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds2-fyqz-k543
title: KAIST 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: Four centrifuge tests (KAIST1, KAIST2, KAIST 3, KAIST-Dry) were conducted at KAIST 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/ds2-6fe5-q803
title: Peak EDP distribution of concrete and steel moment resisting frame buildings with varying design configurations exposed to a set of historic ground motions

description: This dataset provides samples of nonlinear time-history analyses of 30 archetype-building models with random parameters, representing different design configurations, exposed to a set of historic ground motions. The archetype buildings consist of 1- to 15-story Steel and Concrete moment resisting frame (MRF) buildings, and they are formulated as reduced order models (ROM), i.e. parsimonious models, utilizing the shear-structure lumped-mass representation. The provided response samples are peak inter-story drift and absolute acceleration engineering demand parameters (EDPs) at each floor. The dataset corresponds to samples for the EDPs for different structural parameters and ground motions and, therefore, captures both structural model variability and ground motion variability.
DOI: 10.15468/dl.9bgq63
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-4.50424 36.66423,-4.47653 36.64739,-4.46086 36.66173,-4.44565 36.68067,-4.49504 36.69327,-4.51422 36.6837,-4.50424 36.66423))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 432 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015635-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds28d8g
title: Cyclic Torsional Shear Tests
title: in LEAP-Asia-2018: Stress-strain response of Ottawa sand in Cyclic Torsional Shear Tests

description: The results of cyclic torsional shear tests performed at Kyoto University (KyU) to characterize the stress-strain-strength response of Ottawa F-65 sand are archived in this project. The experimental data presented here as well as the results of the cyclic direct simple shear tests conducted at the George Washington University for LEAP-Asia-2018 and the monotonic and cyclic triaxial tests conducted at GWU for LEAP-2015 and LEAP-2017 projects are provided to the numerical simulation teams who participate in the LEAP-Asia-2018 numerical simulation exercise. The numerical simulation teams use these results to calibrate the constitutive models that are used in the numerical simulations of LEAP-Asia-2018 centrifuge tests.
description: Results of a series of cyclic torsional shear tests performed at the Disaster Prevention Research Institute, Kyoto University, to characterize the stress-stress response of Ottawa F65 sand at two different relative densities (50% and 60%).
DOI: 10.17603/ds2-t115-bk16
title: Ground Motion Data from the 2023 Türkiye-Syria Earthquake Sequence

description: The 2023 Türkiye/Syria earthquake sequence occurred in a region that was known to have major active faults and which had been instrumented north of the Türkiye-Syria border. As a result, the events were well recorded both near the fault and at distances up to 575 km. We performed manual, component-specific data processing with the aim of optimizing usable bandwidth following procedures consistent with NGA project protocols. This processing removes permanent displacements through high-pass filters and baseline correction; ongoing work for a subset of the data will preserve fling step. The present dataset includes computed intensity measures including peak velocity (PGV) and acceleration (PGA), 5% damped spectral accelerations (PSA), effective amplitude spectra (EAS), cumulative absolute velocity (CAV), thresholded cumulative absolute velocity (CAV5), Arias intensity (IA), and times to achieve every 5th percentile of the maximum Arias intensity (used to compute significant durations); metadata related to source, path, and site conditions; and processed acceleration time-series. Note that the unprocessed time-series in their original raw format can be obtained from the Earthquake Data Center System (TDVMS; https://tdvms.afad.gov.tr/) managed by the Disaster and Emergency Management Authority (AFAD) of Türkiye, and the Incorporated Research Institutions for Seismology (IRIS; https://www.iris.edu/hq/). The data contained in this compilation includes recently-released data from the AFAD network that corrects errors from earlier releases regarding baseline correction and instrument gain. We provide data for four events that were of primary interest to reconnaissance teams (6/2/2023 M7.8 mainshock, 6/2/2023 M6.8 aftershock, 6/2/2023 M7.7 aftershock, and 20/2/2023 M6.3 aftershock). The data provided here has been used by EERI and GEER reconnaissance teams and will be incorporated into Next Generation Attenuation projects. Through this release, it is being made available to other interested researchers.
DOI: 10.17603/ds2-d0z8-0z73
title: Preliminary Virtual Reconnaissance Report (PVRR)
title: in StEER - 3 March 2020 Nashville Tornadoes

description: The first product of StEER’s effort to learn from the Nashville Tornadoes of 3 March 2020 is this Preliminary Virtual Reconnaissance Report (PVRR), which is intended to: (1) provide an overview of the tornado sequence, particularly relating to the impact of strong winds and wind-borne debris on the built environment, (2) overview the regulatory environment and construction practices in the affected area, (3) summarize the preliminary reports of damage to residential and commercial construction, as well as critical facilities such as schools, airports and power infrastructure, (4) establish current conditions in the affected area with respect to access and services, (5) outline recommendations to inform the continued study of this event by the engineering reconnaissance community, including interdisciplinary teams focusing on sheltering choices and decision making. As the product of entirely virtual reconnaissance, the PVRR is not based upon detailed field investigations by StEER.
description: In the early morning hours of March 3, 2020, a strong tornado struck the City of Nashville and the surrounding metropolitan region with estimated maximum wind speeds of 165 mph. The tornado passed through Nashville and continued east for 53 miles, impacting the communities of Donelson, Mt. Juliet and Lebanon before lifting. The same storm system then produced a second tornado that struck Cookeville, TN with estimated wind speeds of 175 mph. The Nashville tornado was the third tornado that passed through the Five Points area of Nashville. Damage was reported across a diverse cross-section of buildings spanning a number of communities: Camden, Germantown/North Nashville, East Nashville/Five Points, Donelson, Mt. Juliet, Lebanon and Cookeville. Exposure of an urban metro area to this series of tornadoes resulted in significant impacts to power infrastructure and building performance ranging from loss of roof cover and broken windows to complete destruction. Affected typologies and building classes include single and multi-family wood framed homes, commercial construction (ranging from big box stores down to smaller restaurants/retail shops), airport and industrial buildings, and a number of schools. More gravely, these nocturnal tornadoes claimed two dozen lives and injured hundreds more. Given the loss of life and property in this event and the fact that the Nashville tornado sequence impacted an urban area with diverse building classes and typologies, this event offers an opportunity to advance our knowledge of structural resistance to strong winds, particularly given that new construction was among the inventory significantly damaged. This project encompasses the products of StEER's response to this event: Preliminary Virtual Reconnaissance Report (PVRR), Early Access Reconnaissance Report (EARR) and Curated Dataset.