cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.x685jd
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.41788 -0.36208,-50.71038 23.17795,-47.10926 52.88181,-73.14452 67.11795,-172.62133 62.18039,-172.91815 51.31377,-82.41788 -0.36208))",
 "HasGeospatialIssue is false",
 "TaxonKey is Juncus gerardi Loisel.",
 "Year 1820-2012"
 ]
}

 The dataset includes 547 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096173-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-32524
title: Minute book no. 2, PMU, 1917-1922

description: [description english/roman)] Pentecostal Missionary Union [PMU] minute book No. 2 including 30 pages of subject index; 515 pages of council meeting minutes; 17 blank pages at end of minute book.
DOI: 10.15468/dl.dtm4zt
title: Occurrence Download

description: A dataset containing 5954649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Columba livia J.F.Gmelin, 1789, Columba palumbus Linnaeus, 1758, Columella edentula (Draparnaud, 1805))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 5954649 records from 1793 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315880-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17603/ds2-q60v-z247
title: Empirical Hurricane Vulnerability and Fragility Curves

description: This project develops a reproducible and transparent workflow for analyzing the vulnerability and fragility of buildings subjected to hurricane winds. Using a suite of interconnected Jupyter notebooks, the workflow transforms raw hazard and exposure datasets into processed information, computes building-level or group-level damage ratios, and generates empirical vulnerability matrices. These matrices are then fitted into continuous vulnerability and fragility curves, which quantify how expected damage ratios and probabilities of exceeding damage thresholds evolve with wind speed. The notebooks also provide tools for comparing curves across different building classes, construction types,etc, enabling both validation and deeper insights into resilience.

The data produced in this project can be reused in multiple ways. The outputs (CSV tables and PNG figures) are readily applicable to catastrophe modeling for insurance and reinsurance, where vulnerability and fragility curves form a critical input for risk assessment. They can also support academic research by serving as benchmarks for methodological comparisons, or by being integrated into multi-hazard frameworks. In addition, policy makers and code developers can leverage these datasets to evaluate how construction practices influence structural performance, guiding the design of more resilient standards. Because the entire pipeline is coded in Python and documented step by step, users can easily adapt the notebooks to new datasets, hazard events, or structural inventories, ensuring long-term reusability.

The uniqueness of this project lies in its transparency, flexibility, and modularity. Traditional catastrophe models often operate as black boxes, limiting validation and adaptability. In contrast, this framework provides open-source, step-by-step tools that combine empirical data processing, statistical rigor (outlier detection, logistic regression, performance metrics), and visualization in a single reproducible environment. Users may execute the full sequence of notebooks for a complete study, or selectively run modules to focus on specific tasks such as curve fitting or comparative analysis. This adaptability makes the workflow valuable for both detailed case studies and broad comparative research.

The primary audience for this project includes researchers in wind engineering, structural safety, and risk analysis who require transparent methods for vulnerability modeling. It is also intended for insurance and reinsurance professionals seeking empirically derived curves for underwriting, pricing, and capital allocation. Policy makers and engineers can use the results to support evidence-based decision making and improvements in building codes. Finally, educators and students can adopt the notebooks as teaching material for courses on catastrophe modeling, vulnerability analysis, and disaster risk reduction.
DOI: 10.34740/kaggle/dsv/13913461
title: Olfactory_Stimulation_Driver
DOI: 10.15468/dl.52er4a
title: Occurrence Download

description: A dataset containing 750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Athanasia crithmifolia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 750 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014643-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrphjs
title: Occurrence Download

description: A dataset containing 359012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos, Arthurdendyus triangulatus, Cabomba caroliniana, Callosciurus finlaysonii, Cherax destructor, Corvus splendens, Crassula helmsii, Elodea densa, Eriocheir sinensis, Erythranthe guttata, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Faxonius virilis, Gambusia affinis, Heracleum mantegazzianum, Heracleum persicum, Heracleum pubescens, Houttuynia cordata, , Impatiens glandulifera, Koenigia polystachya, Lagarosiphon major, Lepomis gibbosus, Limnoperna fortunei, Ludwigia grandiflora, Ludwigia peploides, Lysichiton americanus, Morone americana, Muntiacus reevesi, Myriophyllum aquaticum, Myriophyllum heterophyllum, Pacifastacus leniusculus, Petasites japonicus, Pontederia cordata, Procambarus acutus, Procambarus clarkii, Procambarus virginalis, Pseudorasbora parva, Pycnonotus cafer, Saururus cernuus, Sciurus carolinensis, Sciurus niger, Solenopsis invicta, Solenopsis richteri, Threskiornis aethiopicus, Vespa velutina, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 359012 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014622-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edaz42
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "GadmGid is PER.3_1",
 "TaxonKey is Erigeron"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014645-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qk5vt
title: Occurrence Download

description: A dataset containing 15123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atriplex canescens",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15123 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014644-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2etbx
title: Occurrence Download

description: A dataset containing 2295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Setonix brachyurus"
 ]
}

 The dataset includes 2295 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014646-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17756230
title: Accelerating CCSD(T) on Graphical Processing Units

description: Input and output files for computations described in main text. CCSD(T) on graphical processing units.
DOI: 10.5281/zenodo.17756231
title: Accelerating CCSD(T) on Graphical Processing Units

description: Input and output files for computations described in main text. CCSD(T) on graphical processing units.
DOI: 10.15468/dl.shc7qg
title: Occurrence Download

description: A dataset containing 3976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atriplex confertifolia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3976 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014648-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yuhus
title: Occurrence Download

description: A dataset containing 757 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Chiroptera [GBIF Backbone Taxonomy])",
 "Elevation 300-500m",
 "StateProvince is one of (Meta)"
 ]
 }
 ]
}

 The dataset includes 757 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014651-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztg5nf
title: Occurrence Download

description: A dataset containing 1775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atriplex gardneri",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1775 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014652-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5286/isis.e.rb2520532-2
title: Determining crystalline phases formed by iron and sulphur in wood samples from ancient waterlogged shipwrecks through neutron diffraction

description: This proposal focuses on the treatment of degraded wood from ancient waterlogged shipwrecks, damaged by the formation of acid precursors such as pyrite due to anaerobic bacterial activity. These compounds can oxidize, producing sulfuric acid, which further degrades the wood. To counteract this, we are exploring the use of Calcium Hydroxide Nanoparticles (CH-NPs) for their deacidifying and stabilizing properties, aiming to neutralize acidic conditions and prevent further damage. The main objective is to assess the distribution and quantity of iron and sulfur compounds within the wood, which is essential for optimizing the treatment. Neutron diffraction, a non-destructive technique, plays a key role in this study. It allows the identification and quantification of crystalline phases such as pyrite, greigite, and marcasite, providing information about their depth and extent. This technique enables internal structural analysis without altering the samples. We already performed measurements on a wood sample, and with this experiment we want to complete our experiment. The plan is to analyse a modern wood with a known amount of main precursors as reference, and different treated/untreated woods. Understanding the distribution of these compounds will enhance the effectiveness of the treatment, ensuring the long-term preservation of the artefacts.
DOI: 10.15468/dl.2f7zfd
title: Occurrence Download

description: A dataset containing 57340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -30.914722",
 "DecimalLatitude is less than or equal to -25.914722",
 "DecimalLongitude is greater than or equal to -70.0",
 "DecimalLongitude is less than or equal to -65.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 57340 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014637-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cadh7x
title: Occurrence Download

description: A dataset containing 2729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen)",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aotus griseimembra, Chelonoidis carbonarius, Trachemys callirostris, Mesoclemmys dahli)",
 "Year 2000-2025"
 ]
}

 The dataset includes 2729 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014653-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sat9ft
title: Occurrence Download

description: A dataset containing 3807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atriplex lentiformis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3807 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014654-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5wby9
title: Occurrence Download

description: A dataset containing 3084872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coturnicops noveboracensis, Cyanocitta cristata, Cygnus buccinator)",
 "Country is Canada",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON ((-84.76571 41.22334, -58.93394 41.22334, -58.93394 49.85477, -84.76571 49.85477, -84.76571 41.22334))",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 3084872 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014640-251120083545085/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/13913512
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.3svtf6
title: Occurrence Download

description: A dataset containing 9513162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Streptopelia decaocto"
 ]
}

 The dataset includes 9513162 records from 4303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014631-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edgw7j
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Eragrostis lehmanniana Nees"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002554-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnsv6g
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Germany",
 "TaxonKey is Camelina microcarpa Andrz. ex DC."
 ]
}

 The dataset includes 345 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003524-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kep392
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta sara Elliot, 1910"
 ]
}

 The dataset includes 70 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004879-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8w68np
title: Occurrence Download

description: A dataset containing 3634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Engraulis encrasicolus (Linnaeus, 1758)"
 ]
}

 The dataset includes 3634 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004856-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad5es9
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Furnarius cinnamomeus (R.P.Lesson, 1844)"
 ]
}

 The dataset includes 340 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061470-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5cv6uu
title: Occurrence Download

description: A dataset containing 2224 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta macconnelli Elliot, 1910"
 ]
}

 The dataset includes 2224 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004887-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtqx2n
title: Occurrence Download

description: A dataset containing 386 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus remota Blakely"
 ]
}

 The dataset includes 386 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021860-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdjn9w
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Aedes japonicus (Theobald, 1901)"
 ]
}

 The dataset includes 187 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004881-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.panybw
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physalis patula Mill."
 ]
}

 The dataset includes 303 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078403-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwkhci
title: Occurrence Download

description: A dataset containing 14049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Dipodomys merriami Mearns, 1890"
 ]
}

 The dataset includes 14049 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002554-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ew5pwp
title: Occurrence Download

description: A dataset containing 889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Pinus L.",
 "Year 2016-2022"
 ]
}

 The dataset includes 889 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016899-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7f9kj
title: Occurrence Download

description: A dataset containing 3600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Oxyruncus cristatus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 3600 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078380-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.648cvv
title: Occurrence Download

description: A dataset containing 24699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Oxyura australis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 24699 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078379-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phxytu
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 81 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002554-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.