cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28605908.v1
title: Supplementary Material for: Effectiveness of Hormonal Therapy for Post-Menopausal Women with Hormone Receptor-Positive Advanced Breast Cancer: A Systematic Review and Meta-Analysis of Clinical Trials

description: Objective: Breast cancer (BC) cells exhibit mutations over time, conferring resistance to therapeutic approaches. We attempted to ascertain the efficacy of selected hormonal therapy for advanced BC. Methods: This is a systematic review and meta-analysis of clinical trials. We searched Medline, PubMed, Cochrane Library, Web of Science and others. Studies that investigated the effectiveness of hormonal therapy for HR+ advanced BC were included. The outcomes were progression-free survival (PFS), overall survival (OS) and objective response rate (ORR). A random-effect meta-analysis model was employed. The study protocol was registered with the International Prospective Register of Systematic Reviews: CRD42023431939. Results: 21 studies were included in the meta-analysis with an overall sample size of 8482. ORR and PFS between aromatase inhibitors (AI) and other hormonal therapies: selective estrogen receptor degrader (SERD), selective estrogen modulator (SERM) and androgen inhibitors showed no significant difference [OR = 1.122 (0.917-1.374), p = 0.263]; [OR = 0.010 (0.000-1.292), p = 0.063], respectively. Sub-group analysis showed a statistically significant difference in ORR in favour of patients who received SERM compared to AI [OR = 1.362 (1.033-1.795), p = 0.028]. For OS, no significant difference was observed among anastrozole, letrozole and exemestane recepients [OR = 1.718 (0.021-139.128), p = 0.809]. Conclusion: Given the above findings, clinical decisions could be based on factors such as the line of cancer treatment, adverse events, drug dosing, and individual drug benefits. Although newer combination therapies are being adopted, the agents explored in this review are still widely used in clinical practice for HR+ BC.
DOI: 10.17632/yfhwk2hs7m
title: Kniha - aplikace příkladů

description: Kódy příkladů z knihy v GAMS
DOI: 10.6084/m9.figshare.25601166.v1
title: Dataset

description: TMAO levels in 95 examined patients
DOI: 10.17632/bz3ggxpmh8
title: Dataset from an investigation of the Effect of Natural Zeolite Particle Size Reduction as a Material for the Manufacture of Slow-Release Potassium Fertilizer in Oil Palm Seedlings Growth with Peat Soil Planting Media

description: These data describe on the Effect of Natural Zeolite Particle Size Reduction as a Material for the Manufacture of Slow-Release Potassium Fertilizer in Oil Palm Seedlings Growth with Peat Soil Planting Media.
DOI: 10.17632/knwttdwv5b
title: Raw GNSS data from forest (four points) and open area (one point)

description: Data acquired using Xiaomi Mi 8 smartphone on one point under open-area conditions and four points in forest (GEOP*). One-hour observation time. Including base station data (BBYS*). Navigation data from base station or provided by NASA (brdm*).
DOI: 10.6084/m9.figshare.19787371.v5
title: Leukemia_dataset

description: Dataset from 303 patients, with 5 different types of leukemia. The training set contains data from one hospital, and the testing set contains data from three other hospitalse. The microscopy instruments used in training and testing set were also different.
DOI: 10.17605/osf.io/6jteh
title: The Mexican Municipal Elections Electoral Precinct-Level Database

description: This dataset is a resource for analyzing political competition and electoral dynamics in Mexico, focusing on precinct-level municipal election data. It includes vote shares for incumbents, runner-ups, and Mexico’s main parties—PAN, PRI, PRD, and MORENA—enabling in-depth analysis of local political performance.
DOI: 10.17632/hdpfpd7rcx
title: Groundwater forecasting

description: This repository contains supplemental calculation files that support the findings of our study on groundwater level forecasting using LSTM, EMD, and WT models. The files include data processing and computational results that were not included in the main manuscript. Each file is labeled for easy identification, and together they provide a comprehensive overview of the analytical framework used in the study.
DOI: 10.6084/m9.figshare.19602145.v1
title: Dynamic recognition and mirage using neuro-metamaterials: Datasets

description: The datasets are associated with the work "Dynamic recognition and mirage using neuro-metamaterials".
DOI: 10.15468/dl.bgb93u
title: Occurrence Download

description: A dataset containing 1980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Pseudoroegneria spicata (Pursh) Á.Löve",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1980 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013409-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ymakn
title: Occurrence Download

description: A dataset containing 69390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 69390 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049885-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z9w8d78gg3
title: Comprehensive Review of Brand Salience using Bibliometric analysis & TCCM framework - with Special Reference to Financial Services

description: This dataset is a part of the SLR paper in the area of Brand Salience using Bibliometric analysis & TCCM framework - with Special Reference to Financial Services. It is prepared based on the available research articles published in the reputed journals listed in the Scopus and ABDC databases.
DOI: 10.17632/z9w8d78gg3.1
title: Comprehensive Review of Brand Salience using Bibliometric analysis & TCCM framework - with Special Reference to Financial Services

description: This dataset is a part of the SLR paper in the area of Brand Salience using Bibliometric analysis & TCCM framework - with Special Reference to Financial Services. It is prepared based on the available research articles published in the reputed journals listed in the Scopus and ABDC databases.
DOI: 10.15468/dl.kvvw2n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis niloticus (Linnaeus, 1758)",
 "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 ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021770-250525065834625/datasets/export for details.
DOI: 10.15468/dl.9cpn9j
title: Occurrence Download

description: A dataset containing 631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, NCSM Mammalogy Collection, MSU Mammalogy, Ornithology and Vertebrate Paleontology Collections, University of Florida Vertebrate Paleontology, LSUMZ Mammals Collection, KUBI Mammalogy Collection, NMNH Extant Specimen Records (USNM, US))",
 "TaxonKey is Canis rufus Audubon & Bachman, 1851"
 ]
}

 The dataset includes 631 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002331-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/xundnx
title: A92_5171.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/17c902e0-1e2a-10d5-5da3-3ddf75734825'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/17c902e0-1e2a-10d5-5da3-3ddf75734825
DOI: 10.15468/dl.asqkn9
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.48169 25.67346,-100.45404 25.67346,-100.45404 25.68795,-100.48169 25.68795,-100.48169 25.67346))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 458 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002334-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/j9gnst
title: A13_24392.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/c1e1c44b-d8bf-43d1-a693-9982c43ed291'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/c1e1c44b-d8bf-43d1-a693-9982c43ed291
DOI: 10.7910/dvn/j6qtxu
title: A13_24179.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/6cbb23f0-72d9-4175-b990-a4dc623e35f7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/6cbb23f0-72d9-4175-b990-a4dc623e35f7
DOI: 10.15468/dl.h22t75
title: Occurrence Download

description: A dataset containing 297745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.52316 28.74392,-93.61951 28.74392,-93.61951 30.65475,-96.52316 30.65475,-96.52316 28.74392))",
 "TaxonKey is one of (Insecta)",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 297745 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002320-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knsx7f
title: Occurrence Download

description: A dataset containing 628217 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryza L."
 ]
}

 The dataset includes 628217 records from 638 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002329-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kjewu
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Lema confusa Chevrolat, 1835"
 ]
}

 The dataset includes 28 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002335-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/z4ipey
title: Replication Data for Comparison of LEP and EP Latino and Chinese adults on access to and use of digital information technologies and health info preferences

description: Spreadsheets and User Guides for survey data from LEP and EP Latino and Chinese adults re: access to and use of digital information technologies and preferred methods of obtaining health information. LEP surveys were conducted in 2023 using patients with appointments in clinic. EP survey data comes from 2020 Member Health Survey.
DOI: 10.15468/dl.j3au3h
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryzidium C.E.Hubbard & Schweick."
 ]
}

 The dataset includes 46 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002336-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/hnufpv
title: Executive Agreements Database, Statement Concerning the Memorandum of Understanding with China For The Collaborative Program On Emerging and Re-emerging Infectious Diseases. Signed At Beijing May 25, 2010. Entered Into Force May 25, 2010

description: TIAS 10-525.1

First signed 05/25/2010
Last signed 05/25/2010
Entry into force (supplemented by last signed) 05/25/2010

CAR 2010-0088

stamped 2010-0088

C06544660

cover memo
DOI: 10.7910/dvn/belssc
title: A14_26524.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/2faa5bf6-1ef6-40f2-9d2b-155df8a3f8c1'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2faa5bf6-1ef6-40f2-9d2b-155df8a3f8c1
DOI: 10.7910/dvn/jjcwdb
title: A13_23949.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7e831a2e-0d2d-4bde-b7e0-1902d81af815'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7e831a2e-0d2d-4bde-b7e0-1902d81af815
DOI: 10.15468/dl.r6mydp
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxychloris Lazarides"
 ]
}

 The dataset includes 608 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002338-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57tnbx
title: Occurrence Download

description: A dataset containing 2204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Poaceae",
 "Year 2020-2025"
 ]
}

 The dataset includes 2204 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002342-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5883/ds-hesmon
title: Vitaly Syomin, Arthur Anker and Glafira Kolbasova

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.7s89b4
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-122.88919 -18.97056,-38.11081 -18.97056,-38.11081 14.97056,-122.88919 14.97056,-122.88919 -18.97056))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, 2016f9f5-1ee9-43cb-9ed7-021a2bd938e5, 814cdfb5-d4f8-4453-815f-ea5df98e76bf, bc092ff0-02e4-11dc-991f-b8a03c50a862, e1f3033f-176a-4e5e-8b97-7f1f000fcc2a, 58c7e325-82fc-446d-9406-851b4d357db7, 715f7f6c-ddcd-4d41-a836-e89e4d868391, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, d0565c76-11b3-4515-820f-ff5bab74c202)",
 "TaxonKey is Myrcianthes hallii (O.Berg) McVaugh"
 ]
}

 The dataset includes 53 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002340-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/bmiqpx
title: A87_1586.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/80e446d9-dd55-292e-7e5a-52072fa8c146'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/80e446d9-dd55-292e-7e5a-52072fa8c146
DOI: 10.5281/zenodo.15269094
title: DMP: Pilot Experiment for Corridor Usage Prediction Using a TOF Sensor
title: BEST Office TOF Sensor Activity

description: This Data Management Plan (DMP) was developed as part of the Data Stewardship UE 2025S course.It outlines the data handling procedures for time-of-flight sensor data used to analyse human presence near an office doorway.

The project focused on collecting, processing, and analysing indoor sensor data using a machine learning pipeline. Tabular data (CSV), a trained model (PKL), and visual outputs (PNG) were prepared and published in line with FAIR principles. Data was structured, preprocessed, and deposited with persistent identifiers in TU Wien’s institutional repositories (DBRepo and TUWRD).
DOI: 10.7910/dvn/bnfobi
title: A13_24069.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d93c37e9-7281-4278-9346-749307cb8a9f'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d93c37e9-7281-4278-9346-749307cb8a9f
DOI: 10.15468/dl.tz8r3s
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acnistus arborescens (L.) Schltdl."
 ]
}

 The dataset includes 246 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002344-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/brcb17
title: A10_18243.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d011609d-9b5d-40dc-900f-3d92cdfe5f83'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d011609d-9b5d-40dc-900f-3d92cdfe5f83
DOI: 10.15468/dl.8v2yr4
title: Occurrence Download

description: A dataset containing 354708 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Podarcis muralis (Laurenti, 1768)"
 ]
}

 The dataset includes 354708 records from 4003 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002337-250424135625364/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.19607379.v1
title: SSR Marker Sekans.xlsx

description: Marker development and marker sequences of Prunus persica cDNA sequences
DOI: 10.6084/m9.figshare.8942663.v2
title: Single-cell transcriptomic map of the human and mouse bladders

description: A comprehensive cellular anatomy of normal human bladder is vital to address the cellular origins of benign bladder disease and bladder cancer. The physiological function and pathological changes of bladder are associated with its cell type. To investigate the classification and underlying function of bladder cells, we conducted single-cell RNA sequencing (scRNA-seq) of 12,423 cells from human bladder and 12,884 cells from mouse bladder.Here, we show a single-cell transcriptomic map of the human and mouse bladders, including 16 clusters of human bladder cells and 15 clusters of mouse bladder cells. Homology and heterogeneity of human and mouse were compared and analyzed by our study, and indicated that there were both conservative and heterogeneous aspects of human and mouse evolution. We also discovered two novel types of human bladder cells; one type is ADRA2A+ and HRH2+ interstitial cells which may be associated with nerve conduction and allergic reactions; the other type is TNNT1+ epithelial cells that may be different from other epithelial cells in biological function and verify in rat and mouse tissues. Collectively, this analysis provides a resource for the discovery of novel cell type, specific cell markers, signaling receptors, and genes dataset that will help us to study the relationship between cell types and diseases.<br> In this website, we show the average expression of every gene in every cell cluster of human and mouse bladder. At the same time, we shared differentially expressed genes (DEGs) of every cell cluster in human or mouse bladder.
DOI: 10.15468/dl.93xzbb
title: Occurrence Download

description: A dataset containing 1369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Ranunculus japonicus Thunb.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1369 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013477-250525065834625/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.20483895.v1
title: Leucopternis kuhli decontaminated FSCR

description: .....
DOI: 10.6084/m9.figshare.19365494.v2
title: Brazilian Advisory Arrangements Database (1990-2022)

description: Brazilian Advisory Arrangements Database
DOI: 10.6084/m9.figshare.20383716.v1
title: Data from: Closed-loop motor imagery EEG simulation for brain-computer interfaces

description: This dataset contains the experimentally collected data used for the paper: Shin H, Suma D and He B (2022) Closed-loop motor imagery EEG simulation for brain-computer interfaces. <em>Front. Hum. Neurosci.</em> 16:951591. doi:10.3389/fnhum.2022.951591 <br> The data was recorded from 10 unique healthy human subjects (assigned subject numbers S01 to S10). All data is organized into LIVE and SIMULATED directories, followed by BW, NT and CV subdirectories according to which experimental condition the data came from. For details on the live vs. simulated parallel experiment design and the implementation of BW, NT and CV parameters, please refer to the paper. All identifying information have been removed. <br> Please cite the above paper if you use any data included in this dataset. Code related to this study are also available from <sub>https://github.com/mcvain/bci-simulator. </sub>
DOI: 10.6084/m9.figshare.25601361.v2
title: Data from: Suspended resting of caterpillars as an anti-predator strategy.

description: Matsubara S, Sugiura S (2025) Suspended resting of caterpillars as an anti-predator strategy. Ecological Entomology (https://doi.org/10.1111/een.13374)
DOI: 10.6084/m9.figshare.25975828.v1
title: NMR_Quantification

description: NMR spectral characterization of Sporopollenin materials-enriched. Samples are listed by name present in the manuscript. In each sample, exist 1 folder containing the <sup>1</sup>H spectrum.
DOI: 10.4121/uuid:e027194f-a804-4f81-973e-8f7be9c25a99
title: HANZE netCDF data on land use, population, GDP and wealth in Europe, 1870-2020 (updated)

description: The dataset provides information on exposure to natural hazards for 37 European countries and territories from 1870 to 2020, regridded to EURO-CORDEX 0.11 degree rotated-pole grid and geographical 5 arc minute grid (WGS84). The database was constructed using high-resolution maps of present land use and population, a large compilation of historical statistics, and relatively simple and explicit models and disaggregation techniques. It can be utilized to study changes in exposure, vulnerability and risk to various natural hazards. This page provides a revised version of the netCDF files previously published with the remainder of the HANZE database.