cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18760756
title: River Flooding Hazard Assessment for Aydın Province (Türkiye) under Historical Climate (1980–2020) and RCP 8.5 (2071–2100) Using LISFLOOD-FP

description: This dataset contains the complete hazard modelling framework and supporting geospatial data used to assess river flooding hazard and associated impacts in Aydın Province, Türkiye, developed within the framework of the CLIMAAX Project.

The analysis evaluates flood behaviour under:





Historical baseline climate (1980–2020)




Future climate scenario RCP 8.5 (2071–2100)



Flood simulations were performed using the LISFLOOD-FP 2D hydrodynamic model,

The workflow follows a structured hazard modelling approach:





Extreme precipitation analysisLong-term interpolated rainfall datasets were used to derive return-period precipitation maps (2, 10, 25, 50, 100, 500 years).




Hydrodynamic flood simulationThe LISFLOOD-FP model was applied to simulate flood depth and spatial inundation extent using:





Copernicus DEM




ESA WorldCover land cover




Manning’s roughness coefficients




Distributed rainfall NetCDF inputs






Climate change projectionFuture flood behaviour was simulated under the RCP 8.5 climate scenario (2071–2100).




Post-processing and mappingWater depth rasters were filtered, reprojected, clipped to basin boundaries, and visualized.



Files included in this analysis : 

Plots.zip : Contains visualization outputs

basin.gpkg : Basin boundary vector dataset used for clipping and visualization.

aydin_boundary.geojson : Administrative boundary of Aydın Province.

DEM.zip : Copernicus Digital Elevation Model used as terrain input for LISFLOOD-FP simulations.

ESA_Worldcover.zip : ESA WorldCover land cover dataset used to derive Manning’s roughness coefficients

tp_max_historical(1980_2020)_and_future_rcp85_2071_2100.zip : 





Return-period precipitation maps (2–500 years)




Historical baseline (1980–2020)




Future RCP 8.5 (2071–2100)




Spatial rainfall change estimates



Water_Depth_historical_and_rcp85.zip:

Contains maximum water depth rasters produced by LISFLOOD-FP simulations:





Historical maximum inundation depth maps




Future RCP 8.5 maximum inundation depth maps




Relative change (%) maps



Model_LISFLOOD-FP.zip





LISFLOOD-FP configuration files (.par)



01_River_Flooding_Hazard_Assessment.ipynb

Reproducible Jupyter Notebook containing:





Data preparation




Rainfall NetCDF generation




Model execution instructions




Post-processing steps




Map visualization routines
DOI: 10.5281/zenodo.18760757
title: River Flooding Hazard Assessment for Aydın Province (Türkiye) under Historical Climate (1980–2020) and RCP 8.5 (2071–2100) Using LISFLOOD-FP

description: This dataset contains the complete hazard modelling framework and supporting geospatial data used to assess river flooding hazard and associated impacts in Aydın Province, Türkiye, developed within the framework of the CLIMAAX Project.

The analysis evaluates flood behaviour under:





Historical baseline climate (1980–2020)




Future climate scenario RCP 8.5 (2071–2100)



Flood simulations were performed using the LISFLOOD-FP 2D hydrodynamic model,

The workflow follows a structured hazard modelling approach:





Extreme precipitation analysisLong-term interpolated rainfall datasets were used to derive return-period precipitation maps (2, 10, 25, 50, 100, 500 years).




Hydrodynamic flood simulationThe LISFLOOD-FP model was applied to simulate flood depth and spatial inundation extent using:





Copernicus DEM




ESA WorldCover land cover




Manning’s roughness coefficients




Distributed rainfall NetCDF inputs






Climate change projectionFuture flood behaviour was simulated under the RCP 8.5 climate scenario (2071–2100).




Post-processing and mappingWater depth rasters were filtered, reprojected, clipped to basin boundaries, and visualized.



Files included in this analysis : 

Plots.zip : Contains visualization outputs

basin.gpkg : Basin boundary vector dataset used for clipping and visualization.

aydin_boundary.geojson : Administrative boundary of Aydın Province.

DEM.zip : Copernicus Digital Elevation Model used as terrain input for LISFLOOD-FP simulations.

ESA_Worldcover.zip : ESA WorldCover land cover dataset used to derive Manning’s roughness coefficients

tp_max_historical(1980_2020)_and_future_rcp85_2071_2100.zip : 





Return-period precipitation maps (2–500 years)




Historical baseline (1980–2020)




Future RCP 8.5 (2071–2100)




Spatial rainfall change estimates



Water_Depth_historical_and_rcp85.zip:

Contains maximum water depth rasters produced by LISFLOOD-FP simulations:





Historical maximum inundation depth maps




Future RCP 8.5 maximum inundation depth maps




Relative change (%) maps



Model_LISFLOOD-FP.zip





LISFLOOD-FP configuration files (.par)



01_River_Flooding_Hazard_Assessment.ipynb

Reproducible Jupyter Notebook containing:





Data preparation




Rainfall NetCDF generation




Model execution instructions




Post-processing steps




Map visualization routines
DOI: 10.25549/prim-c46-6125
title: James Daily Collection, 1974

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-c46-6043
title: Theodore Chen oral history interview, 1984

description: Interview of Theodore Chen by Ken Klein, 1984 May 3, 11 & 17.
DOI: 10.25549/prim-ouc1876466
title: LaFleur_19890712

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-c46-6105
title: James Daily Collection, 1974

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-ouc1927175
title: Theodore Chen oral history interview, 1984

description: Interview of Theodore Chen by Ken Klein, 1984 May 3, 11 & 17.
DOI: 10.23708/23eff4d2-c123-4116-afd7-07dc5a570ed5
title: Delta du fleuve Sénégal - Dynamique du trait de côte de la langue de Barbarie (Saint-Louis)
title: Senegal River Delta - Dynamics of the coastline of the Langue de Barbarie (Saint-Louis)

description: Les données mise à disposition à travers cette collection d'éléments liés, sont issues de l'outil SIRENA, créé en janvier 2011 afin de constituer un ensemble de données géographiques organisées et normalisées à l'échelle du delta du fleuve Sénégal, dans le but de répondre à la problématique de la gouvernance de cet espace. Un partenariat avec des universitaires, des techniciens SIG, des gestionnaires des aires protégées et des usagers a été mis en place.
Une demande explicite d’appui vis-à-vis de la recherche avait été alors formulée par les conservateurs et gestionnaires de ce Parc ainsi que ceux du Parc National des oiseaux du Djoudj (PNOD) pour disposer d’un outil de création, d’analyse et de gestion de données géographiques pour répondre à des problématiques de gestion territoriale, ainsi que d’un soutien scientifique pour le suivi environnemental des espaces protégés du Delta.
Ces données sont issues de traitement d'imageries satellitaires Landsat (1987 et 2011).
Ces données sont téléchargeables via un flux WFS, au format Shape, sur cette fiche de métadonnées. Les fichiers de style, au format SLD, sont également téléchargeables pour chacune des couches, sur cette fiche de métadonnées.
description: The data made available through this collection of linked elements comes from the SIRENA tool, created in January 2011 to build a set of organized and standardized geographic data for the Senegal River delta, with the aim of addressing the issue of governance in this area. A partnership with academics, GIS technicians, protected area managers, and users has been established.
An explicit request for research support was then made by the park's conservators and managers, as well as those of the Djoudj National Bird Sanctuary (PNOD), for a tool to create, analyze, and manage geographic data to address land management issues, as well as scientific support for environmental monitoring of the delta's protected areas.
This data is derived from the processing of satellite imagery Landsat (1987 and 2011)
This data can be downloaded via a WFS feed, in Shape format, from this metadata sheet. Style files, in SLD format, can also be downloaded for each layer from this metadata sheet.
DOI: 10.25549/prim-ouc1926568
title: U.S. Occupation of Japan : lecture by Gordon M. Berger, 1990

description: AASCU's Japan Studies Institute in 1990 was held in San Diego from June 12 to August 1, under the direction of Alvin P. Coox and featuring lectures by specialists in a range of subjects within Japanese studie.
DOI: 10.25549/prim-ouc1927141
title: prim-coox-Berger_19920615-16

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-m135
title: Mark L. Moody Collection

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.5281/zenodo.18766744
title: River Flooding Economic Risk Assessment for Aydın Province (Türkiye) under Historical Climate and RCP 8.5 (2071–2100)

description: This dataset contains the economic flood risk assessment results for Aydın Province, Türkiye, developed within the CLIMAAX Project.

Flood risk is quantified as expected direct economic damage (€ per grid cell) resulting from simulated river flooding events under:





Historical baseline climate (1980–2020)




Future climate scenario RCP 8.5 (2071–2100)



The assessment combines:





Hydrodynamic flood depth outputs (LISFLOOD-FP)




LUISA land cover exposure data




JRC depth–damage vulnerability function



DATASET CONTENTS

Damage_maps_and_summary.zip





Economic damage rasters (€/cell)




Historical damage maps




RCP 8.5 projected damage maps




Relative change (%) maps




Damage summary tables (CSV)




Aggregated damage per LUISA land cover class



LUISA_land_cover.tif

LUISA land cover raster used as the exposure layer in the damage assessment.

Vulnerability_Inputs.zip





JRC depth–damage curves




LUISA-adapted vulnerability curves




Maximum damage values (€/m²)




Land-use-specific reconstruction costs



Plots.zip





Damage maps (historical and RCP 8.5)




Relative change maps



02_River_Flooding_Risk_Assessment.ipynb

Reproducible Jupyter Notebook documenting:





Vulnerability curve generation




Damage calculation workflow




RasterScanner implementation




Post-processing and mapping steps
DOI: 10.25549/prim-ouc1849293
title: JohnsonSheila_19890711

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.5281/zenodo.18766743
title: River Flooding Economic Risk Assessment for Aydın Province (Türkiye) under Historical Climate and RCP 8.5 (2071–2100)

description: This dataset contains the economic flood risk assessment results for Aydın Province, Türkiye, developed within the CLIMAAX Project.

Flood risk is quantified as expected direct economic damage (€ per grid cell) resulting from simulated river flooding events under:





Historical baseline climate (1980–2020)




Future climate scenario RCP 8.5 (2071–2100)



The assessment combines:





Hydrodynamic flood depth outputs (LISFLOOD-FP)




LUISA land cover exposure data




JRC depth–damage vulnerability function



DATASET CONTENTS

Damage_maps_and_summary.zip





Economic damage rasters (€/cell)




Historical damage maps




RCP 8.5 projected damage maps




Relative change (%) maps




Damage summary tables (CSV)




Aggregated damage per LUISA land cover class



LUISA_land_cover.tif

LUISA land cover raster used as the exposure layer in the damage assessment.

Vulnerability_Inputs.zip





JRC depth–damage curves




LUISA-adapted vulnerability curves




Maximum damage values (€/m²)




Land-use-specific reconstruction costs



Plots.zip





Damage maps (historical and RCP 8.5)




Relative change maps



02_River_Flooding_Risk_Assessment.ipynb

Reproducible Jupyter Notebook documenting:





Vulnerability curve generation




Damage calculation workflow




RasterScanner implementation




Post-processing and mapping steps
DOI: 10.25549/prim-ouc1876481
title: Kawana_19890713

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-ouc1876766
title: Kawana_19890713

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-ouc1876465
title: Krause_19890708

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.5281/zenodo.18766982
title: Flood Exposure Layers for Aydın Province (Türkiye): LUISA Land Cover, Administrative Boundary, and Dairy Farm Locations

description: This dataset provides the exposure layers used in the river flooding risk assessment for Aydın Province, Türkiye, developed under the CLIMAAX Project.

The dataset includes:





LUISA land cover raster




Administrative boundary of Aydın Province




Dairy farm location dataset
DOI: 10.5281/zenodo.18766983
title: Flood Exposure Layers for Aydın Province (Türkiye): LUISA Land Cover, Administrative Boundary, and Dairy Farm Locations

description: This dataset provides the exposure layers used in the river flooding risk assessment for Aydın Province, Türkiye, developed under the CLIMAAX Project.

The dataset includes:





LUISA land cover raster




Administrative boundary of Aydın Province




Dairy farm location dataset
DOI: 10.25549/prim-c46-2990
title: Summary of the evidence against Matsui Iwane's role in the Nanjing Incident, 1937

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-c46-6061
title: James Daily Collection, 1974

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-ouc1876450
title: JohnsonCh_19890706

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-ouc1876720
title: JohnsonCh_19890706

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.15468/dl.tnaea9
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Pardofelis marmorata",
 "Year 2001-2026"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009384-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/prim-ouc1849230
title: JohnsonSheila_19890711

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.25549/prim-ouc1927176
title: prim-coox-BusinessPanel-Cox_19920623-24

description: The Pacific Rim Archive (PRIM) brings together archival materials relating to America's first century of involvement in and impressions of East Asia (broadly interpreted as including activities from the 1840s through the 1940s). Trading relations predate this period, but not at the level that began to develop with the United States' active settlement of its Pacific shores. And, on the other hand, the level of American involvement in East Asia following the defeat of Japan, and particularly the outbreak of the Korean War was on a much different level than this first century of the "Pacific Rim."
DOI: 10.5281/zenodo.18767168
title: Flood Vulnerability Functions for Aydın Province (Türkiye): LUISA-Adapted Depth–Damage Curves and Maximum Damage Values

description: This dataset provides the vulnerability component of the river flooding risk assessment for Aydın Province, Türkiye, developed within the CLIMAAX Project.

Vulnerability is represented through depth–damage functions and maximum reconstruction cost values assigned to LUISA land cover classes. These functions translate flood depth (m) into economic damage fraction and enable calculation of direct economic loss.

DATASET CONTENTS

JRC_damage_curves.csv



Standardized European depth–damage functions

Unit: Damage ratio (%) vs flood depth (m)


LUISA_damage_info_curves_Aydin.xlsx





Building-type ratios per LUISA class




Maximum reconstruction cost values (€/m²



 curves_luisa.csv



Weighted LUISA-adapted depth–damage curves


maxdam_luisa.csv



 Maximum reconstruction cost per LUISA land cover class