cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18783402
title: Extreme Precipitation Risk Assessment for İzmir: Magnitude–Frequency Shift of Design Rainfall Events - CRIZ-ERS

description: This dataset contains the extreme precipitation risk assessment for İzmir Metropolitan Area developed within the CLIMAAX project.

The risk assessment quantifies how climate change alters the frequency and magnitude of a critical design rainfall event (100 mm in 24 hours).

Using ensemble IDF datasets derived in the hazard workflow, a magnitude–frequency shift analysis was applied pixel-by-pixel to compute:





Future return period of the design threshold




Future precipitation magnitude at the same return period




Precipitation scaling factor (future / historical)




Spatial difference in return period



The dataset also includes overlays with critical infrastructure (hospitals, schools, universities).

File Descriptions

Extreme_Precipitation_Risk_Assessment_Izmir.ipynbJupyter Notebook implementing the magnitude–frequency shift analysis for the 100 mm / 24-hour design rainfall threshold under climate change scenarios.

RP_Izmir_threshold_100mm.tifBaseline return period (years) of the 100 mm / 24-hour precipitation threshold derived from historical IDF data (1976–2005).

RP_shift_threshold_100mm_24h_rcp45_2041_2070.tifProjected future return period (years) of the 100 mm / 24-hour threshold under RCP4.5 for 2041–2070.

diff_RP_2041_2070_rcp45_2041_2070.tifDifference in return period (future − baseline) under RCP4.5 (2041–2070), indicating changes in event frequency.

RP_shift_threshold_100mm_24h_2041_2070_rcp85.tifProjected future return period (years) of the 100 mm / 24-hour threshold under RCP8.5 for 2041–2070.

diff_RP_2041_2070_rcp85.tifDifference in return period (future − baseline) under RCP8.5 (2041–2070).

RP_shift_threshold_100mm_24h_2071_2100_rcp85.tifProjected future return period (years) of the 100 mm / 24-hour threshold under RCP8.5 for 2071–2100.

diff_RP_2071_2100_rcp85.tifDifference in return period (future − baseline) under RCP8.5 (2071–2100).

critical_infrastructure.zipCritical infrastructure layers (hospitals, schools, universities, district boundaries) used to assess exposure to increased extreme precipitation frequency.

Plots.zipMaps and visual outputs illustrating return period shifts and spatial risk patterns under climate change scenarios.
DOI: 10.25549/maw-ouc113985453
title: Seated Anthropomorphic Male Figure

description: An unusual seated male figurine holds an elongated tray on his lap. The shape of the tray suggests a stone metate. It is possible that the figure represents the production of metates.
DOI: 10.5281/zenodo.18783838
title: Critical Infrastructure Exposure Layers for Extreme Precipitation Risk Assessment in İzmir (Türkiye) - CRIZ-ERS

description: This dataset contains the exposure layers used in the extreme precipitation risk assessment for İzmir Metropolitan Area under CLIMAAX Project.

Exposure represents critical infrastructure and administrative units potentially affected by increased frequency of extreme rainfall events under climate change.

The dataset includes geospatial layers of healthcare facilities, educational institutions, and district boundaries. These layers were overlaid with projected return period shift maps to identify infrastructure located in areas where extreme precipitation events are expected to become more frequent.

Exposure File Descriptions

egitim_anaokulu.geojsonLocations of kindergarten facilities within the İzmir study area.

egitim_ilkokul.geojsonLocations of primary schools within the İzmir study area.

egitim_ortaokul.geojsonLocations of secondary (middle) schools within the İzmir study area.

egitim_lise.geojsonLocations of high schools within the İzmir study area.

egitim_universite.geojsonLocations of university facilities within the İzmir study area.

schools.geojsonCombined dataset of school locations used for infrastructure exposure assessment.

university.geojsonUniversity campus locations used for exposure analysis.

hospitals.geojsonHospital locations used to assess healthcare exposure to increased extreme precipitation frequency.

saglik_hastaneler.geojsonHealthcare facilities including hospitals and related medical centers.

ilceler.geojsonAdministrative district boundaries
DOI: 10.5281/zenodo.18783839
title: Critical Infrastructure Exposure Layers for Extreme Precipitation Risk Assessment in İzmir (Türkiye) - CRIZ-ERS

description: This dataset contains the exposure layers used in the extreme precipitation risk assessment for İzmir Metropolitan Area under CLIMAAX Project.

Exposure represents critical infrastructure and administrative units potentially affected by increased frequency of extreme rainfall events under climate change.

The dataset includes geospatial layers of healthcare facilities, educational institutions, and district boundaries. These layers were overlaid with projected return period shift maps to identify infrastructure located in areas where extreme precipitation events are expected to become more frequent.

Exposure File Descriptions

egitim_anaokulu.geojsonLocations of kindergarten facilities within the İzmir study area.

egitim_ilkokul.geojsonLocations of primary schools within the İzmir study area.

egitim_ortaokul.geojsonLocations of secondary (middle) schools within the İzmir study area.

egitim_lise.geojsonLocations of high schools within the İzmir study area.

egitim_universite.geojsonLocations of university facilities within the İzmir study area.

schools.geojsonCombined dataset of school locations used for infrastructure exposure assessment.

university.geojsonUniversity campus locations used for exposure analysis.

hospitals.geojsonHospital locations used to assess healthcare exposure to increased extreme precipitation frequency.

saglik_hastaneler.geojsonHealthcare facilities including hospitals and related medical centers.

ilceler.geojsonAdministrative district boundaries
DOI: 10.25549/maw-ouc113985473
title: Spouted bottle with convex sides

description: Tlatilco was located along a small stream near the ancient great lakes. The area was rich in flora and fauna, which allowed them to make lavish gifts to be buried with their dead
DOI: 10.15468/dl.ytfpuj
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spinus thibetanus"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001465-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/maw-ouc113985498
title: Spouted bottle with convex sides

description: Tlatilco was located along a small stream near the ancient great lakes. The area was rich in flora and fauna, which allowed them to make lavish gifts to be buried with their dead
DOI: 10.25549/maw-ouc113985495
title: Seated figure : Morelos baby

description: Infantile figures have been found throughout Mesoamerica. The Morelos figure exhibits great care in the sculpting of the hair, the face, especially the mouth, feet and toes. The belly, arms and legs indicate abundance, but the figure has not been fully developed.
DOI: 10.25549/maw-ouc113985491
title: Seated figure : Morelos baby

description: Infantile figures have been found throughout Mesoamerica. The Morelos figure exhibits great care in the sculpting of the hair, the face, especially the mouth, feet and toes. The belly, arms and legs indicate abundance, but the figure has not been fully developed.
DOI: 10.25549/maw-ouc11399copu
title: Preclassic tetrapodal Maya vase

description: A flaring vase sits on four integral bulbous legs, which have open work vents. The vase's exterior is painted with a leaf motif. The vase was repaired from a few pieces; has four legs reattached.
DOI: 10.25549/maw-ouc11399coov
title: Brownsware shoe vessel

description: A large brownware shoe vessel has a rimmed mouth with twin opposing strap loop handles. Two small nubs are on the vessel's front. The vessel was used for cooking. In excellent condition; no restoration.
DOI: 10.15468/dl.xuzv72
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Plectorhinchus gaterinus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001466-260226173443078/datasets/export for details.
DOI: 10.25549/maw-ouc11399coph
title: Zoomorphic bat pendant : bat or saurians

description: A rectangular stone bar was strung out from a larger bar of stone. The string cutting is evident on the reverse side. The front side was shaped by ablasion and polished. The bat and saurians were drilled and incised.
DOI: 10.25549/maw-ouc11399coq3
title: Zoomorphic bat pendant : bat or saurians

description: A rectangular stone bar was strung out from a larger bar of stone. The string cutting is evident on the reverse side. The front side was shaped by ablasion and polished. The bat and saurians were drilled and incised.
DOI: 10.17879/81988498841
title: VAT 13144 – 3d dataset
title: GoviB
title: Governance in Babylon: Negotiating the Rule of Three Empires

description: The dataset comprises the 3d-data of the cuneiform tablet VAT 13144 (N12:8).
DOI: 10.17879/9j28a-3zt40
title: VAT 13144 – 3d dataset
title: GoviB
title: Governance in Babylon: Negotiating the Rule of Three Empires

description: The dataset comprises the 3d-data of the cuneiform tablet VAT 13144 (N12:8).
DOI: 10.25549/maw-ouc11399copx
title: Double bind pendant : celt-form

description: The celt-form pendant takes the shape of the double bind type. The sting cut pendant has been pecked, ground, abraded, drilled, and polished. Two biconical drill holes perforate the avian pendant for suspension.
DOI: 10.25549/maw-ouc11399copz
title: Double bind pendant : celt-form

description: The celt-form pendant takes the shape of the double bind type. The sting cut pendant has been pecked, ground, abraded, drilled, and polished. Two biconical drill holes perforate the avian pendant for suspension.
DOI: 10.25549/maw-ouc11399coq4
title: Two obsidian ear ornaments

description: Grayish black obsidian has been core-flaked, pressure-flaked, picked, drilled, ground, abraded, and polished to produce the forms.
DOI: 10.25549/maw-ouc11399coq6
title: Two obsidian ear ornaments

description: Grayish black obsidian has been core-flaked, pressure-flaked, picked, drilled, ground, abraded, and polished to produce the forms.
DOI: 10.25549/maw-ouc11399copp
title: Two obsidian ear ornaments

description: Grayish black obsidian has been core-flaked, pressure-flaked, picked, drilled, ground, abraded, and polished to produce the forms.
DOI: 10.5281/zenodo.18603837
title: Supplementary Data for "Impact of Human Intervention on Long-Term Morphological Changes in Deltaic Channel Networks: The Role of Vanishing Small Channels"

description: This repository provides super-resolved water masks and associated processing code supporting the study “Impact of Human Intervention on Long-Term Morphological Changes in Deltaic Channel Networks: The Role of Vanishing Small Channels.” The dataset is designed to facilitate the analysis of long-term morphological changes in deltaic channel networks, with a particular focus on the evolution and disappearance of small channels.The water masks were generated for the Dongjiang and Dnieper deltas based on satellite imagery and subsequently enhanced using a super-resolution approach to improve the representation of small  channels. The resulting high-resolution water masks enable more reliable extraction and characterization of deltaic channel networks across multiple spatial scales.The repository also includes the scripts used for water mask post-processing and channel network analysis. These scripts allow users to reproduce the processing workflow and to adapt the methods for similar deltaic environments or other river-dominated coastal systems.This dataset and code can be used for studies on deltaic geomorphology, channel network dynamics, and human-induced morphological changes. Users should note that the water masks represent surface water extent at the time of image acquisition and may be influenced by seasonal hydrological conditions and data availability.
DOI: 10.25549/maw-ouc11399copo
title: Two obsidian ear ornaments

description: Grayish black obsidian has been core-flaked, pressure-flaked, picked, drilled, ground, abraded, and polished to produce the forms.
DOI: 10.5281/zenodo.18603836
title: Supplementary Data for "Impact of Human Intervention on Long-Term Morphological Changes in Deltaic Channel Networks: The Role of Vanishing Small Channels"

description: This repository provides super-resolved water masks and associated processing code supporting the study “Impact of Human Intervention on Long-Term Morphological Changes in Deltaic Channel Networks: The Role of Vanishing Small Channels.” The dataset is designed to facilitate the analysis of long-term morphological changes in deltaic channel networks, with a particular focus on the evolution and disappearance of small channels.The water masks were generated for the Dongjiang and Dnieper deltas based on satellite imagery and subsequently enhanced using a super-resolution approach to improve the representation of small  channels. The resulting high-resolution water masks enable more reliable extraction and characterization of deltaic channel networks across multiple spatial scales.The repository also includes the scripts used for water mask post-processing and channel network analysis. These scripts allow users to reproduce the processing workflow and to adapt the methods for similar deltaic environments or other river-dominated coastal systems.This dataset and code can be used for studies on deltaic geomorphology, channel network dynamics, and human-induced morphological changes. Users should note that the water masks represent surface water extent at the time of image acquisition and may be influenced by seasonal hydrological conditions and data availability.
DOI: 10.25549/maw-ouc1sto1875900
title: MAW Collection

description: Artifacts from South America, Mesoamerica, Central America, Southwest America, and Midwest America.
DOI: 10.25549/maw-ouc11399dm02
title: Zoomorphic tripodal urn : (vessel)

description: The vessel's overall shape is a tapered bulbous body with three bulbous feet. A zoomorphic head has been appliqued to the vessel's shoulder as well as two arms. A shell pendant hangs from its neck.
DOI: 10.25549/usctheses-ouc11631734
title: A proposal for the production, marketing and distribution of a theatrical motion picture, "Anatomy of a Stick Figure"
DOI: 10.25549/usctheses-ouc11647013
title: A proposal for the production, marketing and distribution of a feature film, "Lazarus"
DOI: 10.25549/usctheses-ouc11285067
title: Deja vu
DOI: 10.25549/maw-ouc1sto1875396
title: MAW Collection

description: Artifacts from South America, Mesoamerica, Central America, Southwest America, and Midwest America.
DOI: 10.15468/dl.dfmamd
title: Occurrence Download

description: A dataset containing 169969 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 Achillea millefolium",
 "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 169969 records from 567 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001430-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/maw-ouc1sto1875277
title: MAW Collection

description: Artifacts from South America, Mesoamerica, Central America, Southwest America, and Midwest America.
DOI: 10.6084/m9.figshare.31405464
title: <b>Adaptive Co-evolution between Bovine Viral Diarrhea Virus Envelope Glycoprotein E2 and the Bovine Cellular Receptor CD46</b>

description: Bovine viral diarrhea virus (BVDV) is a major cattle pathogen whose envelope glycoprotein E2 mediates viral entry by binding the cellular receptor CD46. Adaptive interactions between viral attachment proteins and host receptors are central to viral fitness and virulence, yet direct evidence for co-evolution between BVDV E2 and bovine CD46 has been lacking. In this study, We conducted an integrated evolutionary, cophylogenetic, and structural analysis of 51 BVDV E2 and 17 bovine CD46 gene sequences. The E2 gene was predominantly under purifying selection (114 sites), while positive selection was concentrated in the receptor-binding domain, with 3 pervasive and 25 episodic positively selected sites identified. Cophylogenetic analysis revealed a significant congruence between BVDV E2 and bovine CD46 phylogenies (ParaFitGlobal = 0.0231, <i>P</i> = 0.038). Structural docking of 10 E2 variants with 3 CD46 alleles showed binding free energies ranging from −6.9 to −14.9 kcal/mol, with co-evolutionary E2-CD46 combinations exhibiting stronger binding affinities than non-co-evolutionary pairs (mean −10.62 vs −9.40 kcal/mol).
DOI: 10.6084/m9.figshare.31405464.v2
title: <b>Adaptive Co-evolution between Bovine Viral Diarrhea Virus Envelope Glycoprotein E2 and the Bovine Cellular Receptor CD46</b>

description: Bovine viral diarrhea virus (BVDV) is a major cattle pathogen whose envelope glycoprotein E2 mediates viral entry by binding the cellular receptor CD46. Adaptive interactions between viral attachment proteins and host receptors are central to viral fitness and virulence, yet direct evidence for co-evolution between BVDV E2 and bovine CD46 has been lacking. In this study, We conducted an integrated evolutionary, cophylogenetic, and structural analysis of 51 BVDV E2 and 17 bovine CD46 gene sequences. The E2 gene was predominantly under purifying selection (114 sites), while positive selection was concentrated in the receptor-binding domain, with 3 pervasive and 25 episodic positively selected sites identified. Cophylogenetic analysis revealed a significant congruence between BVDV E2 and bovine CD46 phylogenies (ParaFitGlobal = 0.0231, <i>P</i> = 0.038). Structural docking of 10 E2 variants with 3 CD46 alleles showed binding free energies ranging from −6.9 to −14.9 kcal/mol, with co-evolutionary E2-CD46 combinations exhibiting stronger binding affinities than non-co-evolutionary pairs (mean −10.62 vs −9.40 kcal/mol).
DOI: 10.25549/maw-ouc1sto1875221
title: MAW Collection

description: Artifacts from South America, Mesoamerica, Central America, Southwest America, and Midwest America.
DOI: 10.25549/maw-ouc1sto1875873
title: MAW Collection

description: Artifacts from South America, Mesoamerica, Central America, Southwest America, and Midwest America.
DOI: 10.25549/maw-ouc1sto1905102
title: MAW Collection

description: Artifacts from South America, Mesoamerica, Central America, Southwest America, and Midwest America.
DOI: 10.25549/maw-ouc113985490
title: Tlatilco acrobat

description: An unusual figure portraying an acrobat. The maker didn't quite understand bending human anatomy and 3-D sculpture. They created a three-dimensional male elite figure with a flat two-dimensional perspective
DOI: 10.25549/maw-ouc113985526
title: Tlatilco acrobat

description: An unusual figure portraying an acrobat. The maker didn't quite understand bending human anatomy and 3-D sculpture. They created a three-dimensional male elite figure with a flat two-dimensional perspective
DOI: 10.25549/maw-ouc113985467
title: Standing bearded male

description: During the Preclassic period, hand-modeled human figures were produced in abundance. The vast majority are female fertility figures, but there are the occasional males, shamans, and ballplayers.
DOI: 10.25549/maw-ouc113985493
title: Archaic Colima figure with multiple babies

description: A seated adult with a conical head holds two large children on their lap, while a large child sleeps on their back. Seven additional small babies cling to the arms and body.
DOI: 10.25549/maw-ouc113985524
title: Archaic Colima figure with multiple babies

description: A seated adult with a conical head holds two large children on their lap, while a large child sleeps on their back. Seven additional small babies cling to the arms and body.
DOI: 10.25549/usctheses-ouc11283249
title: The last night
DOI: 10.25549/usctheses-ouc11285510
title: Masks
DOI: 10.25549/usctheses-ouc11299098
title: City doves
DOI: 10.25549/usctheses-ouc11302691
title: Father, Forgive Yourself: A journey into and out of the Catholic priesthood: A memoir
DOI: 10.25549/usctheses-ouc11271215
title: A proposal for the production and marketing of a theatrical motion picture entitled "The Kansas City Kid"
DOI: 10.25549/usctheses-ouc11271300
title: A proposal for the production, marketing and distribution of a feature documentary "St. Dooley"
DOI: 10.25549/usctheses-ouc113141738
title: A spatiotemporal analysis of environmental and social conditions in parks in Los Angeles City Council District 7
DOI: 10.25549/usctheses-ouc11399n8lw
title: Transformative professional learning for K-12 visual arts teachers committed to liberatory and justice-centered praxis
DOI: 10.25549/usctheses-ouc11399m8gg
title: Confronting persistent patriarchy in technical theater: an investigation of gender dynamics backstage
DOI: 10.25549/usctheses-ouc11399mbqr
title: Disrupting conventional narratives in social studies curriculum by developing teacher critical consciousness through critically engaged dialogue and reflection
DOI: 10.25549/maw-ouc113985527
title: Archaic Colima figure with multiple babies

description: A seated adult with a conical head holds two large children on their lap, while a large child sleeps on their back. Seven additional small babies cling to the arms and body.
DOI: 10.25549/maw-ouc113985506
title: Xochipala shell bracelet

description: A large carved shell section in the form of a spiral bracelet, with an upper flared cuff. The elaborate incised decoration depicts a standing anthropomorphic figure with outstretched arms wearing a large bird headdress.
DOI: 10.25549/maw-ouc113985543
title: Xochipala shell bracelet

description: A large carved shell section in the form of a spiral bracelet, with an upper flared cuff. The elaborate incised decoration depicts a standing anthropomorphic figure with outstretched arms wearing a large bird headdress.
DOI: 10.25549/maw-ouc113985660
title: Chontal mask : with Teotihuacan characteristics

description: The state of Guerrero, known for well-crafted abstract sculptures, has received little archaeological fieldwork. Very little is known about the culture and the people who created them. The stone for this Chontal mask has been string cut, pecked, abraded, drilled, and polished. It features several Teotihuacan characteristics: a wide face, a flat curved head, and flared rectangular ears.