cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18754120
title: Heatwave Risk Dataset – District-Level Fertility Loss, Milk Production Loss and Economic Impact (Historical, RCP4.5 & RCP8.5) for Aydın Province, Türkiye (CliResDairy)

description: This dataset contains the risk component of the dairy-sector heatwave assessment for Aydın Province, Türkiye, developed under the CLIMAAX project.

The dataset quantifies the impact of projected heat stress (Temperature–Humidity Index, THI) on:



Fertility loss (%)

Milk production loss (liters)

Economic loss (local currency)

Cooling-related electricity costs


File: Fertility_Loss_daily_ensemble_district_level.xlsx



Daily fertility loss (%)

District-level aggregation

Ensemble median values

Historical period (1976–2005)

Future projections:



RCP4.5 (2041–2070)

RCP8.5 (2041–2070)




File: HSDD_milk_and_economical_loss_ensemble_district_level.xlsx

Contains yearly aggregated results including:



Heat Stress Degree Days (HSDD)

Milk production loss (liters)

Economic loss (TL or EUR)

Cooling electricity cost

Results per district

Ensemble statistics

Historical period (1976–2005)

Future projections:



RCP4.5 (2041–2070)

RCP8.5 (2041–2070)




File: Plots.zip



District-level maps of:

HSDD

Fertility loss (%)

Milk loss

Economic loss

Cooling electricity cost

Historical vs future periods


Reproducible Risk Assessment Workflow

File: 01_Heatwave_Risk_Assessment.ipynb

Contains the full modelling workflow used to generate the risk results, including:



Processing of THI hazard outputs

Calculation of HSDD

Fertility loss computation

Milk production loss estimation

Economic loss calculation

District-level aggregation

Ensemble statistics

Visualisation procedures
DOI: 10.15148/7a3612dc-86d1-4cf6-abe5-a63d084985ec
title: Epos-France - GPSMob data - Mission n° 15-078 - Chili (2015) - 2015-04-02 / 2015-04-18 - 50 points

description: Epos-France - GPSMob data from the mission n°15-078 in Chili (2015).Responsibles: Christophe Vigny. Mission started on 2015-04-02 and ended on 2015-04-18. Data were measured on approximately 60 points. The data for each mission is organized in several subdirectories: (i) raw: contains what has been identified as raw data, if ever provided; (ii) rinex: contains the rinex files, possibly split by day, renamed in lower case and with the most likely point name, in d.Z format; (iii) meta: contains all other files (calculation configuration files, field logs, photos, etc.). The original archive has been modified on 2025-08-21 to: - complete and/or correct rinex headers ; We invite users who have downloaded the original archive, to download the latest one.
DOI: 10.25549/wpacards-c8-157972
title: WPA household census for 144 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15148/54c72517-b66c-411a-b3a0-bf4b92afb442
title: Epos-France - GPSMob data - Mission n° 15-085 - Djibouti (2015) - 2015-03-31 / 2015-04-17 - 9 points

description: Epos-France - GPSMob data from the mission n°15-085 in Djibouti (2015).Responsibles: Jean-Bernard de Chabalier. Mission started on 2015-03-31 and ended on 2015-04-17. Data were measured on approximately 9 points. The data for each mission is organized in several subdirectories: (i) raw: contains what has been identified as raw data, if ever provided; (ii) rinex: contains the rinex files, possibly split by day, renamed in lower case and with the most likely point name, in d.Z format; (iii) meta: contains all other files (calculation configuration files, field logs, photos, etc.). If permanent GNSS data are included in this archive, they are not intended for distribution here, we strongly invite the user to not use them and to download original data provided by official producers (ex. IGS). They will soon be deleted from this archive.
DOI: 10.5281/zenodo.18754005
title: Heatwave Vulnerability Parameters for Dairy Cattle – Milk Production, Fertility and Cooling Response Coefficients for Aydın Province, Türkiye (CliResDairy)

description: This dataset contains the vulnerability component of the dairy-sector heatwave risk assessment for Aydın Province, Türkiye, developed under the CLIMAAX project.

Vulnerability represents the sensitivity of dairy cattle production and reproduction systems to heat stress conditions, expressed through empirical response coefficients and economic parameters.

File : Heatwave_Vulnerability_for_dairy_farming.xlsx



Parameter_Category – Functional vulnerability domain (Milk Production, Economics, Cooling Infrastructure, Reproduction)

Parameter_Name – Name of the vulnerability coefficient

Value – Numerical parameter value

Unit – Measurement unit

Description – Functional role in risk modelling

Source_or_Assumption – Scientific reference


File : Fan_number_per_district.xlsx



Cooling fan number per district in Aydın
DOI: 10.5281/zenodo.18754004
title: Heatwave Vulnerability Parameters for Dairy Cattle – Milk Production, Fertility and Cooling Response Coefficients for Aydın Province, Türkiye (CliResDairy)

description: This dataset contains the vulnerability component of the dairy-sector heatwave risk assessment for Aydın Province, Türkiye, developed under the CLIMAAX project.

Vulnerability represents the sensitivity of dairy cattle production and reproduction systems to heat stress conditions, expressed through empirical response coefficients and economic parameters.

File : Heatwave_Vulnerability_for_dairy_farming.xlsx



Parameter_Category – Functional vulnerability domain (Milk Production, Economics, Cooling Infrastructure, Reproduction)

Parameter_Name – Name of the vulnerability coefficient

Value – Numerical parameter value

Unit – Measurement unit

Description – Functional role in risk modelling

Source_or_Assumption – Scientific reference


File : Fan_number_per_district.xlsx



Cooling fan number per district in Aydın
DOI: 10.25549/wpacards-c8-157981
title: WPA household census for 132 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.5281/zenodo.18753782
title: Heatwave Hazard Assessment - Daily Temperature–Humidity Index (THI) Projections – Gridded and District-Level Ensemble Statistics (Historical, RCP4.5 & RCP8.5) for Aydın Province, Türkiye (CliResDairy)

description: This dataset contains the heatwave hazard component of the dairy-sector climate risk assessment for Aydın Province, Türkiye, developed under the CLIMAAX  project.

The dataset provides daily Temperature–Humidity Index (THI) projections derived from EURO-CORDEX regional climate model outputs.

THI is calculated using daily near-surface air temperature (tas) and relative humidity (hurs) and represents the intensity of heat stress affecting dairy cattle.

The dataset includes both gridded (~0.11°, ~12 km resolution) and district-level aggregated outputs for historical and future climate scenarios.

Daily Gridded THI (0.11° Resolution)

Files:

THI_daily_historical_1976-2005.zip

THI_daily_rcp45_2041-2070.zip

THI_daily_rcp85_2041-2070.zip

Contains:



Daily THI values per grid cell (~12 km resolution)

Individual GCM–RCM ensemble member outputs

Historical reference period (1976–2005)

Future projections:

RCP4.5 (2041–2070)

RCP8.5 (2041–2070)


Daily District-Level THI (Per Ensemble Member)

Files:

THI_daily_district_level_historical_1976-2005.zip

THI_daily_district_level_rcp45_2041-2070.zip

THI_daily_district_level_rcp85_2041-2070.zip

Contains:



Daily THI aggregated to district (ilçe) level

Results per individual GCM–RCM ensemble member

Historical and future scenarios


Ensemble Statistics (District Level)

File: THI_daily_ensemble_district_level.xlsx

Contains daily district-level:



Ensemble median THI

10th percentile (P10)

90th percentile (P90)


for:



Historical period (1976–2005)

RCP4.5 (2041–2070)

RCP8.5 (2041–2070)


File: Plots.zip



District-level THI maps (historical vs future)

Cooling Fan count map 


File: 01_Heatwave_Hazard_Assessment.ipynb



Contains the full modelling workflow, including:

Climate data processing

THI calculation

District-level aggregation

Ensemble statistics generation

Visualisation procedures
DOI: 10.25549/wpacards-c8-157987
title: WPA household census for 128 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.5281/zenodo.11102665
title: DrugComb - an integrative cancer drug combination data portal

description: Drug combination therapy has the potential to enhance efficacy, reduce dose-dependent toxicity and prevent the emergence of drug resistance. However, discovery of synergistic and effective drug combinations has been a laborious and often serendipitous process. In recent years, identification of combination therapies has been accelerated due to the advances in high-throughput drug screening, but informatics approaches for systems-level data management and analysis are needed. To contribute toward this goal, we created an open-access data portal called DrugComb (https://drugcomb.org) where the results of drug combination screening studies are accumulated, standardized and harmonized. Through the data portal, we provided a web server to analyze and visualize users' own drug combination screening data. The users can also effectively participate a crowdsourcing data curation effect by depositing their data at DrugComb. To initiate the data repository, we collected 437 932 drug combinations tested on a variety of cancer cell lines. We showed that linear regression approaches, when considering chemical fingerprints as predictors, have the potential to achieve high accuracy of predicting the sensitivity of drug combinations. All the data and informatics tools are freely available in DrugComb to enable a more efficient utilization of data resources for future drug combination discovery.

Citations: 

[1] Nucleic Acids Res. 2021, 49(W1):W174-W184. doi: 10.1093/nar/gkab438

https://pubmed.ncbi.nlm.nih.gov/34060634/ 

[2] Nucleic Acids Res. 2019, 47(W1):W43-W51. doi: 10.1093/nar/gkz337https://pubmed.ncbi.nlm.nih.gov/31066443/
DOI: 10.5281/zenodo.18753781
title: Heatwave Hazard Assessment - Daily Temperature–Humidity Index (THI) Projections – Gridded and District-Level Ensemble Statistics (Historical, RCP4.5 & RCP8.5) for Aydın Province, Türkiye (CliResDairy)

description: This dataset contains the heatwave hazard component of the dairy-sector climate risk assessment for Aydın Province, Türkiye, developed under the CLIMAAX  project.

The dataset provides daily Temperature–Humidity Index (THI) projections derived from EURO-CORDEX regional climate model outputs.

THI is calculated using daily near-surface air temperature (tas) and relative humidity (hurs) and represents the intensity of heat stress affecting dairy cattle.

The dataset includes both gridded (~0.11°, ~12 km resolution) and district-level aggregated outputs for historical and future climate scenarios.

Daily Gridded THI (0.11° Resolution)

Files:

THI_daily_historical_1976-2005.zip

THI_daily_rcp45_2041-2070.zip

THI_daily_rcp85_2041-2070.zip

Contains:



Daily THI values per grid cell (~12 km resolution)

Individual GCM–RCM ensemble member outputs

Historical reference period (1976–2005)

Future projections:

RCP4.5 (2041–2070)

RCP8.5 (2041–2070)


Daily District-Level THI (Per Ensemble Member)

Files:

THI_daily_district_level_historical_1976-2005.zip

THI_daily_district_level_rcp45_2041-2070.zip

THI_daily_district_level_rcp85_2041-2070.zip

Contains:



Daily THI aggregated to district (ilçe) level

Results per individual GCM–RCM ensemble member

Historical and future scenarios


Ensemble Statistics (District Level)

File: THI_daily_ensemble_district_level.xlsx

Contains daily district-level:



Ensemble median THI

10th percentile (P10)

90th percentile (P90)


for:



Historical period (1976–2005)

RCP4.5 (2041–2070)

RCP8.5 (2041–2070)


File: Plots.zip



District-level THI maps (historical vs future)

Cooling Fan count map 


File: 01_Heatwave_Hazard_Assessment.ipynb



Contains the full modelling workflow, including:

Climate data processing

THI calculation

District-level aggregation

Ensemble statistics generation

Visualisation procedures
DOI: 10.15468/dl.v85rak
title: Occurrence Download

description: A dataset containing 65173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megaceryle torquata",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 65173 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006586-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11579137
title: WPA household census for 122 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.5281/zenodo.18753152
title: Agricultural Drought Risk Dataset – District-Level Production and Economic Loss Projections (RCP8.5, 2046–2050) for Aydın Province, Türkiye  (CliResDairy)

description: This dataset contains the agricultural drought risk assessment results for Aydın Province, Türkiye, developed under the CLIMAAX project.

This dataset provides district-level projections of agricultural production loss (tons) and economic loss (USD) per crop for Aydın Province, Türkiye, under RCP8.5 (2046–2050). Results are derived from multi-model EURO-CORDEX ensemble yield loss projections combined with historical agricultural production data.

File: yield_loss_district_level_ensemble.xlsx



Yield loss (%) per district (ilçe)

Ensemble median results of members


File: economical_loss_district_level_ensemble.xlsx



Projected production loss (tons)

Projected economic loss (USD)

Results per district and crop

Ensemble median values


File: Plots.zip

Contains district-level maps per crop, including:



Historical yield (kg/ha)

Projected yield loss (%)

Production loss (tons)

Economic loss (USD)


Reproducible Workflow Notebooks

AGRI_DROUGHT_01_Hazard_Assessment.ipynb

AGRI_DROUGHT_02_Risk_Assessment.ipynb

These notebooks contain the complete modelling workflow used to generate the hazard and risk results, including:



FAO-56 evapotranspiration calculation

Daily crop water balance simulation

Ensemble aggregation

District-level spatial aggregation

Production and economic loss estimation
DOI: 10.5281/zenodo.18753637
title: Heatwave Exposure Dataset – Dairy Farm Locations, Cattle Numbers and Cooling Infrastructure at District Level, Aydın Province, Türkiye  (CliResDairy)

description: This dataset provides the exposure component used in the Heatwave Risk Assessment for the dairy cattle sector in Aydın Province, Türkiye, developed under the CLIMAAX  project.

Exposure is defined as the spatial distribution of dairy farming assets and livestock potentially affected by heat stress, including farm locations, cattle numbers, and cooling infrastructure at district level.

File: dairy_farm_locations.geojson



Geospatial point dataset containing the locations of dairy farms in Aydın Province.


File: cattle_number_per_district.xlsx



Contains district-level dairy cattle numbers, including:

Total number of cattle per district

Attributes required for heat stress impact calculations


File: Fan_number_per_district.xlsx



Contains district-level information on the number of cooling fans installed in dairy farms.


File: aydin_district.gpkg



Geospatial dataset of district (ilçe) boundaries for Aydın Province.
DOI: 10.5281/zenodo.18753636
title: Heatwave Exposure Dataset – Dairy Farm Locations, Cattle Numbers and Cooling Infrastructure at District Level, Aydın Province, Türkiye  (CliResDairy)

description: This dataset provides the exposure component used in the Heatwave Risk Assessment for the dairy cattle sector in Aydın Province, Türkiye, developed under the CLIMAAX  project.

Exposure is defined as the spatial distribution of dairy farming assets and livestock potentially affected by heat stress, including farm locations, cattle numbers, and cooling infrastructure at district level.

File: dairy_farm_locations.geojson



Geospatial point dataset containing the locations of dairy farms in Aydın Province.


File: cattle_number_per_district.xlsx



Contains district-level dairy cattle numbers, including:

Total number of cattle per district

Attributes required for heat stress impact calculations


File: Fan_number_per_district.xlsx



Contains district-level information on the number of cooling fans installed in dairy farms.


File: aydin_district.gpkg



Geospatial dataset of district (ilçe) boundaries for Aydın Province.
DOI: 10.25549/wpacards-c8-157993
title: WPA household census for 122 SOUTH HICKS STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.5281/zenodo.18753151
title: Agricultural Drought Risk Dataset – District-Level Production and Economic Loss Projections (RCP8.5, 2046–2050) for Aydın Province, Türkiye  (CliResDairy)

description: This dataset contains the agricultural drought risk assessment results for Aydın Province, Türkiye, developed under the CLIMAAX project.

This dataset provides district-level projections of agricultural production loss (tons) and economic loss (USD) per crop for Aydın Province, Türkiye, under RCP8.5 (2046–2050). Results are derived from multi-model EURO-CORDEX ensemble yield loss projections combined with historical agricultural production data.

File: yield_loss_district_level_ensemble.xlsx



Yield loss (%) per district (ilçe)

Ensemble median results of members


File: economical_loss_district_level_ensemble.xlsx



Projected production loss (tons)

Projected economic loss (USD)

Results per district and crop

Ensemble median values


File: Plots.zip

Contains district-level maps per crop, including:



Historical yield (kg/ha)

Projected yield loss (%)

Production loss (tons)

Economic loss (USD)


Reproducible Workflow Notebooks

AGRI_DROUGHT_01_Hazard_Assessment.ipynb

AGRI_DROUGHT_02_Risk_Assessment.ipynb

These notebooks contain the complete modelling workflow used to generate the hazard and risk results, including:



FAO-56 evapotranspiration calculation

Daily crop water balance simulation

Ensemble aggregation

District-level spatial aggregation

Production and economic loss estimation
DOI: 10.25549/wpacards-c8-157912
title: WPA household census for 237 SOUTH DITMAN STREET, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.raja2k
title: Occurrence Download

description: A dataset containing 604325 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza maculata"
 ]
}

 The dataset includes 604325 records from 1513 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006570-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.833119
title: (Table 1) Total orgaic carbon and total nitrogen contents of lake sediments samples (core NC 08/01 P4), river sediments (river Ce) and terrestrial and aquatic vegetation samples with associated locations
DOI: 10.1594/pangaea.842171
title: Hydrogen isotopes of n-alkanes of lake Nam Co sediment core NC 08/01

description: This study is part of DFG Priority Programme (Schwerpunktprogramm) 1372 "Tibetan Plateau: Formation - Climate - Ecosystems (TiP)"
DOI: 10.1594/pangaea.831656
title: (Extended Data Table 1) Uncertainty estimates, link to data file

description: Top, bottom, and center of deglacial AIDs 1 - 8, as well as absolute dating uncertainties in terms of the 2-sigma error (parenthesis). The first uncertainty relates to the MD07 chronology only (Weber et al., 2012, Quaternary Science Reviews, doi:10.1016/j.quascirev.2012.01.016), the second uncertainty relates to the overall uncertainty including the EDML1 (Ruth et al., 2007, Climates of the Past, doi:10.5194/cp-3-475-2007) and EDC3 (Parrenin et al., 2007, Climates of the Past, doi:10.5194/cp-3-485-2007) chronology.
DOI: 10.1594/pangaea.870562
title: Grain size composition of sediment core TT_12-3
DOI: 10.1594/pangaea.780280
title: (Table T1) Raw XRF scan peak area data for all scans on Site U1338, unspliced

description: Al, Si, K, Ca, Ti, Mn, and Fe are from the 10 kV scan; Ba is from the 50 kV scan.