cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14004321
title: Projection of temperature-related mortality in 854 European cities under climate change and adaptation scenarios
title: Data and results

description: This repository contains the data and results from the paper Estimating future heat-related and cold-related mortality under climate change, demographic and adaptation scenarios in 854 European cities published in Nature Medicine (https://doi.org/10.1038/s41591-024-03452-2).

It provides projections of excess death rates and burden for the period 2015-2099 for five age groups in 854 cities across 30 countries, under three Shared Socioeconomic Pathway (SSP) scenarios, and four adaptation scenarios. The results include point estimates for five-year periods and four global warming levels, along with 95% empirical confidence intervals. 

The fully reproducible analysis code using the data and producing the results included in this repository is provided in GitHub. The results can be visualised and explored in a dedicated Shiny app.

Content

This repository contains three zip files, each with an internal codebook:



data.zip: contains the input data necessary to run the analysis. It includes historical and projected daily temperature at the city level, age-group specific projections of population and survival rates at the country level, and exposure-response functions extracted from another Zenodo repository (https://doi.org/10.5281/zenodo.10288665). This file also include a script showing how each dataset was extracted for the purpose of this projection study.

results_csv.zip: contains the full results from the health impact projections. It includes one file for each combination of geographical level (city, country, region or European wide) and scale of reporting (five year periods or global warming levels). 

results_parquet.zip: contains the same information as the results_csv.zip but in a parquet format. This allows for more efficient storage and data reading.


It is recommended to only download results_csv.zip for a quick exploration of the results, or only results_parquet.zip when the results are to be loaded into a software for deeper analysis.
DOI: 10.5281/zenodo.14004322
title: Projection of temperature-related mortality in 854 European cities under climate change and adaptation scenarios
title: Data and results

description: This repository contains the data and results from the paper Estimating future heat-related and cold-related mortality under climate change, demographic and adaptation scenarios in 854 European cities published in Nature Medicine (https://doi.org/10.1038/s41591-024-03452-2).

It provides projections of excess death rates and burden for the period 2015-2099 for five age groups in 854 cities across 30 countries, under three Shared Socioeconomic Pathway (SSP) scenarios, and four adaptation scenarios. The results include point estimates for five-year periods and four global warming levels, along with 95% empirical confidence intervals. 

The fully reproducible analysis code using the data and producing the results included in this repository is provided in GitHub. The results can be visualised and explored in a dedicated Shiny app.

Content

This repository contains three zip files, each with an internal codebook:



data.zip: contains the input data necessary to run the analysis. It includes historical and projected daily temperature at the city level, age-group specific projections of population and survival rates at the country level, and exposure-response functions extracted from another Zenodo repository (https://doi.org/10.5281/zenodo.10288665). This file also include a script showing how each dataset was extracted for the purpose of this projection study.

results_csv.zip: contains the full results from the health impact projections. It includes one file for each combination of geographical level (city, country, region or European wide) and scale of reporting (five year periods or global warming levels). 

results_parquet.zip: contains the same information as the results_csv.zip but in a parquet format. This allows for more efficient storage and data reading.


It is recommended to only download results_csv.zip for a quick exploration of the results, or only results_parquet.zip when the results are to be loaded into a software for deeper analysis.
DOI: 10.15468/dl.5ksq3u
title: Occurrence Download

description: A dataset containing 2682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, France)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lycopodiella inundata (L.) Holub",
 "Year 2000-2025"
 ]
}

 The dataset includes 2682 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005033-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nsvmxhx3pm
title: Assessment of Occupants’ Adaptive Behavior and Visual Comfort in Educational Facilities: A Cross-sectional Field Survey

description: This dataset provides the SPSS file for this research.
DOI: 10.15468/dl.u2c7bq
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mycena cyanorhiza Quél."
 ]
}

 The dataset includes 432 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005034-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17636/101104499
title: Analysis of J. M. Wheeler, A Biographical Dictionary of Freethinkers of All Ages and Nations (London: Progressive Publishing Company, 1889)
DOI: 10.6084/m9.figshare.23695695
title: ALIGNN-FF models

description: https://pubs.rsc.org/en/content/articlehtml/2023/dd/d2dd00096b<br>https://github.com/usnistgov/alignn/blob/main/alignn/ff/all_models_alignn_atomwise.jsonhttps://github.com/usnistgov/alignn/blob/develop/alignn/ff/all_models_alignn.json
DOI: 10.6084/m9.figshare.23695695.v7
title: ALIGNN-FF models

description: https://pubs.rsc.org/en/content/articlehtml/2023/dd/d2dd00096b<br>https://github.com/usnistgov/alignn/blob/main/alignn/ff/all_models_ff.json
DOI: 10.15468/dl.p3dr4f
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bat species richness in the region of the Central Valleys of Oaxaca, Mexico"
 ]
}

 The dataset includes 355 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005035-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntqua3
title: Occurrence Download

description: A dataset containing 4400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is SWE.13.19_1",
 "Month is February",
 "TaxonKey is Aves",
 "Year 2024-2024"
 ]
}

 The dataset includes 4400 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005036-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wctw42czcw
title: How Brands Craft National Identity (CONRES-2019-011.R3)

description: All qualitative data collected between 2009-2019 investigating the NZ context and how brands craft national identity.
DOI: 10.15468/dl.6ddkdy
title: Occurrence Download

description: A dataset containing 1563292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lathyrus L.",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1563292 records from 3916 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005031-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.q4adzeby
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (45 records)
DOI: 10.15468/dl.gymmfq
title: Occurrence Download

description: A dataset containing 14139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Comastoma (Wettst.) Toyok."
 ]
}

 The dataset includes 14139 records from 323 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014826-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.staczp
title: Occurrence Download

description: A dataset containing 34258 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Animal Sound Archive"
 ]
}

 The dataset includes 34258 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014056-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1da6k8
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Suriname",
 "TaxonKey is Araneae"
 ]
}

 The dataset includes 247 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009090-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbgpka
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra guerkeana Lauterb."
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017106-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcrmrn
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oryctolagus cuniculus (Linnaeus, 1758)",
 "Year 2013-2023"
 ]
}

 The dataset's 3 records were derived from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023534-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jz7hkd
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursaphelenchus xylophilus (Steiner & Buhrer, 1934), 1970"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfbax2
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Homalomena rostrata Griff."
 ]
}

 The dataset includes 266 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027588-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvnxxy
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ainsliaea apteroides (C.C.Chang) Y.C.Tseng"
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023533-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpzn79
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriocaulon anshiense Punekar, Malpure & Lakshmin."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050183-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5uqw6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cycas fugax K.D.Hill, T.H.Nguyên & P.K.Lôc"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017074-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jaqlqw
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipnopidae",
 "Country is India"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dspbv
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ainsliaea fulvipes Jeffrey & W.W.Sm."
 ]
}

 The dataset includes 41 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023564-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uv7dsw
title: Occurrence Download

description: A dataset containing 1466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtomium yamamotoi Tagawa"
 ]
}

 The dataset includes 1466 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017075-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynrjak
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización florística de las ciénagas en Gamarra y Barrancabermeja de 2012"
 ]
}

 The dataset includes 221 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7k9d7
title: Occurrence Download

description: A dataset listing the 20 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamilla Malmgren, 1866"
 ]
}

 The dataset's 20 records were derived from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014073-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whbxxb
title: Occurrence Download

description: A dataset containing 70856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Japan",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "Year 2023-2024",
 "Year 2023-2024"
 ]
 }
 ]
}

 The dataset includes 70856 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017068-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bl95k
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Varanus exanthematicus (Bosc, 1792)",
 "Geometry POLYGON((-33.13 -38.92,-33.13 26.80,77.08 26.80,77.08 -38.92,-33.13 -38.92))",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 81 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bqd48
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum kurilense Takeda"
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014053-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q6rkr
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hunteria simii (Stapf) H.Huber"
 ]
}

 The dataset includes 165 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027623-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuqcf8
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saint Vincent and the Grenadines",
 "TaxonKey is Araneae"
 ]
}

 The dataset includes 84 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pu4f46
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Panthera onca (Linnaeus, 1758), Panthera onca goldmani (Mearns, 1901), Panthera onca paraguensis (Hollister, 1914), Panthera onca palustris (Ameghino, 1888), Panthera onca augusta (Leidy, 1872))"
 ]
}

 The dataset includes 854 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023532-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zw6pry
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hunteria ghanensis J.B.Hall & Leeuwenb."
 ]
}

 The dataset includes 94 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027590-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkchav
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Saudi Arabia",
 "Country is Kuwait"
 ]
 },
 "TaxonKey is Thymelaea mesopotamica (C.Jeffrey) B.Peterson"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcupjx
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aconitum kuzenevae Vorosch."
 ]
}

 The dataset includes 65 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014057-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e68hve
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dehaasia gigantocarpa Kosterm."
 ]
}

 The dataset includes 42 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017073-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dlpocf
title: Occurrence Download

description: A dataset containing 773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Venezuela (Bolivarian Republic of)",
 "TaxonKey is Araneae"
 ]
}

 The dataset includes 773 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009092-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ev96x2
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Boophis periegetes Cadle, 1995"
 ]
}

 The dataset includes 52 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039950-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpcwvn
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polynemus melanochir Valenciennes, 1831",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027670-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es64fq
title: Occurrence Download

description: A dataset containing 822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "TaxonKey is Chorispora tenella (Pall.) DC."
 ]
}

 The dataset includes 822 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009092-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9wv4v
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversity around home: A case study for monitoring urban biodiversity at Barrackpore town, North 24 Parganas, West Bengal"
 ]
}

 The dataset includes 240 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014067-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.