Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2021
License: CC BY
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2021
License: CC BY
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2021
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
Research.fi
Dataset . 2021
License: CC BY
Data sources: Research.fi
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
https://doi.org/10.5281/zenodo...
Dataset . 2021
License: CC BY
Data sources: Sygma
versions View all 4 versions
addClaim

Data from: Global migration is driven by the complex interplay between environmental and social factors

Authors: Niva, Venla; Kallio, Marko; Muttarak, Raya; Taka, Maija; Varis, Olli; Kummu, Matti;

Data from: Global migration is driven by the complex interplay between environmental and social factors

Abstract

The datasets were produced in the following article. When using the data, please use the following citation: Niva V, Kallio M, Muttarak R, Taka M, Varis O, Kummu M. 2021. Global migration is driven by the complex interplay between environmental and social factors. Environmental Research Letters. https://doi.org/10.1088/1748-9326/ac2e86 The data include the following files: AC.tif Composite index computed based on the four AC variables by taking a mean over the respective variables: economy.tif Downscaled and min-max normalized income data. education.tif Min-max normalized education data. governance.tif Min-max normalized governance data. health.tif Min-max normalized health data. For all of the above data, 0 and 1 represent the lowest and highest capacity, respectively. ES.tif Composite index computed based on the four ES variables by taking a mean over the respective variables: foodProdScarcityScaled.tif Food production scarcity data based on food production data. droughtRiskScaled.tif Computed and scaled drought risk based on SPEI index. waterRiskScaled.tif Computed and scaled water risk data based on three water stress indices. For all of the above data 0 and 1 represent the lowest and highest stress, respectively. Kindly note that data for natural hazards is available at its source (please see the list below). class_raster.tif Spatial representation of the classification matrix. cntryID.gpkg Country polygons with country IDs. cntry_raster_masked.tif Country raster with country IDs. countriesRegionsZones.csv Country groups and countries. Dataset specifications: spatial extent: -180, 180, -90, 90 spatial resolution: 5 arc-min (0.083333333 degrees) projection: long/lat WGS84 no data value: NA Original data to produce the above indicators and to replicate the full analysis is available at the following sources: Net-migration data (30 arc-sec resolution): https://doi.org/10.7927/H4319SVC Natural hazards: https://datadryad.org/stash/dataset/doi:10.5061/dryad.h2v2398 Governance effectiveness: https://datadryad.org/stash/dataset/doi:10.5061/dryad.h2v2398 Human Development Indicators (income, education, health): https://doi.org/10.1038/sdata.2019.38 Water risk indicators: https://doi.org/10.46830/writn.18.00146 Drought (SPEI index): https://doi.org/10.1175/2009JCLI2909.1 Food production: https://doi.org/10.1038/nature11420 Population data: https://doi.org/10.1177/0959683609356587

{"references": ["Hofste R, Kuzma S, Walker S and Sutanudjaja E H 2019 Aqueduct 3.0: Updated Decision- Relevant Global Water Risk Indicators", "Klein Goldewijk K, Beusen A and Janssen P 2010 Long-term dynamic modeling of global population and built-up area in a spatially explicit way: HYDE 3.1 The Holocene 20 565\u201373", "Mueller N D, Gerber J S, Johnston M, Ray D K, Ramankutty N and Foley J A 2012 Closing yield gaps through nutrient and water management Nature 490 254\u20137", "de Sherbinin A, Levy M, Adamo S, MacManus K, Yetman G, Mara V, Razafindrazay L, Goodrich B, Srebotnjak T, Aichele C and Pistolesi L 2015 Global Estimated Net Migration Grids by Decade: 1970-2000 Online: https://doi.org/10.7927/H4319SVC", "Smits J and Permanyer I 2019 The Subnational Human Development Database Scientific Data 6 190038", "Varis, Olli; Taka, Maija; Kummu, Matti (2019), Data from: The planet's stressed river basins: too much pressure or too little adaptive capacity?, Dryad, Dataset, https://doi.org/10.5061/dryad.h2v2398", "Vicente-Serrano S M, Beguer\u00eda S and L\u00f3pez-Moreno J I 2010 A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index Journal of Climate 23 1696\u2013718"]}

This study was funded by Maa- ja vesitekniikan tuki r.y., Aalto University (Base Funds and the 520 Doctoral Programme of the School of Engineering), Academy of Finland funded project WATVUL (grant no. 317320), European Research Council (ERC) under the European Union's Horizon 2020 research and innovation programme (grant agreement No. 819202) 522 and IIASA including the National Member Organizations that support the institute.

Country
Finland
Keywords

human migration, grid cell, adaptive capacity, environmental stress

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
    OpenAIRE UsageCounts
    Usage byUsageCounts
    visibility views 13
  • 13
    views
    Powered byOpenAIRE UsageCounts
Powered by OpenAIRE graph
Found an issue? Give us feedback
visibility
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
0
Average
Average
Average
13