WRI Aqueduct Future Annual Version 4.0

WRI/Aqueduct_Water_Risk/V4/future_annual

Dataset Availability: 2010-01-01T00:00:00Z–2080-12-31T23:59:59Z
Dataset Provider: World Resources Institute
Earth Engine Snippet: FeatureCollection
ee.FeatureCollection("WRI/Aqueduct_Water_Risk/V4/future_annual"); FeatureView
ui.Map.FeatureViewLayer("WRI/Aqueduct_Water_Risk/V4/future_annual_FeatureView")

Tags: aqueduct flood monitoring table wri

Description

Aqueduct 4.0 is the latest iteration of WRI's water risk framework designed to translate complex hydrological data into intuitive indicators of water related risk. This dataset has curated 13 water risk indicators for quantity, quality and reputational concerns into a comprehensive framework. For 5 of the 13 indicators, a global hydrological model called PCR-GLOBWB 2 has been used to generate novel datasets on sub-basic water supply. The PCR-GLOBWB 2 model is also used to project future sub-basin water conditions using CMIP6 climate forcings. The projections center around three periods (2030, 2050, and 2080) under three future scenarios (business-as-usual SSP 3 RCP 7.0, optimistic SSP 1 RCP 2.6, and pessimistic SSP 5 RCP 8.5).

The water risk indicators have been aggregated by category (quantity, quality, reputational, and overall) into composite risk scores using sector-specific weighting schemes. In addition, select sub-basin scores have been aggregated into country and provincial administrative boundaries using a weighted average approach, where sub-basins with more demand have a higher influence over the final administrative score.

The WRI Aqueduct future annual dataset provides future projections of water supply, demand, stress, depletion, and variability based on CMIP6 climate projections for 3 milestone years: 2030, 2050, and 2080. This dataset can be used to anticipate and adapt to future water challenges which will be useful for water resource management, infrastructure development and climate change adaptation. This technical note explains in detail the framework, methodology, and data used in developing Aqueduct Floods.

Table Schema

Table Schema

Name	Type	Description
pfaf_id	INT	Six digit Pfafstetter code for the hydrological basin
fid	INT	Feature Id
bau30_ba_x_l	STRING	Available blue water label projected by year 2030 under business as usual scenario
bau30_ba_x_r	DOUBLE	Available blue water raw value projected by year 2030 under business as usual scenario
bau30_ww_x_l	STRING	Gross water demand label projected by year 2030 under business as usual scenario
bau30_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2030 under business as usual scenario
bau30_ws_x_c	INT	Water stress category projected by year 2030 under business as usual scenario
bau30_ws_x_l	STRING	Water stress label projected by year 2030 under business as usual scenario
bau30_ws_x_r	DOUBLE	Water stress raw value projected by year 2030 under business as usual scenario
bau30_ws_x_s	DOUBLE	Water stress score projected by year 2030 under business as usual scenario
bau30_wd_x_c	INT	Baseline water depletion category projected by year 2030 under business as usual scenario
bau30_wd_x_l	STRING	Baseline water depletion label projected by year 2030 under business as usual scenario
bau30_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2030 under business as usual scenario
bau30_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2030 under business as usual scenario
bau30_iv_x_c	INT	Interannual variability category projected by year 2030 under business as usual scenario
bau30_iv_x_l	STRING	Interannual variability label projected by year 2030 under business as usual scenario
bau30_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2030 under business as usual scenario
bau30_iv_x_s	DOUBLE	Interannual variability score projected by year 2030 under business as usual scenario
bau30_sv_x_c	INT	Seasonal variability category projected by year 2030 under business as usual scenario
bau30_sv_x_l	STRING	Seasonal variability label projected by year 2030 under business as usual scenario
bau30_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2030 under business as usual scenario
bau30_sv_x_s	DOUBLE	Seasonal variability score projected by year 2030 under business as usual scenario
bau50_ba_x_l	STRING	Available blue water label projected by year 2050 under business as usual scenario
bau50_ba_x_r	DOUBLE	Available blue water raw value projected by year 2050 under business as usual scenario
bau50_ww_x_l	STRING	Gross water demand label projected by year 2050 under business as usual scenario
bau50_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2050 under business as usual scenario
bau50_ws_x_c	INT	Water stress category projected by year 2050 under business as usual scenario
bau50_ws_x_l	STRING	Water stress label projected by year 2050 under business as usual scenario
bau50_ws_x_r	DOUBLE	Water stress raw value projected by year 2050 under business as usual scenario
bau50_ws_x_s	DOUBLE	Water stress score projected by year 2050 under business as usual scenario
bau50_wd_x_c	INT	Baseline water depletion category projected by year 2050 under business as usual scenario
bau50_wd_x_l	STRING	Baseline water depletion label projected by year 2050 under business as usual scenario
bau50_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2050 under business as usual scenario
bau50_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2050 under business as usual scenario
bau50_iv_x_c	INT	Interannual variability category projected by year 2050 under business as usual scenario
bau50_iv_x_l	STRING	Interannual variability label projected by year 2050 under business as usual scenario
bau50_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2050 under business as usual scenario
bau50_iv_x_s	DOUBLE	Interannual variability score projected by year 2050 under business as usual scenario
bau50_sv_x_c	INT	Seasonal variability category projected by year 2050 under business as usual scenario
bau50_sv_x_l	STRING	Seasonal variability label projected by year 2050 under business as usual scenario
bau50_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2050 under business as usual scenario
bau50_sv_x_s	DOUBLE	Seasonal variability score projected by year 2050 under business as usual scenario
bau80_ba_x_l	STRING	Available blue water label projected by year 2080 under business as usual scenario
bau80_ba_x_r	DOUBLE	Available blue water raw value projected by year 2080 under business as usual scenario
bau80_ww_x_l	STRING	Gross water demand label projected by year 2080 under business as usual scenario
bau80_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2080 under business as usual scenario
bau80_ws_x_c	INT	Water stress category projected by year 2080 under business as usual scenario
bau80_ws_x_l	STRING	Water stress label projected by year 2080 under business as usual scenario
bau80_ws_x_r	DOUBLE	Water stress raw value projected by year 2080 under business as usual scenario
bau80_ws_x_s	DOUBLE	Water stress score projected by year 2080 under business as usual scenario
bau80_wd_x_c	INT	Baseline water depletion category projected by year 2080 under business as usual scenario
bau80_wd_x_l	STRING	Baseline water depletion label projected by year 2080 under business as usual scenario
bau80_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2080 under business as usual scenario
bau80_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2080 under business as usual scenario
bau80_iv_x_c	INT	Interannual variability category projected by year 2080 under business as usual scenario
bau80_iv_x_l	STRING	Interannual variability label projected by year 2080 under business as usual scenario
bau80_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2080 under business as usual scenario
bau80_iv_x_s	DOUBLE	Interannual variability score projected by year 2080 under business as usual scenario
bau80_sv_x_c	INT	Seasonal variability category projected by year 2080 under business as usual scenario
bau80_sv_x_l	STRING	Seasonal variability label projected by year 2080 under business as usual scenario
bau80_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2080 under business as usual scenario
bau80_sv_x_s	DOUBLE	Seasonal variability score projected by year 2080 under business as usual scenario
opt30_ba_x_l	STRING	Available blue water label projected by year 2030 under optimistic scenario
opt30_ba_x_r	DOUBLE	Available blue water raw value projected by year 2030 under optimistic scenario
opt30_ww_x_l	STRING	Gross water demand label projected by year 2030 under optimistic scenario
opt30_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2030 under optimistic scenario
opt30_ws_x_c	INT	Water stress category projected by year 2030 under optimistic scenario
opt30_ws_x_l	STRING	Water stress label projected by year 2030 under optimistic scenario
opt30_ws_x_r	DOUBLE	Water stress raw value projected by year 2030 under optimistic scenario
opt30_ws_x_s	DOUBLE	Water stress score projected by year 2030 under optimistic scenario
opt30_wd_x_c	INT	Baseline water depletion category projected by year 2030 under optimistic scenario
opt30_wd_x_l	STRING	Baseline water depletion label projected by year 2030 under optimistic scenario
opt30_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2030 under optimistic scenario
opt30_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2030 under optimistic scenario
opt30_iv_x_c	INT	Interannual variability category projected by year 2030 under optimistic scenario
opt30_iv_x_l	STRING	Interannual variability label projected by year 2030 under optimistic scenario
opt30_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2030 under optimistic scenario
opt30_iv_x_s	DOUBLE	Interannual variability score projected by year 2030 under optimistic scenario
opt30_sv_x_c	INT	Seasonal variability category projected by year 2030 under optimistic scenario
opt30_sv_x_l	STRING	Seasonal variability label projected by year 2030 under optimistic scenario
opt30_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2030 under optimistic scenario
opt30_sv_x_s	DOUBLE	Seasonal variability score projected by year 2030 under optimistic scenario
opt50_ba_x_l	STRING	Available blue water label projected by year 2050 under optimistic scenario
opt50_ba_x_r	DOUBLE	Available blue water raw value projected by year 2050 under optimistic scenario
opt50_ww_x_l	STRING	Gross water demand label projected by year 2050 under optimistic scenario
opt50_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2050 under optimistic scenario
opt50_ws_x_c	INT	Water stress category projected by year 2050 under optimistic scenario
opt50_ws_x_l	STRING	Water stress label projected by year 2050 under optimistic scenario
opt50_ws_x_r	DOUBLE	Water stress raw value projected by year 2050 under optimistic scenario
opt50_ws_x_s	DOUBLE	Water stress score projected by year 2050 under optimistic scenario
opt50_wd_x_c	INT	Baseline water depletion category projected by year 2050 under optimistic scenario
opt50_wd_x_l	STRING	Baseline water depletion label projected by year 2050 under optimistic scenario
opt50_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2050 under optimistic scenario
opt50_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2050 under optimistic scenario
opt50_iv_x_c	INT	Interannual variability category projected by year 2050 under optimistic scenario
opt50_iv_x_l	STRING	Interannual variability label projected by year 2050 under optimistic scenario
opt50_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2050 under optimistic scenario
opt50_iv_x_s	DOUBLE	Interannual variability score projected by year 2050 under optimistic scenario
opt50_sv_x_c	INT	Seasonal variability category projected by year 2050 under optimistic scenario
opt50_sv_x_l	STRING	Seasonal variability label projected by year 2050 under optimistic scenario
opt50_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2050 under optimistic scenario
opt50_sv_x_s	DOUBLE	Seasonal variability score projected by year 2050 under optimistic scenario
opt80_ba_x_l	STRING	Available blue water label projected by year 2080 under optimistic scenario
opt80_ba_x_r	DOUBLE	Available blue water raw value projected by year 2080 under optimistic scenario
opt80_ww_x_l	STRING	Gross water demand label projected by year 2080 under optimistic scenario
opt80_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2080 under optimistic scenario
opt80_ws_x_c	INT	Water stress category projected by year 2080 under optimistic scenario
opt80_ws_x_l	STRING	Water stress label projected by year 2080 under optimistic scenario
opt80_ws_x_r	DOUBLE	Water stress raw value projected by year 2080 under optimistic scenario
opt80_ws_x_s	DOUBLE	Water stress score projected by year 2080 under optimistic scenario
opt80_wd_x_c	INT	Baseline water depletion category projected by year 2080 under optimistic scenario
opt80_wd_x_l	STRING	Baseline water depletion label projected by year 2080 under optimistic scenario
opt80_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2080 under optimistic scenario
opt80_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2080 under optimistic scenario
opt80_iv_x_c	INT	Interannual variability category projected by year 2080 under optimistic scenario
opt80_iv_x_l	STRING	Interannual variability label projected by year 2080 under optimistic scenario
opt80_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2080 under optimistic scenario
opt80_iv_x_s	DOUBLE	Interannual variability score projected by year 2080 under optimistic scenario
opt80_sv_x_c	INT	Seasonal variability category projected by year 2080 under optimistic scenario
opt80_sv_x_l	STRING	Seasonal variability label projected by year 2080 under optimistic scenario
opt80_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2080 under optimistic scenario
opt80_sv_x_s	DOUBLE	Seasonal variability score projected by year 2080 under optimistic scenario
pes30_ba_x_l	STRING	Available blue water label projected by year 2030 under pessimistic scenario
pes30_ba_x_r	DOUBLE	Available blue water raw value projected by year 2030 under pessimistic scenario
pes30_ww_x_l	STRING	Gross water demand label projected by year 2030 under pessimistic scenario
pes30_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2030 under pessimistic scenario
pes30_ws_x_c	INT	Water stress category projected by year 2030 under pessimistic scenario
pes30_ws_x_l	STRING	Water stress label projected by year 2030 under pessimistic scenario
pes30_ws_x_r	DOUBLE	Water stress raw value projected by year 2030 under pessimistic scenario
pes30_ws_x_s	DOUBLE	Water stress score projected by year 2030 under pessimistic scenario
pes30_wd_x_c	INT	Baseline water depletion category projected by year 2030 under pessimistic scenario
pes30_wd_x_l	STRING	Baseline water depletion label projected by year 2030 under pessimistic scenario
pes30_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2030 under pessimistic scenario
pes30_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2030 under pessimistic scenario
pes30_iv_x_c	INT	Interannual variability category projected by year 2030 under pessimistic scenario
pes30_iv_x_l	STRING	Interannual variability label projected by year 2030 under pessimistic scenario
pes30_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2030 under pessimistic scenario
pes30_iv_x_s	DOUBLE	Interannual variability score projected by year 2030 under pessimistic scenario
pes30_sv_x_c	INT	Seasonal variability category projected by year 2030 under pessimistic scenario
pes30_sv_x_l	STRING	Seasonal variability label projected by year 2030 under pessimistic scenario
pes30_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2030 under pessimistic scenario
pes30_sv_x_s	DOUBLE	Seasonal variability score projected by year 2030 under pessimistic scenario
pes50_ba_x_l	STRING	Available blue water label projected by year 2050 under pessimistic scenario
pes50_ba_x_r	DOUBLE	Available blue water raw value projected by year 2050 under pessimistic scenario
pes50_ww_x_l	STRING	Gross water demand label projected by year 2050 under pessimistic scenario
pes50_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2050 under pessimistic scenario
pes50_ws_x_c	INT	Water stress category projected by year 2050 under pessimistic scenario
pes50_ws_x_l	STRING	Water stress label projected by year 2050 under pessimistic scenario
pes50_ws_x_r	DOUBLE	Water stress raw value projected by year 2050 under pessimistic scenario
pes50_ws_x_s	DOUBLE	Water stress score projected by year 2050 under pessimistic scenario
pes50_wd_x_c	INT	Baseline water depletion category projected by year 2050 under pessimistic scenario
pes50_wd_x_l	STRING	Baseline water depletion label projected by year 2050 under pessimistic scenario
pes50_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2050 under pessimistic scenario
pes50_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2050 under pessimistic scenario
pes50_iv_x_c	INT	Interannual variability category projected by year 2050 under pessimistic scenario
pes50_iv_x_l	STRING	Interannual variability label projected by year 2050 under pessimistic scenario
pes50_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2050 under pessimistic scenario
pes50_iv_x_s	DOUBLE	Interannual variability score projected by year 2050 under pessimistic scenario
pes50_sv_x_c	INT	Seasonal variability category projected by year 2050 under pessimistic scenario
pes50_sv_x_l	STRING	Seasonal variability label projected by year 2050 under pessimistic scenario
pes50_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2050 under pessimistic scenario
pes50_sv_x_s	DOUBLE	Seasonal variability score projected by year 2050 under pessimistic scenario
pes80_ba_x_l	STRING	Available blue water label projected by year 2080 under pessimistic scenario
pes80_ba_x_r	DOUBLE	Available blue water raw value projected by year 2080 under pessimistic scenario
pes80_ww_x_l	STRING	Gross water demand label projected by year 2080 under pessimistic scenario
pes80_ww_x_r	DOUBLE	Gross water demand raw value projected by year 2080 under pessimistic scenario
pes80_ws_x_c	INT	Water stress category projected by year 2080 under pessimistic scenario
pes80_ws_x_l	STRING	Water stress label projected by year 2080 under pessimistic scenario
pes80_ws_x_r	DOUBLE	Water stress raw value projected by year 2080 under pessimistic scenario
pes80_ws_x_s	DOUBLE	Water stress score projected by year 2080 under pessimistic scenario
pes80_wd_x_c	INT	Baseline water depletion category projected by year 2080 under pessimistic scenario
pes80_wd_x_l	STRING	Baseline water depletion label projected by year 2080 under pessimistic scenario
pes80_wd_x_r	DOUBLE	Baseline water depletion raw value projected by year 2080 under pessimistic scenario
pes80_wd_x_s	DOUBLE	Baseline water depletion score projected by year 2080 under pessimistic scenario
pes80_iv_x_c	INT	Interannual variability category projected by year 2080 under pessimistic scenario
pes80_iv_x_l	STRING	Interannual variability label projected by year 2080 under pessimistic scenario
pes80_iv_x_r	DOUBLE	Interannual variability raw value projected by year 2080 under pessimistic scenario
pes80_iv_x_s	DOUBLE	Interannual variability score projected by year 2080 under pessimistic scenario
pes80_sv_x_c	INT	Seasonal variability category projected by year 2080 under pessimistic scenario
pes80_sv_x_l	STRING	Seasonal variability label projected by year 2080 under pessimistic scenario
pes80_sv_x_r	DOUBLE	Seasonal variability raw value projected by year 2080 under pessimistic scenario
pes80_sv_x_s	DOUBLE	Seasonal variability score projected by year 2080 under pessimistic scenario

Terms of Use

Terms of Use

The WRI datasets are available without restriction on use or distribution. WRI does request that the user give proper attribution and identify WRI, where applicable, as the source of the data. For more information check WRI's open data commitment,

Explore with Earth Engine

Code Editor (JavaScript)

var dataset = ee.FeatureCollection('WRI/Aqueduct_Water_Risk/V4/future_annual');

var reds = ee.List([
  '67000D', '9E0D14', 'E32F27', 'F6553D', 'FCA082', 'FEE2D5'
]);

function normalize(value, min, max) {
  return value.subtract(min).divide(ee.Number(max).subtract(min));
}
function setColor(feature, property, min, max, palette) {
  var value = normalize(feature.getNumber(property), min, max)
                  .multiply(palette.size())
                  .min(palette.size().subtract(1))
                  .max(0);
  return feature.set({style: {color: palette.get(value.int())}});
}

var bws_cat_style = function(f) {
  return setColor(f, 'opt80_ws_x_c', -1, 4, reds);
};

var waterLand = ee.Image('NOAA/NGDC/ETOPO1').select('bedrock').gt(0.0);
var waterLandBackground =
    waterLand.visualize({palette: ['cadetblue', 'lightgray']});
Map.addLayer(waterLandBackground);

// Projected Baseline water stress by 2080 in optimistic scenario
var polygons = dataset.filter('opt80_ws_x_c > -2').map(bws_cat_style);

Map.setCenter(10, 20, 4);

Map.addLayer(polygons.style({styleProperty: 'style', pointSize: 3}));

Open in Code Editor

Visualize as a FeatureView

A FeatureView is a view-only, accelerated representation of a FeatureCollection. For more details, visit the FeatureView documentation.

Code Editor (JavaScript)

var fvLayer = ui.Map.FeatureViewLayer(
    'WRI/Aqueduct_Water_Risk/V4/future_annual_FeatureView');

var visParams = {
  isVisible: false,
  pointSize: 20,
  rules: [{
    // Projected baseline water stress with low category by 2080
    filter: ee.Filter.eq('opt80_ws_x_c', -1),
    isVisible: true,
    pointFillColor: {
      property: 'opt80_ws_x_c',
      mode: 'linear',
      palette: ['f1eef6', 'd7b5d8', 'df65b0', 'ce1256'],
      min: -1,
      max: 100
    }
  }]
};

fvLayer.setVisParams(visParams);
fvLayer.setName('Projected Low Water Stress by 2080');

Map.setCenter(-10, 25, 5);
Map.add(fvLayer);

Open in Code Editor

WRI Aqueduct Future Annual Version 4.0

WRI/Aqueduct_Water_Risk/V4/future_annual, aqueduct,flood,monitoring,table,wri

2010-01-01T00:00:00Z/2080-12-31T23:59:59Z

Google Earth Engine

https://developers.google.com/earth-engine/datasets