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Aqueduct Water Risk Atlas - Baseline Annual

WRI — version 4.0 (2023-07-05)

This dataset contains baseline water risk indicators with global coverage at the HydroBASINS Level 6 sub-basin scale (polygons). Thirteen indicators are available across three risk categories: physical risk quantity, physical risk quality, and regulatory and reputational risk. The baseline period is 1979-2019, representing long-term, chronic trends.

Physical risk quantity indicators cover baseline water stress, baseline water depletion, interannual variability, seasonal variability, groundwater table decline, riverine flood risk, coastal flood risk, and drought risk. Physical risk quality indicators cover untreated connected wastewater and coastal eutrophication potential. Regulatory and reputational risk indicators cover unimproved or no drinking water, unimproved or no sanitation, and the peak RepRisk country ESG risk index.

In addition to the 13 individual indicators, the dataset includes grouped water risk scores that aggregate indicators into sub-groups using a weighted composite approach. Grouped water risk variables are available for 10 industry weighting schemes: default, agriculture, chemicals, construction materials, electric power, food and beverage, mining, oil and gas, semiconductor, and textile.

Dataset ID
ef65afb9
Category
Risk
Type
Vector
CRS
EPSG:4326
Spatial coverage
Global
Spatial resolution
Temporal coverage
1979-2019
Temporal resolution

Individual indicator variables follow the naming convention {indicator}_{type}. Indicator codes are: bws (baseline water stress), bwd (baseline water depletion), iav (interannual variability), sev (seasonal variability), gtd (groundwater table decline), rfr (riverine flood risk), cfr (coastal flood risk), drr (drought risk), ucw (untreated connected wastewater), cep (coastal eutrophication potential), udw (unimproved or no drinking water), usa (unimproved or no sanitation), and rri (peak RepRisk country ESG risk index). Type codes are: raw (original raw indicator value), score (raw value mapped to a 0-5 scale), cat (integer representation of the score for use in visualisations, with values ranging from -1 to 4 depending on indicator; see variable reference tables for category definitions), and label (text description of the category, including its threshold). Thirteen indicators across four types give 52 indicator columns in total.

Grouped water risk variables follow the naming convention w_awr_{weighting_scheme}_{group}_{type}. Weighting scheme codes are: def (default), agr (agriculture), che (chemicals), con (construction materials), elp (electric power), fnb (food and beverage), min (mining), ong (oil and gas), smc (semiconductor), and tex (textile). Group codes are: qan (physical risk quantity), qal (physical risk quality), rrr (regulatory and reputational risk), and tot (total overall water risk). Type codes match those for individual indicators, with one addition: weight_fraction, which is only available for the tot group and represents the fraction of each risk group's contribution to the overall water risk score. NoData is excluded from the weights, so fractions may be lower than 1 depending on data availability. Ten weighting schemes across four groups and four types, plus ten weight fractions, give 170 grouped water risk columns in total.

Aqueduct risk indicators cannot be measured directly and have not been validated. This dataset is an update from the 2019 release, which included several improvements to the hydrological inputs of the baseline model. Comparisons with earlier versions of the data should be performed with caution. Aqueduct does not model interbasin transfers.

aq30_id

Typeint32

Description

Geometry unique numeric identifier.

aqid

Typeint32NoData-9999

Description

Groundwater aquifer identifier. Taken from WHYMAP.

pfaf_id

Typeint32NoData-9999

Description

Hydrological basin unique six-digit Pfafstetter code. Taken from HydroBASINS.

gid_0

Typestr

Description

Three character ISO-3166 country code.

gid_1

Typestr

Description

Sub-national administrative unit. Taken from GADM.

Usage notes

Values are gid_0 country codes followed by numeric values, with underscores separating each sub-national unit.

name_0

Typestr

Description

National or political entity name. Taken from GADM.

name_1

Typestr

Description

Sub-national or political entity name. Taken from GADM.

string_id

TypestrNoDataNo data

Description

Geometry unique text identifier.

Usage notes

Values are a combination of pfaf_id, gid_1, and aqid variables.

area_km2

Typefloat64Unitskm²

Description

Geometry area. Calculated as the union of hydrological sub-basin, province, and groundwater aquifer areas.

bws_raw

Typefloat64NoData-9999

Description

Raw baseline water stress value. Baseline water stress measures the ratio of total water demand to available renewable surface and groundwater supplies.

bws_score

Typefloat64NoData-9999

Description

Baseline water stress score, mapped to a 0-5 scale.

bws_cat

Typefloat64NoData-9999

Description

Baseline water stress category. For use in visualisations.

IndexLabel
-1Arid and Low Water Use
0Low (<10%)
1Low - Medium (10-20%)
2Medium - High (20-40%)
3High (40-80%)
4Extremely High (>80%)

bws_label

TypestrNoDataNo data

Description

Baseline water stress category label.

bwd_raw

Typefloat64NoData-9999

Description

Raw baseline water depletion value. Baseline water depletion measures the ratio of total water consumption to available renewable surface and groundwater supplies.

bwd_score

Typefloat64NoData-9999

Description

Baseline water depletion score, mapped to a 0-5 scale.

bwd_cat

Typefloat64NoData-9999

Description

Baseline water depletion category. For use in visualisations.

IndexLabel
-1Arid and Low Water Use
0Low (<5%)
1Low - Medium (5-25%)
2Medium - High (25-50%)
3High (50-75%)
4Extremely High (>75%)

bwd_label

TypestrNoDataNo data

Description

Baseline water depletion category label.

iav_raw

Typefloat64NoData-9999

Description

Raw interannual variability value. Interannual variability measures the variation in water supply between years.

iav_score

Typefloat64NoData-9999

Description

Interannual variability score, mapped to a 0-5 scale.

iav_cat

Typefloat64NoData-9999

Description

Interannual variability category. For use in visualisations.

IndexLabel
0Low (<0.25)
1Low - Medium (0.25-0.50)
2Medium - High (0.50-0.75)
3High (0.75-1.00)
4Extremely High (>1.00)

iav_label

TypestrNoDataNo data

Description

Interannual variability category label.

sev_raw

Typefloat64NoData-9999

Description

Raw seasonal variability value. Seasonal variability measures the variation in water supply between months of the year.

sev_score

Typefloat64NoData-9999

Description

Seasonal variability score, mapped to a 0-5 scale.

sev_cat

Typefloat64NoData-9999

Description

Seasonal variability category. For use in visualisations.

IndexLabel
0Low (<0.33)
1Low - Medium (0.33-0.66)
2Medium - High (0.66-1.00)
3High (1.00-1.33)
4Extremely High (>1.33)

sev_label

TypestrNoDataNo data

Description

Seasonal variability category label.

gtd_raw

Typefloat64NoData-9999Unitscm/year

Description

Raw groundwater table decline value. Groundwater table decline measures the rate at which groundwater levels are falling due to sustained withdrawals.

gtd_score

Typefloat64NoData-9999

Description

Groundwater table decline score, mapped to a 0-5 scale.

gtd_cat

Typefloat64

Description

Groundwater table decline category. For use in visualisations.

IndexLabel
-9999Insignificant Trend
0Low (<0 cm/y)
1Low - Medium (0-2 cm/y)
2Medium - High (2-4 cm/y)
3High (4-8 cm/y)
4Extremely High (>8 cm/y)

gtd_label

TypestrNoDataNo data

Description

Groundwater table decline category label.

rfr_raw

Typefloat64NoData-9999

Description

Raw riverine flood risk value. Riverine flood risk measures the share of the population expected to be affected by riverine flooding in an average year.

rfr_score

Typefloat64NoData-9999

Description

Riverine flood risk score, mapped to a 0-5 scale.

rfr_cat

Typefloat64NoData-9999

Description

Riverine flood risk category. For use in visualisations.

IndexLabel
0Low (0 to 1 in 1,000)
1Low - Medium (1 in 1,000 to 2 in 1,000)
2Medium - High (2 in 1,000 to 6 in 1,000)
3High (6 in 1,000 to 1 in 100)
4Extremely High (more than 1 in 100)

rfr_label

TypestrNoDataNo data

Description

Riverine flood risk category label.

cfr_raw

Typefloat64NoData-9999

Description

Raw coastal flood risk value. Coastal flood risk measures the share of the population expected to be affected by coastal flooding in an average year.

cfr_score

Typefloat64NoData-9999

Description

Coastal flood risk score, mapped to a 0-5 scale.

cfr_cat

Typefloat64NoData-9999

Description

Coastal flood risk category. For use in visualisations.

IndexLabel
-1No Risk
0Low (0 to 9 in 1,000,000)
1Low - Medium (9 in 1,000,000 to 7 in 100,000)
2Medium - High (7 in 100,000 to 3 in 10,000)
3High (3 in 10,000 to 2 in 1,000)
4Extremely High (more than 2 in 1,000)

cfr_label

TypestrNoDataNo data

Description

Coastal flood risk category label.

drr_raw

Typefloat64NoData-9999

Description

Raw drought risk value. Drought risk combines drought hazard, exposure of population and assets, and vulnerability.

drr_score

Typefloat64NoData-9999

Description

Drought risk score, mapped to a 0-5 scale.

drr_cat

Typefloat64NoData-9999

Description

Drought risk category. For use in visualisations.

IndexLabel
0Low (0.0-0.2)
1Low - Medium (0.2-0.4)
2Medium (0.4-0.6)
3Medium - High (0.6-0.8)
4High (0.8-1.0)

drr_label

TypestrNoDataNo data

Description

Drought risk category label.

ucw_raw

Typefloat64NoData-9999

Description

Raw untreated connected wastewater value. Untreated connected wastewater measures the percentage of domestic wastewater that is connected through a sewerage system and not treated to at least a primary treatment level.

ucw_score

Typefloat64NoData-9999

Description

Untreated connected wastewater score, mapped to a 0-5 scale.

ucw_cat

Typefloat64NoData-9999

Description

Untreated connected wastewater category. For use in visualisations.

IndexLabel
-1No to Low Wastewater Collected
0Low (<30%)
1Low - Medium (30-60%)
2Medium - High (60-90%)
3High (90-100%)
4Extremely High (100%)

ucw_label

TypestrNoDataNo data

Description

Untreated connected wastewater category label.

cep_raw

Typefloat64NoData-9999Unitskg C-equivalent km²/day

Description

Raw coastal eutrophication potential value. Coastal eutrophication potential measures the potential for riverine loadings of nitrogen, phosphorus, and silica to stimulate harmful algal blooms in coastal waters.

cep_score

Typefloat64NoData-9999

Description

Coastal eutrophication potential score, mapped to a 0-5 scale.

cep_cat

Typefloat64NoData-9999

Description

Coastal eutrophication potential category. For use in visualisations.

IndexLabel
0Low (<-5)
1Low - Medium (-5 to 0)
2Medium - High (0 to 1)
3High (1 to 5)
4Extremely High (>5)

cep_label

TypestrNoDataNo data

Description

Coastal eutrophication potential category label.

udw_raw

Typefloat64NoData-9999

Description

Raw unimproved or no drinking water value. Measures the proportion of the population using unimproved or no drinking water sources.

udw_score

Typefloat64NoData-9999

Description

Unimproved or no drinking water score, mapped to a 0-5 scale.

udw_cat

Typefloat64NoData-9999

Description

Unimproved or no drinking water category. For use in visualisations.

IndexLabel
0Low (<2.5%)
1Low - Medium (2.5-5%)
2Medium - High (5-10%)
3High (10-20%)
4Extremely High (>20%)

udw_label

TypestrNoDataNo data

Description

Unimproved or no drinking water category label.

usa_raw

Typefloat64NoData-9999

Description

Raw unimproved or no sanitation value. Measures the proportion of the population using unimproved or no sanitation facilities.

usa_score

Typefloat64NoData-9999

Description

Unimproved or no sanitation score, mapped to a 0-5 scale.

usa_cat

Typefloat64NoData-9999

Description

Unimproved or no sanitation category. For use in visualisations.

IndexLabel
0Low (<2.5%)
1Low - Medium (2.5-5%)
2Medium - High (5-10%)
3High (10-20%)
4Extremely High (>20%)

usa_label

TypestrNoDataNo data

Description

Unimproved or no sanitation category label.

rri_raw

Typefloat64NoData-9999

Description

Raw peak RepRisk country ESG risk index value. Measures peak country-level business conduct risk exposure related to environmental, social, and governance issues.

rri_score

Typefloat64NoData-9999

Description

Peak RepRisk country ESG risk index score, mapped to a 0-5 scale.

rri_cat

Typefloat64NoData-9999

Description

Peak RepRisk country ESG risk index category. For use in visualisations.

IndexLabel
0Low (<25%)
1Low - Medium (25-50%)
2Medium - High (50-60%)
3High (60-75%)
4Extremely High (>75%)

rri_label

TypestrNoDataNo data

Description

Peak RepRisk country ESG risk index category label.

w_awr_def_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the default weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_def_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the default weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_def_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the default weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_def_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the default weighting scheme.

w_awr_def_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the default weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_def_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the default weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_def_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the default weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_def_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the default weighting scheme.

w_awr_def_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the default weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_def_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the default weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_def_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the default weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_def_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the default weighting scheme.

w_awr_def_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the default weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_def_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the default weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_def_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the default weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_def_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the default weighting scheme.

w_awr_def_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the default weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_agr_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the agriculture weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_agr_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the agriculture weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_agr_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the agriculture weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_agr_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the agriculture weighting scheme.

w_awr_agr_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the agriculture weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_agr_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the agriculture weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_agr_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the agriculture weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_agr_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the agriculture weighting scheme.

w_awr_agr_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the agriculture weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_agr_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the agriculture weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_agr_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the agriculture weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_agr_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the agriculture weighting scheme.

w_awr_agr_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the agriculture weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_agr_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the agriculture weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_agr_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the agriculture weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_agr_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the agriculture weighting scheme.

w_awr_agr_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the agriculture weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_che_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the chemicals weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_che_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the chemicals weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_che_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the chemicals weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_che_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the chemicals weighting scheme.

w_awr_che_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the chemicals weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_che_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the chemicals weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_che_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the chemicals weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_che_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the chemicals weighting scheme.

w_awr_che_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the chemicals weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_che_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the chemicals weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_che_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the chemicals weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_che_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the chemicals weighting scheme.

w_awr_che_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the chemicals weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_che_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the chemicals weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_che_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the chemicals weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_che_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the chemicals weighting scheme.

w_awr_che_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the chemicals weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_con_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the construction materials weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_con_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the construction materials weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_con_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the construction materials weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_con_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the construction materials weighting scheme.

w_awr_con_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the construction materials weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_con_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the construction materials weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_con_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the construction materials weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_con_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the construction materials weighting scheme.

w_awr_con_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the construction materials weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_con_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the construction materials weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_con_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the construction materials weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_con_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the construction materials weighting scheme.

w_awr_con_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the construction materials weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_con_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the construction materials weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_con_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the construction materials weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_con_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the construction materials weighting scheme.

w_awr_con_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the construction materials weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_elp_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the electric power weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_elp_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the electric power weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_elp_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the electric power weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_elp_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the electric power weighting scheme.

w_awr_elp_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the electric power weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_elp_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the electric power weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_elp_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the electric power weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_elp_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the electric power weighting scheme.

w_awr_elp_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the electric power weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_elp_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the electric power weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_elp_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the electric power weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_elp_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the electric power weighting scheme.

w_awr_elp_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the electric power weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_elp_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the electric power weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_elp_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the electric power weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_elp_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the electric power weighting scheme.

w_awr_elp_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the electric power weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_fnb_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the food and beverage weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_fnb_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the food and beverage weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_fnb_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the food and beverage weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_fnb_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the food and beverage weighting scheme.

w_awr_fnb_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the food and beverage weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_fnb_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the food and beverage weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_fnb_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the food and beverage weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_fnb_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the food and beverage weighting scheme.

w_awr_fnb_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the food and beverage weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_fnb_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the food and beverage weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_fnb_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the food and beverage weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_fnb_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the food and beverage weighting scheme.

w_awr_fnb_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the food and beverage weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_fnb_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the food and beverage weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_fnb_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the food and beverage weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_fnb_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the food and beverage weighting scheme.

w_awr_fnb_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the food and beverage weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_min_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the mining weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_min_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the mining weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_min_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the mining weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_min_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the mining weighting scheme.

w_awr_min_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the mining weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_min_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the mining weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_min_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the mining weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_min_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the mining weighting scheme.

w_awr_min_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the mining weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_min_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the mining weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_min_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the mining weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_min_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the mining weighting scheme.

w_awr_min_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the mining weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_min_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the mining weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_min_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the mining weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_min_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the mining weighting scheme.

w_awr_min_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the mining weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_ong_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the oil and gas weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_ong_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the oil and gas weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_ong_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the oil and gas weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_ong_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the oil and gas weighting scheme.

w_awr_ong_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the oil and gas weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_ong_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the oil and gas weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_ong_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the oil and gas weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_ong_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the oil and gas weighting scheme.

w_awr_ong_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the oil and gas weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_ong_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the oil and gas weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_ong_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the oil and gas weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_ong_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the oil and gas weighting scheme.

w_awr_ong_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the oil and gas weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_ong_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the oil and gas weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_ong_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the oil and gas weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_ong_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the oil and gas weighting scheme.

w_awr_ong_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the oil and gas weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_smc_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the semiconductor weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_smc_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the semiconductor weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_smc_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the semiconductor weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_smc_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the semiconductor weighting scheme.

w_awr_smc_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the semiconductor weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_smc_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the semiconductor weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_smc_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the semiconductor weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_smc_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the semiconductor weighting scheme.

w_awr_smc_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the semiconductor weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_smc_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the semiconductor weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_smc_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the semiconductor weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_smc_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the semiconductor weighting scheme.

w_awr_smc_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the semiconductor weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_smc_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the semiconductor weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_smc_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the semiconductor weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_smc_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the semiconductor weighting scheme.

w_awr_smc_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the semiconductor weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

w_awr_tex_qan_raw

Typefloat64NoData-9999

Description

Raw physical risk quantity score using the textile weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quantity indicators.

w_awr_tex_qan_score

Typefloat64NoData-9999

Description

Physical risk quantity score using the textile weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_tex_qan_cat

Typefloat64NoData-9999

Description

Physical risk quantity category using the textile weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_tex_qan_label

TypestrNoDataNo data

Description

Physical risk quantity category label using the textile weighting scheme.

w_awr_tex_qal_raw

Typefloat64NoData-9999

Description

Raw physical risk quality score using the textile weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the physical risk quality indicators.

w_awr_tex_qal_score

Typefloat64NoData-9999

Description

Physical risk quality score using the textile weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_tex_qal_cat

Typefloat64NoData-9999

Description

Physical risk quality category using the textile weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_tex_qal_label

TypestrNoDataNo data

Description

Physical risk quality category label using the textile weighting scheme.

w_awr_tex_rrr_raw

Typefloat64NoData-9999

Description

Raw regulatory and reputational risk score using the textile weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating the regulatory and reputational risk indicators.

w_awr_tex_rrr_score

Typefloat64NoData-9999

Description

Regulatory and reputational risk score using the textile weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_tex_rrr_cat

Typefloat64NoData-9999

Description

Regulatory and reputational risk category using the textile weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_tex_rrr_label

TypestrNoDataNo data

Description

Regulatory and reputational risk category label using the textile weighting scheme.

w_awr_tex_tot_raw

Typefloat64NoData-9999

Description

Raw total overall water risk score using the textile weighting scheme, on a 0-5 scale. Result of a weighted composite approach aggregating all risk groups.

w_awr_tex_tot_score

Typefloat64NoData-9999

Description

Total overall water risk score using the textile weighting scheme, on a 0-5 scale. Result of applying a quantile approach to the raw variable.

w_awr_tex_tot_cat

Typefloat64NoData-9999

Description

Total overall water risk category using the textile weighting scheme. For use in visualisations.

IndexLabel
0Low (0-1)
1Low - Medium (1-2)
2Medium - High (2-3)
3High (3-4)
4Extremely High (4-5)

w_awr_tex_tot_label

TypestrNoDataNo data

Description

Total overall water risk category label using the textile weighting scheme.

w_awr_tex_tot_weight_fraction

Typefloat64NoData-9999

Description

Fraction of the total overall water risk score contributed by each risk group under the textile weighting scheme. NoData is excluded from weights, so values may be lower than 1 depending on data availability.

geometry

Typewkb

Description

Polygon geometry of the hydrological sub-basin.

This dataset has no data acquisition cost.

WRI

www.wri.org

The World Resources Institute (WRI) is a non-profit research organisation based in Washington DC. The WRI does research that addresses policy across food systems, land and water, energy, and cities to protect nature and mitigate climate change globally.