# Aqueduct Water Risk Atlas - Future Annual WRI — version 4.0 ## Description This dataset contains projected water risk indicators with global coverage at the HydroBASINS Level 6 sub-basin scale (polygons). Six indicators are available, all in the physical risk quantity category. Projections are provided for three future periods (2030, 2050, and 2080), representing the windows 2015-2045, 2035-2065, and 2065-2095 respectively, and represent the median value across five global climate models. Projections are available under three climate and socioeconomic scenarios. The business as usual scenario (bau) follows SSP3-7.0, characterised by regional competition and inequality, slow economic growth, and weak governance and institutions. The optimistic scenario (opt) follows SSP1-2.6, characterised by sustainable socioeconomic growth, stringent environmental regulations, and low population growth. The pessimistic scenario (pes) follows SSP5-8.5, characterised by fossil-fuelled development with rapid economic growth and globalisation. Indicators cover water stress (ws), water depletion (wd), interannual variability (iv), seasonal variability (sv), available blue water (ba), and gross water demand (ww). Water stress, water depletion, interannual variability, and seasonal variability are provided as raw, score, category, and label types. Available blue water and gross water demand are provided as raw and label types only. ## Summary - **ID:** 819b7700-9f9a-448c-ad74-ad989bd78549 - **Type:** Vector - **CRS:** EPSG:4326 - **Spatial coverage:** Global - **Spatial resolution:** - **Temporal coverage:** 2030-2080 - **Temporal resolution:** Irregular ## Usage notes Variables follow the naming convention {scenario}{year}_{indicator}_x_{type}. Scenario codes are: bau (business as usual), opt (optimistic), and pes (pessimistic). Year codes are: 30 (2030), 50 (2050), and 80 (2080). Indicator codes are: ws (water stress), wd (water depletion), iv (interannual variability), sv (seasonal variability), ba (available blue water), and ww (gross water demand). The x segment denotes the median value across the five global climate models. Type codes are: r (raw original indicator value), s (raw value mapped to a 0-5 scale), c (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 l (text description of the category, including its threshold). Water stress, water depletion, interannual variability, and seasonal variability are available across all four types. Available blue water and gross water demand are only available as raw and label types. Six indicators across three scenarios, three years, and the applicable types give 180 indicator columns in total. A separate Greenland mask is applied across all variables. Masked sub-basins are encoded as NaN rather than the indicator no_data value. Future projections use the same global hydrological model (PCR-GLOBWB 2) as the baseline datasets, so they can be used in tandem. 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. Future irrigation demand is based on crop extent projections that end in 2050, with crop extents beyond 2050 assumed to remain static. Future livestock demand is assumed to remain constant from 2014 levels. Aqueduct does not model interbasin transfers. ## Variables ### pfaf_id - **Type:** int32 Hydrological basin unique six-digit Pfafstetter code. Taken from HydroBASINS. ### bau30_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2030 under the business as usual scenario, as the median of five global climate models. Available blue water measures the total renewable surface and groundwater supplies. ### bau30_ba_x_l - **Type:** str Projected available blue water category label for the year 2030 under the business as usual scenario. ### bau50_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2050 under the business as usual scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau50_ba_x_l - **Type:** str Projected available blue water category label for the year 2050 under the business as usual scenario. ### bau80_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2080 under the business as usual scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau80_ba_x_l - **Type:** str Projected available blue water category label for the year 2080 under the business as usual scenario. ### opt30_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2030 under the optimistic scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt30_ba_x_l - **Type:** str Projected available blue water category label for the year 2030 under the optimistic scenario. ### opt50_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2050 under the optimistic scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt50_ba_x_l - **Type:** str Projected available blue water category label for the year 2050 under the optimistic scenario. ### opt80_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2080 under the optimistic scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt80_ba_x_l - **Type:** str Projected available blue water category label for the year 2080 under the optimistic scenario. ### pes30_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2030 under the pessimistic scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes30_ba_x_l - **Type:** str Projected available blue water category label for the year 2030 under the pessimistic scenario. ### pes50_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2050 under the pessimistic scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes50_ba_x_l - **Type:** str Projected available blue water category label for the year 2050 under the pessimistic scenario. ### pes80_ba_x_r - **Type:** float64 Raw projected available blue water for the year 2080 under the pessimistic scenario, as the median of five global climate models. See ba x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes80_ba_x_l - **Type:** str Projected available blue water category label for the year 2080 under the pessimistic scenario. ### bau30_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2030 under the business as usual scenario, as the median of five global climate models. Gross water demand measures the maximum potential water required to meet domestic, industrial, irrigation, and livestock sectoral demands. ### bau30_ww_x_l - **Type:** str Projected gross water demand category label for the year 2030 under the business as usual scenario. ### bau50_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2050 under the business as usual scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau50_ww_x_l - **Type:** str Projected gross water demand category label for the year 2050 under the business as usual scenario. ### bau80_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2080 under the business as usual scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau80_ww_x_l - **Type:** str Projected gross water demand category label for the year 2080 under the business as usual scenario. ### opt30_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2030 under the optimistic scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt30_ww_x_l - **Type:** str Projected gross water demand category label for the year 2030 under the optimistic scenario. ### opt50_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2050 under the optimistic scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt50_ww_x_l - **Type:** str Projected gross water demand category label for the year 2050 under the optimistic scenario. ### opt80_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2080 under the optimistic scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt80_ww_x_l - **Type:** str Projected gross water demand category label for the year 2080 under the optimistic scenario. ### pes30_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2030 under the pessimistic scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes30_ww_x_l - **Type:** str Projected gross water demand category label for the year 2030 under the pessimistic scenario. ### pes50_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2050 under the pessimistic scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes50_ww_x_l - **Type:** str Projected gross water demand category label for the year 2050 under the pessimistic scenario. ### pes80_ww_x_r - **Type:** float64 Raw projected gross water demand for the year 2080 under the pessimistic scenario, as the median of five global climate models. See ww x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes80_ww_x_l - **Type:** str Projected gross water demand category label for the year 2080 under the pessimistic scenario. ### bau30_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2030 under the business as usual scenario, as the median of five global climate models. Water stress measures the ratio of total water withdrawals to available renewable surface and groundwater supplies. ### bau30_ws_x_s - **Type:** float64 Projected water stress score for the year 2030 under the business as usual scenario, mapped to a 0-5 scale. ### bau30_ws_x_c - **Type:** float64 Projected water stress category for the year 2030 under the business as usual scenario. For use in visualisations. ### bau30_ws_x_l - **Type:** str Projected water stress category label for the year 2030 under the business as usual scenario. ### bau50_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2050 under the business as usual scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau50_ws_x_s - **Type:** float64 Projected water stress score for the year 2050 under the business as usual scenario, mapped to a 0-5 scale. ### bau50_ws_x_c - **Type:** float64 Projected water stress category for the year 2050 under the business as usual scenario. For use in visualisations. ### bau50_ws_x_l - **Type:** str Projected water stress category label for the year 2050 under the business as usual scenario. ### bau80_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2080 under the business as usual scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau80_ws_x_s - **Type:** float64 Projected water stress score for the year 2080 under the business as usual scenario, mapped to a 0-5 scale. ### bau80_ws_x_c - **Type:** float64 Projected water stress category for the year 2080 under the business as usual scenario. For use in visualisations. ### bau80_ws_x_l - **Type:** str Projected water stress category label for the year 2080 under the business as usual scenario. ### opt30_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2030 under the optimistic scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt30_ws_x_s - **Type:** float64 Projected water stress score for the year 2030 under the optimistic scenario, mapped to a 0-5 scale. ### opt30_ws_x_c - **Type:** float64 Projected water stress category for the year 2030 under the optimistic scenario. For use in visualisations. ### opt30_ws_x_l - **Type:** str Projected water stress category label for the year 2030 under the optimistic scenario. ### opt50_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2050 under the optimistic scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt50_ws_x_s - **Type:** float64 Projected water stress score for the year 2050 under the optimistic scenario, mapped to a 0-5 scale. ### opt50_ws_x_c - **Type:** float64 Projected water stress category for the year 2050 under the optimistic scenario. For use in visualisations. ### opt50_ws_x_l - **Type:** str Projected water stress category label for the year 2050 under the optimistic scenario. ### opt80_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2080 under the optimistic scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt80_ws_x_s - **Type:** float64 Projected water stress score for the year 2080 under the optimistic scenario, mapped to a 0-5 scale. ### opt80_ws_x_c - **Type:** float64 Projected water stress category for the year 2080 under the optimistic scenario. For use in visualisations. ### opt80_ws_x_l - **Type:** str Projected water stress category label for the year 2080 under the optimistic scenario. ### pes30_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2030 under the pessimistic scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes30_ws_x_s - **Type:** float64 Projected water stress score for the year 2030 under the pessimistic scenario, mapped to a 0-5 scale. ### pes30_ws_x_c - **Type:** float64 Projected water stress category for the year 2030 under the pessimistic scenario. For use in visualisations. ### pes30_ws_x_l - **Type:** str Projected water stress category label for the year 2030 under the pessimistic scenario. ### pes50_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2050 under the pessimistic scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes50_ws_x_s - **Type:** float64 Projected water stress score for the year 2050 under the pessimistic scenario, mapped to a 0-5 scale. ### pes50_ws_x_c - **Type:** float64 Projected water stress category for the year 2050 under the pessimistic scenario. For use in visualisations. ### pes50_ws_x_l - **Type:** str Projected water stress category label for the year 2050 under the pessimistic scenario. ### pes80_ws_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water stress value for the year 2080 under the pessimistic scenario, as the median of five global climate models. See ws x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes80_ws_x_s - **Type:** float64 Projected water stress score for the year 2080 under the pessimistic scenario, mapped to a 0-5 scale. ### pes80_ws_x_c - **Type:** float64 Projected water stress category for the year 2080 under the pessimistic scenario. For use in visualisations. ### pes80_ws_x_l - **Type:** str Projected water stress category label for the year 2080 under the pessimistic scenario. ### bau30_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2030 under the business as usual scenario, as the median of five global climate models. Water depletion measures the ratio of total water consumption to available renewable surface and groundwater supplies. ### bau30_wd_x_s - **Type:** float64 Projected water depletion score for the year 2030 under the business as usual scenario, mapped to a 0-5 scale. ### bau30_wd_x_c - **Type:** float64 Projected water depletion category for the year 2030 under the business as usual scenario. For use in visualisations. ### bau30_wd_x_l - **Type:** str Projected water depletion category label for the year 2030 under the business as usual scenario. ### bau50_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2050 under the business as usual scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau50_wd_x_s - **Type:** float64 Projected water depletion score for the year 2050 under the business as usual scenario, mapped to a 0-5 scale. ### bau50_wd_x_c - **Type:** float64 Projected water depletion category for the year 2050 under the business as usual scenario. For use in visualisations. ### bau50_wd_x_l - **Type:** str Projected water depletion category label for the year 2050 under the business as usual scenario. ### bau80_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2080 under the business as usual scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau80_wd_x_s - **Type:** float64 Projected water depletion score for the year 2080 under the business as usual scenario, mapped to a 0-5 scale. ### bau80_wd_x_c - **Type:** float64 Projected water depletion category for the year 2080 under the business as usual scenario. For use in visualisations. ### bau80_wd_x_l - **Type:** str Projected water depletion category label for the year 2080 under the business as usual scenario. ### opt30_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2030 under the optimistic scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt30_wd_x_s - **Type:** float64 Projected water depletion score for the year 2030 under the optimistic scenario, mapped to a 0-5 scale. ### opt30_wd_x_c - **Type:** float64 Projected water depletion category for the year 2030 under the optimistic scenario. For use in visualisations. ### opt30_wd_x_l - **Type:** str Projected water depletion category label for the year 2030 under the optimistic scenario. ### opt50_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2050 under the optimistic scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt50_wd_x_s - **Type:** float64 Projected water depletion score for the year 2050 under the optimistic scenario, mapped to a 0-5 scale. ### opt50_wd_x_c - **Type:** float64 Projected water depletion category for the year 2050 under the optimistic scenario. For use in visualisations. ### opt50_wd_x_l - **Type:** str Projected water depletion category label for the year 2050 under the optimistic scenario. ### opt80_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2080 under the optimistic scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt80_wd_x_s - **Type:** float64 Projected water depletion score for the year 2080 under the optimistic scenario, mapped to a 0-5 scale. ### opt80_wd_x_c - **Type:** float64 Projected water depletion category for the year 2080 under the optimistic scenario. For use in visualisations. ### opt80_wd_x_l - **Type:** str Projected water depletion category label for the year 2080 under the optimistic scenario. ### pes30_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2030 under the pessimistic scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes30_wd_x_s - **Type:** float64 Projected water depletion score for the year 2030 under the pessimistic scenario, mapped to a 0-5 scale. ### pes30_wd_x_c - **Type:** float64 Projected water depletion category for the year 2030 under the pessimistic scenario. For use in visualisations. ### pes30_wd_x_l - **Type:** str Projected water depletion category label for the year 2030 under the pessimistic scenario. ### pes50_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2050 under the pessimistic scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes50_wd_x_s - **Type:** float64 Projected water depletion score for the year 2050 under the pessimistic scenario, mapped to a 0-5 scale. ### pes50_wd_x_c - **Type:** float64 Projected water depletion category for the year 2050 under the pessimistic scenario. For use in visualisations. ### pes50_wd_x_l - **Type:** str Projected water depletion category label for the year 2050 under the pessimistic scenario. ### pes80_wd_x_r - **Type:** float64 - **NoData:** 9999 Raw projected water depletion value for the year 2080 under the pessimistic scenario, as the median of five global climate models. See wd x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes80_wd_x_s - **Type:** float64 Projected water depletion score for the year 2080 under the pessimistic scenario, mapped to a 0-5 scale. ### pes80_wd_x_c - **Type:** float64 Projected water depletion category for the year 2080 under the pessimistic scenario. For use in visualisations. ### pes80_wd_x_l - **Type:** str Projected water depletion category label for the year 2080 under the pessimistic scenario. ### bau30_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2030 under the business as usual scenario, as the median of five global climate models. Interannual variability measures the variation in water supply between years. ### bau30_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2030 under the business as usual scenario, mapped to a 0-5 scale. ### bau30_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2030 under the business as usual scenario. For use in visualisations. ### bau30_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2030 under the business as usual scenario. ### bau50_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2050 under the business as usual scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau50_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2050 under the business as usual scenario, mapped to a 0-5 scale. ### bau50_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2050 under the business as usual scenario. For use in visualisations. ### bau50_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2050 under the business as usual scenario. ### bau80_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2080 under the business as usual scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau80_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2080 under the business as usual scenario, mapped to a 0-5 scale. ### bau80_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2080 under the business as usual scenario. For use in visualisations. ### bau80_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2080 under the business as usual scenario. ### opt30_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2030 under the optimistic scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt30_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2030 under the optimistic scenario, mapped to a 0-5 scale. ### opt30_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2030 under the optimistic scenario. For use in visualisations. ### opt30_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2030 under the optimistic scenario. ### opt50_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2050 under the optimistic scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt50_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2050 under the optimistic scenario, mapped to a 0-5 scale. ### opt50_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2050 under the optimistic scenario. For use in visualisations. ### opt50_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2050 under the optimistic scenario. ### opt80_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2080 under the optimistic scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt80_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2080 under the optimistic scenario, mapped to a 0-5 scale. ### opt80_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2080 under the optimistic scenario. For use in visualisations. ### opt80_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2080 under the optimistic scenario. ### pes30_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2030 under the pessimistic scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes30_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2030 under the pessimistic scenario, mapped to a 0-5 scale. ### pes30_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2030 under the pessimistic scenario. For use in visualisations. ### pes30_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2030 under the pessimistic scenario. ### pes50_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2050 under the pessimistic scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes50_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2050 under the pessimistic scenario, mapped to a 0-5 scale. ### pes50_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2050 under the pessimistic scenario. For use in visualisations. ### pes50_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2050 under the pessimistic scenario. ### pes80_iv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected interannual variability value for the year 2080 under the pessimistic scenario, as the median of five global climate models. See iv x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes80_iv_x_s - **Type:** float64 - **NoData:** -9999 Projected interannual variability score for the year 2080 under the pessimistic scenario, mapped to a 0-5 scale. ### pes80_iv_x_c - **Type:** float64 - **NoData:** -9999 Projected interannual variability category for the year 2080 under the pessimistic scenario. For use in visualisations. ### pes80_iv_x_l - **Type:** str - **NoData:** No Data Projected interannual variability category label for the year 2080 under the pessimistic scenario. ### bau30_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2030 under the business as usual scenario, as the median of five global climate models. Seasonal variability measures the variation in water supply between months of the year. ### bau30_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2030 under the business as usual scenario, mapped to a 0-5 scale. ### bau30_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2030 under the business as usual scenario. For use in visualisations. ### bau30_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2030 under the business as usual scenario. ### bau50_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2050 under the business as usual scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau50_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2050 under the business as usual scenario, mapped to a 0-5 scale. ### bau50_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2050 under the business as usual scenario. For use in visualisations. ### bau50_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2050 under the business as usual scenario. ### bau80_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2080 under the business as usual scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### bau80_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2080 under the business as usual scenario, mapped to a 0-5 scale. ### bau80_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2080 under the business as usual scenario. For use in visualisations. ### bau80_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2080 under the business as usual scenario. ### opt30_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2030 under the optimistic scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt30_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2030 under the optimistic scenario, mapped to a 0-5 scale. ### opt30_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2030 under the optimistic scenario. For use in visualisations. ### opt30_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2030 under the optimistic scenario. ### opt50_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2050 under the optimistic scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt50_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2050 under the optimistic scenario, mapped to a 0-5 scale. ### opt50_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2050 under the optimistic scenario. For use in visualisations. ### opt50_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2050 under the optimistic scenario. ### opt80_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2080 under the optimistic scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### opt80_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2080 under the optimistic scenario, mapped to a 0-5 scale. ### opt80_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2080 under the optimistic scenario. For use in visualisations. ### opt80_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2080 under the optimistic scenario. ### pes30_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2030 under the pessimistic scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes30_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2030 under the pessimistic scenario, mapped to a 0-5 scale. ### pes30_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2030 under the pessimistic scenario. For use in visualisations. ### pes30_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2030 under the pessimistic scenario. ### pes50_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2050 under the pessimistic scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes50_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2050 under the pessimistic scenario, mapped to a 0-5 scale. ### pes50_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2050 under the pessimistic scenario. For use in visualisations. ### pes50_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2050 under the pessimistic scenario. ### pes80_sv_x_r - **Type:** float64 - **NoData:** -9999 Raw projected seasonal variability value for the year 2080 under the pessimistic scenario, as the median of five global climate models. See sv x r variable for 2030 under the business as usual scenario for indicator methodology. ### pes80_sv_x_s - **Type:** float64 - **NoData:** -9999 Projected seasonal variability score for the year 2080 under the pessimistic scenario, mapped to a 0-5 scale. ### pes80_sv_x_c - **Type:** float64 - **NoData:** -9999 Projected seasonal variability category for the year 2080 under the pessimistic scenario. For use in visualisations. ### pes80_sv_x_l - **Type:** str - **NoData:** No Data Projected seasonal variability category label for the year 2080 under the pessimistic scenario. ### geometry - **Type:** wkb Polygon geometry of the hydrological sub-basin. ## Pricing This dataset has no data acquisition cost.