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:where([role=\"tablist\"],[role=\"toolbar\"],[hidden],button,.nx-theme-toggle,.nx-live-slot){display:none}#nxe-n1nh21g8.nxe img{max-width:100%;height:auto}<\/style><svg class=\"nx-defs\" aria-hidden=\"true\" focusable=\"false\" width=\"0\" height=\"0\"><defs><linearGradient id=\"nx-gi\" x1=\"0\" y1=\"0\" x2=\"1\" y2=\"1\"><stop offset=\"0\" class=\"nx-gi-a\"\/><stop offset=\"0.55\" class=\"nx-gi-b\"\/><stop offset=\"1\" class=\"nx-gi-c\"\/><\/linearGradient><linearGradient id=\"nx-giu\" gradientUnits=\"userSpaceOnUse\" x1=\"0\" y1=\"0\" x2=\"800\" y2=\"0\"><stop offset=\"0\" class=\"nx-gi-a\"\/><stop offset=\"0.55\" class=\"nx-gi-b\"\/><stop offset=\"1\" class=\"nx-gi-c\"\/><\/linearGradient><linearGradient id=\"nx-gp\" x1=\"0\" y1=\"0\" x2=\"1\" y2=\"1\"><stop offset=\"0\" class=\"nx-gp-a\"\/><stop offset=\"1\" class=\"nx-gp-b\"\/><\/linearGradient><\/defs><\/svg><section class=\"nx-scene nx-es-scene\" data-scene=\"text\" data-ground=\"none\" data-es-org=\"gcri\" aria-labelledby=\"nx-scene-title\"><div class=\"nx-scene-intro nx-es-intro\"><p class=\"nx-eyebrow\"><abbr title=\"The Global Centre for Risk and Innovation\">GCRI<\/abbr> \u00b7 Water Nexus<\/p><span class=\"nx-scene-rule\" aria-hidden=\"true\"><\/span><h1 id=\"nx-scene-title\" class=\"nx-scene-title\">Spatial statistics for water data<\/h1><p class=\"nx-scene-lede\">Spatial statistics fills the space between gauges: interpolating rainfall and groundwater levels, estimating what an ungauged catchment would show, and stating how uncertain the map is where data are thin.<\/p><div class=\"nx-actions\"><a class=\"nx-btn\" data-variant=\"primary\" href=\"https:\/\/therisk.global\/water-nexus\/write-to-us\/contact\/\">Make an enquiry <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a class=\"nx-btn\" data-variant=\"secondary\" href=\"https:\/\/therisk.global\/water-nexus\/stem\/\">Back to STEM foundation of Water Nexus<\/a><\/div><\/div><\/section><section id=\"nx-s-1-sec\" class=\"nx-section\" data-hue=\"water\" data-tone=\"alt\" aria-labelledby=\"nx-s-1\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">01<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Register<\/span><\/div><h2 id=\"nx-s-1\" class=\"nx-section-title\">Spatial statistics for water data on the record.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-es-fig\" data-es-layout=\"workbench\"><div class=\"nx-hero-panel\"><div class=\"nx-register\"><div class=\"nx-register-head\"><span class=\"nx-eyebrow\"><strong>Method record<\/strong><\/span><span class=\"nx-eyebrow\">STEM method<\/span><\/div><ol class=\"nx-register-rows\"><li><div><span class=\"nx-register-k\">Method<\/span><span class=\"nx-register-v\">Spatial statistics and geostatistics<\/span><\/div><\/li><li><div><span class=\"nx-register-k\">Steward<\/span><span class=\"nx-register-v\"><a class=\"nx-link\" href=\"https:\/\/therisk.global\/space-earth-observation\/\">Space and Earth Observation<\/a><\/span><\/div><\/li><li><div><span class=\"nx-register-k\">Applied in<\/span><span class=\"nx-register-v\">Water Nexus<\/span><\/div><\/li><li><div><span class=\"nx-register-k\">Data<\/span><span class=\"nx-register-v\"><a class=\"nx-link\" href=\"#nx-sec-data\">3 inputs<\/a><\/span><\/div><\/li><li><div><span class=\"nx-register-k\">Checks<\/span><span class=\"nx-register-v\"><a class=\"nx-link\" href=\"#nx-sec-checks\">3 validation steps<\/a><\/span><\/div><\/li><li><div><span class=\"nx-register-k\">Canonical page<\/span><span class=\"nx-register-v\"><a class=\"nx-link\" href=\"https:\/\/therisk.global\/stem\/mathematics\/spatial-statistics\/\">STEM Commons<\/a><\/span><\/div><\/li><\/ol><\/div><\/div><\/div><\/div><\/div><\/section><section id=\"nx-sec-application\" class=\"nx-section\" data-hue=\"climate\" data-tone=\"alt\" aria-labelledby=\"nx-s-2\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">02<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Application<\/span><\/div><h2 id=\"nx-s-2\" class=\"nx-section-title\">What spatial statistics and geostatistics does here.<\/h2><p class=\"nx-lede\">Spatial statistics and geostatistics analyse data that vary across space, accounting for spatial dependence. They estimate values at unsampled locations and test for spatial patterns. In water, climate and hazards and <a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/standards\/nrs\/#nrs-c1\" data-tc=\"NRS-C1 critical-infrastructure\" data-tk=\"Nexus risk vocabulary\" data-td=\"Physical and digital assets, systems and networks whose disruption would seriously affect health, safety, security, economic welfare or the functioning of government. Criticality depends on what relies on them.\" data-ts=\"NRS-C1\" data-tr=\"draft\">critical infrastructure<\/a>, spatial statistics produce continuous hazard and exposure surfaces with uncertainty. They reveal geographic clustering of risks and vulnerabilities across sectors. The canonical description is on <a class=\"nx-link\" href=\"https:\/\/therisk.global\/stem\/mathematics\/spatial-statistics\/\">the STEM Commons<\/a>.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-cols\"><article><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\" data-size=\"lg\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"m12.83 2.18a2 2 0 0 0-1.66 0L2.6 6.08a1 1 0 0 0 0 1.83l8.58 3.91a2 2 0 0 0 1.66 0l8.58-3.9a1 1 0 0 0 0-1.83Z\"\/><path d=\"m22 17.65-9.17 4.16a2 2 0 0 1-1.66 0L2 17.65\"\/><path d=\"m22 12.65-9.17 4.16a2 2 0 0 1-1.66 0L2 12.65\"\/><\/svg><\/span><\/div><h3 class=\"nx-h3 nx-mt-2\">Rainfall and groundwater interpolation<\/h3><p class=\"nx-p nx-mt-1\">Kriging and related methods estimate fields between stations, with an error surface that shows where the estimate is weakest.<\/p><\/article><article><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\" data-size=\"lg\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M22 12h-2.48a2 2 0 0 0-1.93 1.46l-2.35 8.36a.25.25 0 0 1-.48 0L9.24 2.18a.25.25 0 0 0-.48 0l-2.35 8.36A2 2 0 0 1 4.49 12H2\"\/><\/svg><\/span><\/div><h3 class=\"nx-h3 nx-mt-2\">Regionalisation to ungauged basins<\/h3><p class=\"nx-p nx-mt-1\">Model parameters and frequency curves are transferred from gauged to ungauged catchments by similarity, with the transfer error stated.<\/p><\/article><article><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\" data-size=\"lg\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M19.07 4.93A10 10 0 0 0 6.99 3.34\"\/><path d=\"M4 6h.01\"\/><path d=\"M2.29 9.62A10 10 0 1 0 21.31 8.35\"\/><path d=\"M16.24 7.76A6 6 0 1 0 8.23 16.67\"\/><path d=\"M12 18h.01\"\/><path d=\"M17.99 11.66A6 6 0 0 1 15.77 16.67\"\/><circle cx=\"12\" cy=\"12\" r=\"2\"\/><path d=\"m13.41 10.59 5.66-5.66\"\/><\/svg><\/span><\/div><h3 class=\"nx-h3 nx-mt-2\">Hotspot and cluster analysis<\/h3><p class=\"nx-p nx-mt-1\">Water-quality exceedances and outbreak reports are tested for spatial clustering before a cause is suggested.<\/p><\/article><\/div><\/div><\/div><\/section><section id=\"nx-sec-field\" class=\"nx-section\" data-hue=\"infrastructure\" aria-labelledby=\"nx-s-3\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">03<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Geography<\/span><\/div><h2 id=\"nx-s-3\" class=\"nx-section-title\">Water now in the Nile Basin.<\/h2><p class=\"nx-lede\">Flood water, rain and root-zone soil moisture over the Nile Basin, from NASA GIBS. Each layer carries its own date.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-canvas-wrap\"><div class=\"nx-cmap-field\" data-nx-map=\"ctx-field\" data-cmap=\"nile-basin:water\" data-ml-feeds=\"eonet|https:\/\/eonet.gsfc.nasa.gov\/api\/v3\/events\" data-ml-src=\"water\" data-ml-plan=\"p-42e5dbe6\" data-ml-relief=\"1.3\" data-ml-view=\"3d\" data-ml-ctx=\"theme:water\" data-ml-list=\"gibs.water.flood gibs.water.imerg gibs.water.rzsm gibs.water.true gibs.water.grace gibs.food.cover ev.eonet r.imerg r.dist r.hls f.flood r.dswxs1 r.smap r.goese\" data-ml-tools=\"inspect measure compare aoi export\"><div class=\"nx-wm\" data-nx-water=\"ctx-water\" data-wm-domain=\"ctx-water\" data-wm-tiles=\"on\" data-wm-flat=\"on\" data-wm-focus=\"22,-4,40,32\" data-ws-live=\"off\" data-claim=\"INTEGRATED\" data-wm-panel=\"closed\" data-wm-mode=\"2d\"><div class=\"nx-wm-stage\" tabindex=\"0\" role=\"application\" aria-roledescription=\"interactive map\" aria-label=\"Water now, the Nile Basin: satellite and model layers from NASA on a 3D terrain of ASTER GDEM elevation. Arrow keys move; with Shift they turn and tilt in 3D; plus and minus zoom, 0 resets; I inspects, question mark lists the keys.\" aria-describedby=\"nx-wm-help\"><canvas class=\"nx-wm-canvas\" aria-hidden=\"true\"><\/canvas><p class=\"nx-wm-noscript\">The interactive map needs JavaScript; the layer list and sources are below.<\/p><div class=\"nx-wm-presets\" role=\"group\" aria-label=\"Quick views\"><button type=\"button\" class=\"nx-wm-preset\" data-wm-preset=\"flood||||\" aria-pressed=\"false\">Floods this week<\/button><button type=\"button\" class=\"nx-wm-preset\" data-wm-preset=\"imerg||||\" aria-pressed=\"false\">Rain now<\/button><button type=\"button\" class=\"nx-wm-preset\" data-wm-preset=\"rzsm||||\" aria-pressed=\"false\">Drought signal<\/button><button type=\"button\" class=\"nx-wm-preset\" data-wm-preset=\"true||||\" aria-pressed=\"false\">True colour<\/button><\/div><div class=\"nx-wm-panel\" id=\"nx-wm-panel\" role=\"region\" aria-label=\"Map layers\"><div class=\"nx-wm-panel-head\"><p class=\"nx-wm-panel-title\">Layers <span class=\"nx-wm-count\">3<\/span><\/p><button type=\"button\" class=\"nx-wm-icon nx-wm-panel-close\" data-wm-act=\"panel\" aria-label=\"Close the layer list\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M3.5 3.5l9 9M12.5 3.5l-9 9\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><\/div><div class=\"nx-wm-panel-body\"><div class=\"nx-wm-group\"><p class=\"nx-wm-group-title\">Water now, for this page<\/p><button type=\"button\" class=\"nx-wm-layer\" data-wm-toggle=\"flood\" aria-pressed=\"true\" data-wm-z=\"20\" data-wm-lag=\"0\" data-wm-short=\"Flood water\" data-wm-prov=\"NASA LANCE\" data-wm-kind=\"Satellite detection; clouds leave gaps\"><span class=\"nx-wm-check\" aria-hidden=\"true\"><\/span><span class=\"nx-wm-layer-text\"><span class=\"nx-wm-layer-name\">Flood water, 3-day composite<\/span><span class=\"nx-wm-layer-src\">NASA LANCE VIIRS Global Flood Product \u00b7 <span data-wm-date=\"flood\">14 Oct 2026<\/span><\/span><span class=\"nx-wm-layer-src\" data-wm-ep=\"observed\" data-wm-lic=\"NASA open data\">Observed (clouds leave gaps)<\/span><\/span><\/button><div class=\"nx-wm-tools\" data-wm-tools=\"flood\" hidden><\/div><details class=\"nx-wm-prov\" data-wm-prov-for=\"gibs.water.flood\"><summary>About this layer<\/summary><dl class=\"nx-wm-prov-list\"><dt>Evidence<\/dt><dd>Observed (clouds leave gaps)<\/dd><dt>Source<\/dt><dd>VIIRS Global Flood Product (NASA LANCE)<\/dd><dt>Provider<\/dt><dd>NASA LANCE<\/dd><dt>Licence<\/dt><dd><a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener noreferrer\">NASA open data<\/a><\/dd><dt>Vintage<\/dt><dd>daily; Satellite detection; clouds leave gaps<\/dd><dt>Newest at build<\/dt><dd>2026-10-14<\/dd><dt>Resolution<\/dt><dd>about 250 m grid<\/dd><dt>Uncertainty<\/dt><dd>Satellite detection; clouds leave gaps. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.<\/dd><dt>Reached through<\/dt><dd>gibs.earthdata.nasa.gov, only after you allow the live map<\/dd><\/dl><\/details><button type=\"button\" class=\"nx-wm-layer\" data-wm-toggle=\"imerg\" aria-pressed=\"true\" data-wm-z=\"21\" data-wm-lag=\"0\" data-wm-short=\"Precipitation\" data-wm-prov=\"NASA GES DISC\" data-wm-kind=\"Satellite estimate, near real time\"><span class=\"nx-wm-check\" aria-hidden=\"true\"><\/span><span class=\"nx-wm-layer-text\"><span class=\"nx-wm-layer-name\">Precipitation rate, daily mean<\/span><span class=\"nx-wm-layer-src\">NASA GES DISC GPM IMERG \u00b7 <span data-wm-date=\"imerg\">12 Oct 2026<\/span><\/span><span class=\"nx-wm-layer-src\" data-wm-ep=\"estimated\" data-wm-lic=\"NASA open data\">Estimated<\/span><\/span><\/button><div class=\"nx-wm-tools\" data-wm-tools=\"imerg\" hidden><\/div><details class=\"nx-wm-prov\" data-wm-prov-for=\"gibs.water.imerg\"><summary>About this layer<\/summary><dl class=\"nx-wm-prov-list\"><dt>Evidence<\/dt><dd>Estimated<\/dd><dt>Source<\/dt><dd>GPM IMERG (NASA GES DISC)<\/dd><dt>Provider<\/dt><dd>NASA GES DISC<\/dd><dt>Licence<\/dt><dd><a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener noreferrer\">NASA open data<\/a><\/dd><dt>Vintage<\/dt><dd>daily; Satellite estimate, near real time<\/dd><dt>Newest at build<\/dt><dd>2026-10-12<\/dd><dt>Resolution<\/dt><dd>about 2 km grid<\/dd><dt>Uncertainty<\/dt><dd>Satellite estimate, near real time. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.<\/dd><dt>Reached through<\/dt><dd>gibs.earthdata.nasa.gov, only after you allow the live map<\/dd><\/dl><\/details><button type=\"button\" class=\"nx-wm-layer\" data-wm-toggle=\"rzsm\" aria-pressed=\"true\" data-wm-z=\"22\" data-wm-lag=\"0\" data-wm-short=\"Soil moisture, root zone\" data-wm-prov=\"NASA NSIDC DAAC\" data-wm-kind=\"Model with satellite data assimilated\"><span class=\"nx-wm-check\" aria-hidden=\"true\"><\/span><span class=\"nx-wm-layer-text\"><span class=\"nx-wm-layer-name\">Root-zone soil moisture, 0 to 100 cm<\/span><span class=\"nx-wm-layer-src\">NASA NSIDC DAAC SMAP Level 4 \u00b7 <span data-wm-date=\"rzsm\">11 Oct 2026<\/span><\/span><span class=\"nx-wm-layer-src\" data-wm-ep=\"modelled\" data-wm-lic=\"NASA open data\">Modelled<\/span><\/span><\/button><div class=\"nx-wm-tools\" data-wm-tools=\"rzsm\" hidden><\/div><details class=\"nx-wm-prov\" data-wm-prov-for=\"gibs.water.rzsm\"><summary>About this layer<\/summary><dl class=\"nx-wm-prov-list\"><dt>Evidence<\/dt><dd>Modelled<\/dd><dt>Source<\/dt><dd>SMAP Level 4 (NASA NSIDC DAAC)<\/dd><dt>Provider<\/dt><dd>NASA NSIDC DAAC<\/dd><dt>Licence<\/dt><dd><a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener noreferrer\">NASA open data<\/a><\/dd><dt>Vintage<\/dt><dd>daily; Model with satellite data assimilated<\/dd><dt>Newest at build<\/dt><dd>2026-10-11<\/dd><dt>Resolution<\/dt><dd>about 2 km grid<\/dd><dt>Uncertainty<\/dt><dd>Model with satellite data assimilated. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.<\/dd><dt>Reached through<\/dt><dd>gibs.earthdata.nasa.gov, only after you allow the live map<\/dd><\/dl><\/details><button type=\"button\" class=\"nx-wm-layer\" data-wm-toggle=\"true\" aria-pressed=\"false\" data-wm-z=\"4\" data-wm-lag=\"1\" data-wm-op=\"0.6\" data-wm-prov=\"NASA LANCE\" data-wm-kind=\"Satellite image\"><span class=\"nx-wm-check\" aria-hidden=\"true\"><\/span><span class=\"nx-wm-layer-text\"><span class=\"nx-wm-layer-name\">True colour<\/span><span class=\"nx-wm-layer-src\">NASA LANCE VIIRS NOAA-20 corrected reflectance \u00b7 <span data-wm-date=\"true\">13 Oct 2026<\/span><\/span><span class=\"nx-wm-layer-src\" data-wm-ep=\"observed\" data-wm-lic=\"NASA open data\">Observed<\/span><\/span><\/button><div class=\"nx-wm-tools\" data-wm-tools=\"true\" hidden><\/div><details class=\"nx-wm-prov\" data-wm-prov-for=\"gibs.water.true\"><summary>About this layer<\/summary><dl class=\"nx-wm-prov-list\"><dt>Evidence<\/dt><dd>Observed<\/dd><dt>Source<\/dt><dd>VIIRS NOAA-20 corrected reflectance (NASA LANCE)<\/dd><dt>Provider<\/dt><dd>NASA LANCE<\/dd><dt>Licence<\/dt><dd><a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener noreferrer\">NASA open data<\/a><\/dd><dt>Vintage<\/dt><dd>daily; Satellite image<\/dd><dt>Newest at build<\/dt><dd>2026-10-14<\/dd><dt>Resolution<\/dt><dd>about 250 m grid<\/dd><dt>Uncertainty<\/dt><dd>Satellite image. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.<\/dd><dt>Reached through<\/dt><dd>gibs.earthdata.nasa.gov, only after you allow the live map<\/dd><\/dl><\/details><button type=\"button\" class=\"nx-wm-layer\" data-wm-toggle=\"grace\" aria-pressed=\"false\" data-wm-z=\"24\" data-wm-lag=\"0\" data-wm-time=\"latest\" data-wm-short=\"Water storage anomaly\" data-wm-prov=\"NASA JPL PO.DAAC\" data-wm-kind=\"Satellite gravimetry; latest month GIBS publishes\"><span class=\"nx-wm-check\" aria-hidden=\"true\"><\/span><span class=\"nx-wm-layer-text\"><span class=\"nx-wm-layer-name\">Water storage anomaly, monthly<\/span><span class=\"nx-wm-layer-src\">NASA JPL PO.DAAC GRACE-FO JPL mascons \u00b7 <span data-wm-date=\"grace\">July 2022<\/span><\/span><span class=\"nx-wm-layer-src\" data-wm-ep=\"observed\" data-wm-lic=\"NASA open data\">Observed (latest month GIBS publishes)<\/span><\/span><\/button><div class=\"nx-wm-tools\" data-wm-tools=\"grace\" hidden><\/div><details class=\"nx-wm-prov\" data-wm-prov-for=\"gibs.water.grace\"><summary>About this layer<\/summary><dl class=\"nx-wm-prov-list\"><dt>Evidence<\/dt><dd>Observed (latest month GIBS publishes)<\/dd><dt>Source<\/dt><dd>GRACE-FO JPL mascons (NASA JPL PO.DAAC)<\/dd><dt>Provider<\/dt><dd>NASA JPL PO.DAAC<\/dd><dt>Licence<\/dt><dd><a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener noreferrer\">NASA open data<\/a><\/dd><dt>Vintage<\/dt><dd>monthly; Satellite gravimetry; latest month GIBS publishes<\/dd><dt>Newest at build<\/dt><dd>2022-07-01<\/dd><dt>Resolution<\/dt><dd>about 2 km grid<\/dd><dt>Uncertainty<\/dt><dd>Satellite gravimetry; latest month GIBS publishes. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.<\/dd><dt>Reached through<\/dt><dd>gibs.earthdata.nasa.gov, only after you allow the live map<\/dd><\/dl><\/details><button type=\"button\" class=\"nx-wm-layer\" data-wm-toggle=\"cover\" aria-pressed=\"false\" data-wm-z=\"25\" data-wm-lag=\"0\" data-wm-time=\"latest\" data-wm-op=\"0.7\" data-wm-short=\"Land cover\" data-wm-prov=\"NASA LP DAAC\" data-wm-kind=\"Satellite classification; latest year GIBS publishes\"><span class=\"nx-wm-check\" aria-hidden=\"true\"><\/span><span class=\"nx-wm-layer-text\"><span class=\"nx-wm-layer-name\">Land cover type (IGBP), yearly<\/span><span class=\"nx-wm-layer-src\">NASA LP DAAC MODIS Terra and Aqua land cover (MCD12Q1) \u00b7 <span data-wm-date=\"cover\">2024<\/span><\/span><span class=\"nx-wm-layer-src\" data-wm-ep=\"modelled\" data-wm-lic=\"NASA open data\" data-wm-unit=\"class\">Modelled (latest year GIBS publishes)<\/span><\/span><\/button><div class=\"nx-wm-tools\" data-wm-tools=\"cover\" hidden><\/div><details class=\"nx-wm-prov\" data-wm-prov-for=\"gibs.food.cover\"><summary>About this layer<\/summary><dl class=\"nx-wm-prov-list\"><dt>Evidence<\/dt><dd>Modelled (latest year GIBS publishes)<\/dd><dt>Source<\/dt><dd>MODIS Terra and Aqua land cover (MCD12Q1) (NASA LP DAAC)<\/dd><dt>Provider<\/dt><dd>NASA LP DAAC<\/dd><dt>Licence<\/dt><dd><a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener noreferrer\">NASA open data<\/a><\/dd><dt>Vintage<\/dt><dd>yearly; Satellite classification; latest year GIBS publishes<\/dd><dt>Newest at build<\/dt><dd>2024-01-01<\/dd><dt>Resolution<\/dt><dd>about 500 m grid<\/dd><dt>Uncertainty<\/dt><dd>Satellite land cover classes for the year shown, including croplands; a classification with known errors, not a farm register.<\/dd><dt>Reached through<\/dt><dd>gibs.earthdata.nasa.gov, only after you allow the live map<\/dd><\/dl><\/details><\/div><\/div><\/div><div class=\"nx-wm-rail\" role=\"toolbar\" aria-orientation=\"vertical\" aria-label=\"Map controls\"><button type=\"button\" class=\"nx-wm-icon nx-wm-open\" data-wm-act=\"panel\" aria-controls=\"nx-wm-panel\" aria-expanded=\"false\" aria-label=\"Layers\" title=\"Layers\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M8 2.5l-6.5 3.5 6.5 3.5 6.5-3.5zm-6.5 6.5 6.5 3.5 6.5-3.5m-13 2.8 6.5 3.5 6.5-3.5\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button type=\"button\" class=\"nx-wm-icon\" data-wm-act=\"tools\" aria-controls=\"nx-wm-menu\" aria-expanded=\"false\" aria-label=\"Expert tools\" title=\"Expert tools\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M3 4.5l10 0m-10 3.5 10 0m-10 3.5 10 0m-7.5-8.5 0 3m5 .5 0 3m-3.5.5 0 3\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><span class=\"nx-wm-sep\" aria-hidden=\"true\"><\/span><button type=\"button\" class=\"nx-wm-icon\" data-wm-act=\"in\" aria-label=\"Zoom in\" title=\"Zoom in\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M8 3v10M3 8h10\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button type=\"button\" class=\"nx-wm-icon\" data-wm-act=\"out\" aria-label=\"Zoom out\" title=\"Zoom out\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M3 8h10\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button type=\"button\" class=\"nx-wm-icon\" data-wm-act=\"reset\" aria-label=\"Reset the view\" title=\"Reset the view\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M3.2 8a4.8 4.8 0 1 0 1.5-3.5M3.2 2.6v2.6h2.6\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><button type=\"button\" class=\"nx-wm-icon\" data-wm-act=\"full\" aria-label=\"Full screen\" title=\"Full screen\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M2.5 6l0-3.5 3.5 0m7.5 3.5 0-3.5-3.5 0m-7.5 7.5 0 3.5 3.5 0m7.5-3.5 0 3.5-3.5 0\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><\/div><div class=\"nx-wm-menu\" id=\"nx-wm-menu\" role=\"menu\" aria-label=\"Expert tools\" hidden><button type=\"button\" class=\"nx-wm-menu-item\" role=\"menuitemcheckbox\" aria-checked=\"false\" data-wm-tool=\"inspect\">Inspect a point<kbd>I<\/kbd><\/button><button type=\"button\" class=\"nx-wm-menu-item\" role=\"menuitemcheckbox\" aria-checked=\"false\" data-wm-tool=\"measure\">Measure distance<kbd>M<\/kbd><\/button><button type=\"button\" class=\"nx-wm-menu-item\" role=\"menuitemcheckbox\" aria-checked=\"false\" data-wm-tool=\"compare\">Compare two dates<kbd>C<\/kbd><\/button><button type=\"button\" class=\"nx-wm-menu-item\" role=\"menuitem\" data-wm-tool=\"share\">Copy a link to this view<\/button><button type=\"button\" class=\"nx-wm-menu-item\" role=\"menuitem\" data-wm-tool=\"png\">Export as PNG with credits<\/button><button type=\"button\" class=\"nx-wm-menu-item\" role=\"menuitem\" data-wm-tool=\"xt\" data-wm-xt=\"NxAjSJ6JoGGZsXu22d+kvA4nR9AJ6Njy+\/Xy2FIyELw=\">More expert tools<\/button><button type=\"button\" class=\"nx-wm-menu-item\" role=\"menuitem\" data-wm-tool=\"keys\">Keyboard shortcuts<kbd>?<\/kbd><\/button><\/div><div class=\"nx-wm-keys\" role=\"dialog\" aria-label=\"Keyboard shortcuts\" hidden><p class=\"nx-wm-keys-title\">Keyboard, with the map focused<\/p><dl class=\"nx-wm-keys-list\"><\/dl><button type=\"button\" class=\"nx-wm-icon nx-wm-keys-close\" data-wm-tool=\"keys\" aria-label=\"Close the shortcuts\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M3.5 3.5l9 9M12.5 3.5l-9 9\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><\/div><p class=\"nx-wm-hint\" hidden>Hold Ctrl or \u2318 and scroll to zoom<\/p><p class=\"nx-wm-toolbar\" role=\"status\" hidden><\/p><div class=\"nx-wm-tip\" role=\"tooltip\" hidden><\/div><div class=\"nx-wm-pin\" hidden><div class=\"nx-wm-pin-head\"><p class=\"nx-wm-pin-title\"><\/p><button type=\"button\" class=\"nx-wm-icon\" data-wm-act=\"unpin\" aria-label=\"Close the card\"><svg viewBox=\"0 0 16 16\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M3.5 3.5l9 9M12.5 3.5l-9 9\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><\/div><div class=\"nx-wm-pin-chart\"><\/div><div class=\"nx-wm-pin-body\"><\/div><\/div><div class=\"nx-wm-dock\"><div class=\"nx-wm-time\" role=\"group\" aria-label=\"Imagery date\"><button type=\"button\" class=\"nx-wm-icon\" data-wm-step=\"prev\" aria-label=\"One day earlier\">\u2039<\/button><p class=\"nx-wm-time-label\">Latest available<\/p><button type=\"button\" class=\"nx-wm-icon\" data-wm-step=\"next\" aria-label=\"One day later\">\u203a<\/button><span class=\"nx-wm-track\" role=\"slider\" tabindex=\"0\" aria-label=\"Imagery date, up to 30 days back\" aria-valuemin=\"0\" aria-valuemax=\"30\" aria-valuenow=\"30\" aria-valuetext=\"Latest available\"><\/span><button type=\"button\" class=\"nx-wm-latest\" data-wm-step=\"latest\" aria-pressed=\"true\">Latest<\/button><\/div><div class=\"nx-wm-chips\" role=\"group\" aria-label=\"Legends\"><\/div><p class=\"nx-wm-attrib\">NASA GIBS \/ EOSDIS \u00b7 ASTER GDEM (METI, NASA) \u00b7 Blue Marble (NASA) \u00b7 \u00a9 OpenStreetMap contributors (ODbL) \u00b7 Natural Earth<\/p><div class=\"nx-wm-legends\" aria-live=\"polite\" hidden><\/div><\/div><\/div><div class=\"nx-container nx-wm-below\"><p class=\"nx-wm-status\" role=\"status\">Loading the latest NASA imagery.<\/p><p id=\"nx-wm-help\" class=\"nx-wm-help\">Drag to move. Ctrl or \u2318 and scroll, pinch or the buttons to zoom; hover for the values under the pointer; reset returns to the region.<\/p><p class=\"nx-caption\"><span>Water now, framed on the Nile Basin.<\/span><span data-honesty=\"true\">Satellite and model products as NASA publishes them, each with its own date. They are indicators, not assessments of any place.<\/span><\/p><details class=\"nx-wm-credits\"><summary><span class=\"nx-wm-credits-line\">Data: NASA GIBS \u00b7 ASTER GDEM \u00b7 Blue Marble \u00b7 <a class=\"nx-link\" href=\"https:\/\/www.openstreetmap.org\/copyright\" rel=\"noopener\">\u00a9 OpenStreetMap contributors<\/a> \u00b7 Natural Earth \u00b7 NASA EONET \u00b7 NASA GPM IMERG Early \u00b7 NASA JPL OPERA DIST-ALERT<\/span><span class=\"nx-wm-credits-more\">Sources and licences<\/span><\/summary><p class=\"nx-wm-credit\"><ul class=\"nx-wm-credit-list\"><li data-wm-credit=\"nasa.gibs.field-layers\">We acknowledge the use of imagery provided by services from NASA&#8217;s Global Imagery Browse Services (GIBS), part of NASA&#8217;s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"nasa.gibs.water-layers\">We acknowledge the use of imagery provided by services from NASA&#8217;s Global Imagery Browse Services (GIBS), part of NASA&#8217;s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"nasa.lance.viirs-water\">VIIRS near-real-time products (flood, land surface temperature, snow cover, corrected reflectance), NASA LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"nasa.gpm.imerg\">GPM IMERG precipitation, NASA Precipitation Processing System; distributed by the NASA Goddard Earth Sciences Data and Information Services Center (GES DISC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"nasa.smap.l4\">SMAP Level 4 soil moisture and snow mass, NASA Global Modeling and Assimilation Office; distributed by the NASA National Snow and Ice Data Center DAAC; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"nasa.podaac.grace-fo-mascon\">GRACE and GRACE-FO JPL mascon solution, NASA Jet Propulsion Laboratory; distributed by the NASA Physical Oceanography DAAC (PO.DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"nasa.modis-viirs.land\">MODIS land products (vegetation indices, gross primary production, land cover), NASA LP DAAC and LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"nasa-meti.aster-gdem-v3\">ASTER GDEM is a product of METI and NASA (ASTER Global Digital Elevation Model V003, NASA LP DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). Cite as: NASA\/METI\/AIST\/Japan Spacesystems and U.S.\/Japan ASTER Science Team (2019). ASTER Global Digital Elevation Model V003. <a class=\"nx-link\" href=\"https:\/\/doi.org\/10.5067\/ASTER\/ASTGTM.003\" rel=\"noopener\">doi:10.5067\/ASTER\/ASTGTM.003<\/a>. <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li data-wm-credit=\"naturalearth.all-scales\">Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com. <a class=\"nx-link\" href=\"https:\/\/www.naturalearthdata.com\/about\/terms-of-use\/\" rel=\"noopener\">Public domain<\/a><\/li><li data-wm-credit=\"nasa.gibs.reference-osm\">\u00a9 OpenStreetMap contributors (ODbL), via NASA GIBS (coastlines, boundaries, roads and place names). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.openstreetmap.org\/copyright\" rel=\"noopener\">ODbL<\/a><\/li><li data-wm-credit=\"nasa.earth-observatory.blue-marble\">Blue Marble, NASA Earth Observatory; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). <a class=\"nx-link\" href=\"https:\/\/www.earthdata.nasa.gov\/engage\/open-data-services-software-policies\" rel=\"noopener\">NASA open data<\/a><\/li><li>Context on the globe and flat map: coastlines, boundaries, roads and place names from NASA GIBS reference layers (OpenStreetMap data, ODbL, \u00a9 OpenStreetMap contributors); Blue Marble imagery as an optional base; 3D terrain and the elevation read-out from the ASTER GDEM elevation colour index (5 m to 200 m classes, exaggerated for legibility). Boundaries are drawn as published and imply no position on any territory.<\/li><li><\/li><li>Live events: NASA Earth Observatory Natural Event Tracker (EONET); events are indicative and keep their original source links.<\/li><li>Live: NASA EONET Events are indicative, not authority warnings.<\/li><li>Live: NASA GPM IMERG Early. We acknowledge the use of imagery provided by services from NASA&#8217;s Global Imagery Browse Services (GIBS), part of NASA&#8217;s Earth Science Data and Information System (ESDIS).<\/li><li>Observed (EO): NASA JPL OPERA DIST-ALERT (contains modified Copernicus Sentinel data 2026). We acknowledge the use of imagery provided by services from NASA&#8217;s Global Imagery Browse Services (GIBS), part of NASA&#8217;s Earth Science Data and Information System (ESDIS).<\/li><li>NASA GIBS: We acknowledge the use of imagery provided by services from NASA&#8217;s Global Imagery Browse Services (GIBS), part of NASA&#8217;s Earth Science Data and Information System (ESDIS).<\/li><li>River discharge forecast, 30 days with range (GloFAS via Open-Meteo): Contains modified Copernicus Emergency Management Service information 2026; not a flood warning.<\/li><li>Past year, daily temperature (ERA5 via Open-Meteo): Contains modified Copernicus Climate Change Service information 2026.<\/li><li>Past year, daily temperature and sunshine (NASA POWER): These data were obtained from the NASA Langley Research Center (LaRC) POWER Project funded through the NASA Earth Science\/Applied Science Program..<\/li><li>Weather data by Open-Meteo.com (https:\/\/open-meteo.com\/), licensed under CC BY 4.0 (https:\/\/creativecommons.org\/licenses\/by\/4.0\/).<\/li><li>Optional layers (14 sources in the layer list: live, forecast, observed and context) print their provider credit on the map and here when switched on; forecasts are model output and derived indices are estimates.<\/li><\/ul><p class=\"nx-wm-credit\"><strong>Layers and dates<\/strong><\/p><ul class=\"nx-wm-credit-list\"><li>Flood water, 3-day composite: VIIRS Global Flood Product, NASA LANCE \u00b7 <span data-wm-date=\"flood\">14 Oct 2026<\/span><\/li><li>Precipitation rate, daily mean: GPM IMERG, NASA GES DISC \u00b7 <span data-wm-date=\"imerg\">12 Oct 2026<\/span><\/li><li>Root-zone soil moisture, 0 to 100 cm: SMAP Level 4, NASA NSIDC DAAC \u00b7 <span data-wm-date=\"rzsm\">11 Oct 2026<\/span><\/li><li>True colour: VIIRS NOAA-20 corrected reflectance, NASA LANCE \u00b7 <span data-wm-date=\"true\">13 Oct 2026<\/span><\/li><li>Water storage anomaly, monthly: GRACE-FO JPL mascons, NASA JPL PO.DAAC \u00b7 <span data-wm-date=\"grace\">July 2022<\/span><\/li><li>Land cover type (IGBP), yearly: MODIS Terra and Aqua land cover (MCD12Q1), NASA LP DAAC \u00b7 <span data-wm-date=\"cover\">2024<\/span><\/li><\/ul><\/p><\/details><\/div><\/div><div class=\"nx-live-slot nx-live-slot--map\" data-nxf-slot=\"map\" data-nxf-kind=\"map\" data-nxf-resource=\"nexus:\/\/gcri\/G01\/stem\/spatial-statistics\/#map\" data-nxf-title=\"Water Nexus live map\" data-nxf-height=\"560\" hidden><\/div><\/div><\/div><\/div><\/div><\/section><section id=\"nx-sec-data\" class=\"nx-section\" data-hue=\"water\" data-tone=\"alt\" data-variant=\"split\" aria-labelledby=\"nx-s-4\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">04<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Data<\/span><\/div><h2 id=\"nx-s-4\" class=\"nx-section-title\">What the method consumes.<\/h2><p class=\"nx-lede\">Datasets and records used by spatial statistics and geostatistics on this platform, with the role each plays and the label its values carry. Sources are listed in <a class=\"nx-link\" href=\"https:\/\/therisk.global\/water-nexus\/research\/sources\/\">the source register<\/a>.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-table-wrap\"><table class=\"nx-table\" data-stack=\"true\"><thead><tr><th scope=\"col\">Data<\/th><th scope=\"col\">Role<\/th><th scope=\"col\">Label<\/th><\/tr><\/thead><tbody><tr><td data-label=\"Data\">Station networks<\/td><td data-label=\"Role\">Interpolation inputs<\/td><td data-label=\"Label\"><span class=\"nx-chip\">OBSERVED<\/span><\/td><\/tr><tr><td data-label=\"Data\">Catchment descriptors<\/td><td data-label=\"Role\">Similarity measures<\/td><td data-label=\"Label\"><span class=\"nx-chip\">ESTIMATED<\/span><\/td><\/tr><tr><td data-label=\"Data\">Satellite fields<\/td><td data-label=\"Role\">Covariates for interpolation<\/td><td data-label=\"Label\"><span class=\"nx-chip\">MODELLED<\/span><\/td><\/tr><\/tbody><\/table><\/div><div class=\"nx-live-slot\" data-nxf-slot=\"data\" data-nxf-kind=\"data\" data-nxf-resource=\"nexus:\/\/gcri\/G01\/stem\/spatial-statistics\/#data\" data-nxf-title=\"Method record\" data-nxf-height=\"520\" hidden><\/div><div class=\"nx-live-slot\" data-nxf-slot=\"evidence\" data-nxf-kind=\"evidence\" data-nxf-resource=\"nexus:\/\/gcri\/G01\/stem\/spatial-statistics\/#evidence\" data-nxf-title=\"Evidence\" data-nxf-height=\"520\" hidden><\/div><\/div><\/div><\/section><section id=\"nx-s-5-sec\" class=\"nx-section\" data-hue=\"climate\" aria-labelledby=\"nx-s-5\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">05<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Monitor<\/span><\/div><h2 id=\"nx-s-5\" class=\"nx-section-title\">Spatial model.<\/h2><p class=\"nx-lede\">The screen a team would use to follow this method: its measures, states and decisions. Names are examples and values are illustrative.<\/p><\/div><div class=\"nx-section-body\"><figure class=\"nx-fk nx-cx\" data-fk=\"cx-water-method-spatial\" data-cx=\"water.method-spatial\" data-variant=\"section\" aria-label=\"Spatial model: illustrative console with example names and values\"><div class=\"nx-fk-head\"><div class=\"nx-fk-heading\"><h3 class=\"nx-fk-title\">Spatial model<\/h3><p class=\"nx-fk-sub\">Water \u00b7 Spatial statistics for water data \u00b7 Run R-2544<\/p><\/div><div class=\"nx-fk-actions\"><button type=\"button\" class=\"nx-fk-btn\" data-fk-act=\"menu\" aria-haspopup=\"true\" aria-expanded=\"false\" hidden><svg viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M12 4v11\"\/><path d=\"m7 10 5 5 5-5\"\/><path d=\"M5 20h14\"\/><\/svg>Export<\/button><ul class=\"nx-fk-menu\" data-fk-menu=\"true\" hidden><li><button type=\"button\" data-fk-act=\"export-png\">Image<small>PNG of the map or chart<\/small><\/button><\/li><li><button type=\"button\" data-fk-act=\"export-csv\">Data<small>CSV of the figure&#8217;s values<\/small><\/button><\/li><\/ul><\/div><\/div><div class=\"nx-cx-status\"><span class=\"nx-fk-pill\" data-state=\"info\"><i aria-hidden=\"true\"><\/i>Cross-validation complete<\/span><span class=\"nx-cx-prod\">GCRI \u00b7 Water Nexus<\/span><\/div><div class=\"nx-cx-grid\"><div class=\"nx-fk-panel nx-cx-p\" data-w=\"3\" data-t=\"map\"><div class=\"nx-fk-panel-head\"><div><h4 class=\"nx-fk-panel-title\">Prediction surface<\/h4><p class=\"nx-fk-panel-sub\">kriged estimate \u00b7 example<\/p><\/div><\/div><div class=\"nx-cx-map\"><svg class=\"nx-cx-svg\" viewBox=\"0 0 480 250\" role=\"img\" aria-label=\"Prediction surface: schematic on example geography. Illustrative.\" focusable=\"false\" data-nx-z=\"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\"><\/svg><\/div><\/div><div class=\"nx-fk-panel nx-cx-p\" data-w=\"3\" data-t=\"chart\"><div class=\"nx-fk-panel-head\"><div><h4 class=\"nx-fk-panel-title\">Empirical variogram<\/h4><\/div><\/div><svg class=\"nx-fk-svg\" viewBox=\"0 0 460 210\" width=\"460\" height=\"210\" role=\"img\" aria-label=\"Empirical variogram\" focusable=\"false\" tabindex=\"0\" preserveAspectRatio=\"xMidYMid meet\" data-fk-chart=\"cx-water-method-spatial-c1\" data-fk-xs=\"lin,0,23,36,446\" data-fk-ys=\"lin,0,100,180,20\" data-fk-series=\"Empirical|ink|l||0:17.3;1:15.3;2:17.9;3:15;4:22;5:23.1;6:28.3;7:27.3;8:31.9;9:35.6;10:41.2;11:45.8;12:44.3;13:44.1;14:49.3;15:47.3;16:46.3;17:48.2;18:48.2;19:46.2;20:52.2;21:55.4;22:61;23:63.9~Fitted model|acc|l||0:20.2;1:19.1;2:23.9;3:25;4:30.1;5:32.3;6:32.9;7:33.8;8:32.2;9:32.4;10:36;11:37.8;12:43.5;13:46.3;14:51.1;15:50.6;16:52.2;17:55.1;18:54.5;19:57.5;20:62.1;21:65.3;22:68.3;23:71.4\" data-nx-z=\"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\"><\/svg><\/div><div class=\"nx-fk-panel nx-cx-p\" data-w=\"6\" data-t=\"table\"><div class=\"nx-fk-panel-head\"><div><h4 class=\"nx-fk-panel-title\">Leave-one-out validation<\/h4><\/div><\/div><div class=\"nx-fk-tablewrap\" data-fk-view=\"table:cx-water-method-spatial-t2\"><table class=\"nx-fk-table\" data-fk-table=\"cx-water-method-spatial-t2\" aria-label=\"Leave-one-out validation\"><thead><tr><th scope=\"col\" data-col=\"c0\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c0\">Fold<\/button><\/th><th scope=\"col\" data-col=\"c1\" data-num=\"true\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c1\">RMSE<\/button><\/th><th scope=\"col\" data-col=\"c2\" data-num=\"true\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c2\">Bias<\/button><\/th><th scope=\"col\" data-col=\"c3\" data-num=\"true\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c3\">Coverage of 90 pct interval<\/button><\/th><th scope=\"col\" data-col=\"c4\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c4\">State<\/button><\/th><\/tr><\/thead><tbody><tr data-fk-key=\"cx-water-method-spatial:r2-0\" tabindex=\"0\" role=\"row\" aria-selected=\"false\"><td>Region 1<\/td><td data-num=\"true\" data-sv=\"1.5\">1.5<\/td><td data-num=\"true\" data-sv=\"0.1\">0.1<\/td><td data-num=\"true\" data-sv=\"85\">85<\/td><td><span class=\"nx-fk-pill\" data-state=\"met\"><i aria-hidden=\"true\"><\/i>Pass<\/span><\/td><\/tr><tr data-fk-key=\"cx-water-method-spatial:r2-1\" tabindex=\"0\" role=\"row\" aria-selected=\"false\"><td>Region 2<\/td><td data-num=\"true\" data-sv=\"0.8\">0.8<\/td><td data-num=\"true\" data-sv=\"0.2\">0.2<\/td><td data-num=\"true\" data-sv=\"94\">94<\/td><td><span class=\"nx-fk-pill\" data-state=\"near\"><i aria-hidden=\"true\"><\/i>Undercovers<\/span><\/td><\/tr><tr data-fk-key=\"cx-water-method-spatial:r2-2\" tabindex=\"0\" role=\"row\" aria-selected=\"false\"><td>Region 3<\/td><td data-num=\"true\" data-sv=\"0.9\">0.9<\/td><td data-num=\"true\" data-sv=\"-0.1\">\u22120.1<\/td><td data-num=\"true\" data-sv=\"89\">89<\/td><td><span class=\"nx-fk-pill\" data-state=\"near\"><i aria-hidden=\"true\"><\/i>Undercovers<\/span><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><div class=\"nx-fk-tip\" aria-hidden=\"true\" hidden><\/div><figcaption class=\"nx-fk-cap\"><span>Spatial model: the screen&#8217;s structure, terms and states for Water.<\/span><span data-honesty=\"true\">Example names and illustrative values; a design, not a record or a live system.<\/span><\/figcaption><\/figure><\/div><\/div><\/section><section id=\"nx-sec-checks\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-s-6\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">06<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Validation<\/span><\/div><h2 id=\"nx-s-6\" class=\"nx-section-title\">How results are checked.<\/h2><p class=\"nx-lede\">Predictions are tested using spatial cross-validation that respects dependence. Uncertainty maps are compared with independent observations.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-table-wrap\"><table class=\"nx-table\" data-stack=\"true\"><thead><tr><th scope=\"col\">Check<\/th><th scope=\"col\">How it is done<\/th><\/tr><\/thead><tbody><tr><td data-label=\"Check\">Cross-validation<\/td><td data-label=\"How it is done\">Stations are withheld in turn and predicted; the error is mapped<\/td><\/tr><tr><td data-label=\"Check\">Variogram review<\/td><td data-label=\"How it is done\">The spatial model is inspected, not assumed<\/td><\/tr><tr><td data-label=\"Check\">Edge effects<\/td><td data-label=\"How it is done\">Estimates near borders and coasts carry their larger uncertainty<\/td><\/tr><\/tbody><\/table><\/div><p class=\"nx-note nx-mt-3\">Results depend on the scale and zoning of analysis. Sparse or clustered sampling limits prediction in unsampled areas.<\/p><\/div><\/div><\/section><section id=\"nx-sec-twin\" class=\"nx-section\" data-hue=\"water\" data-span=\"wide\" data-ns-layout=\"twin\" aria-labelledby=\"nx-s-7\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">07<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Twin and cascade simulator<\/span><\/div><h2 id=\"nx-s-7\" class=\"nx-section-title\">Model spatial statistics for water data as a system. Run the cascade.<\/h2><p class=\"nx-lede\">Assembled from the <a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/standards\/\" data-tc=\"Nexus Standards\" data-tk=\"Nexus Standards\" data-td=\"The foundation standards\">Nexus Standards<\/a> area profile <a class=\"nx-link\" href=\"https:\/\/nexustandards.com\/water-food\/water-risk-standards\/\">Water risk standards<\/a>: the hazards it names, the <a class=\"nx-link nx-term\" href=\"https:\/\/docs.therisk.global\/organization\/systems\" data-tc=\"Systems\" data-tk=\"Nexus Standards\" data-td=\"The twenty Nexus systems, NXS-CMD to NXS-LAB\">systems<\/a> and sectors that carry the loss, the controls that dampen it and the data that observe it. Choose the components, pick an initiating hazard and step through the cascade. The Map view places the run on an example geography with open data. Every coupling weight is a stated assumption you can change. A teaching model, not a forecast, an assessment or a certification. To model a place of your own choosing, open the full <a class=\"nx-link\" href=\"https:\/\/therisk.global\/system-builder\/\">System Builder<\/a>.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-ns-twin\" data-ns-data=\"nx-twin-es-stem-spatial-statistics-G01\" data-ns-credits=\"Nexus Standards registry and area profiles; Nexus Hazard Standard NHS-1 1.1.0\"><div class=\"nx-ns-twin-static\"><div><p class=\"nx-eyebrow\">Hazards<\/p><ul class=\"nx-list\"><li><a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/standards\/nrs\/#nrs-h9\" data-tc=\"NHS-1 water.flood.flash-flood\" data-tk=\"Water systems \u00b7 Freshwater inundation\" data-td=\"A fast, violent rise of water in a small catchment or dry channel within hours of intense rain.\" data-ts=\"NRS-H9\" data-tr=\"draft\">Flash flood<\/a><\/li><li><a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/standards\/nrs\/#nrs-h10\" data-tc=\"NHS-1 water.deficit.meteorological-drought\" data-tk=\"Water systems \u00b7 Water deficit\" data-td=\"A prolonged shortfall of rain against the local normal, the starting point of every other kind of drought.\" data-ts=\"NRS-H10\" data-tr=\"draft\">Meteorological drought<\/a><\/li><li><a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/standards\/nrs\/#nrs-h10\" data-tc=\"NHS-1 water.deficit.groundwater-depletion\" data-tk=\"Water systems \u00b7 Water deficit\" data-td=\"Aquifers drawn down faster than they refill, lowering wells and driving land subsidence and saltwater intrusion.\" data-ts=\"NRS-H10\" data-tr=\"draft\">Groundwater depletion<\/a><\/li><li>Dam failure<\/li><li>Debris flow (set off downstream)<\/li><li>Agricultural drought (set off downstream)<\/li><li>Hydrological drought (set off downstream)<\/li><li><a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/hazards\/wildfire-and-vegetation-fire-standards\/\" data-tc=\"NHS-1 eco.wildfire.wildfire\" data-tk=\"Land and ecosystems \u00b7 Vegetation and peat fire\" data-td=\"An uncontrolled fire in forest, scrub or grass that burns structures, crops and habitat and fills the air with smoke.\" data-ts=\"NRS-H24\" data-tr=\"draft\">Wildfire<\/a> (set off downstream)<\/li><li>Peat and underground fire (set off downstream)<\/li><li>Forest dieback (set off downstream)<\/li><li>Water supply shortfall (set off downstream)<\/li><li>Acute food crisis (set off downstream)<\/li><li>Dust storm (set off downstream)<\/li><li>Land subsidence (set off downstream)<\/li><li>Saltwater intrusion (set off downstream)<\/li><li>River flood (set off downstream)<\/li><li>Mass displacement (set off downstream)<\/li><li>Amazon rainforest dieback (set off downstream)<\/li><\/ul><\/div><div><p class=\"nx-eyebrow\">Systems and couplings<\/p><ul class=\"nx-list\"><li><a class=\"nx-link\" href=\"https:\/\/nexustandards.com\/water-food\/water-risk-standards\/\">Water risk standards<\/a><\/li><li><a class=\"nx-link\" href=\"https:\/\/nexustandards.com\/energy-infrastructure\/energy-risk-standards\/\">Energy risk standards<\/a> <span class=\"nx-ns-sub\">Common driver and cascade<\/span><\/li><li><a class=\"nx-link\" href=\"https:\/\/nexustandards.com\/water-food\/food-risk-standards\/\">Food and agriculture risk standards<\/a> <span class=\"nx-ns-sub\">Cascade<\/span><\/li><li><a class=\"nx-link\" href=\"https:\/\/nexustandards.com\/health\/health-risk-standards\/\">Health risk standards<\/a> <span class=\"nx-ns-sub\">Cascade<\/span><\/li><li><a class=\"nx-link\" href=\"https:\/\/nexustandards.com\/hazards\/hydrometeorological-hazard-standards\/\">Hydrometeorological hazard standards<\/a> <span class=\"nx-ns-sub\">Shared hazard records<\/span><\/li><\/ul><\/div><div><p class=\"nx-eyebrow\">Controls<\/p><ul class=\"nx-list\"><li><code>NS-0<\/code> Constitution and principles<\/li><li><code>NS-1<\/code> The <a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/uni\/\" data-tc=\"UNI\" data-tk=\"Nexus Standards\" data-td=\"The universal identifier of every Nexus artifact (NS-1)\">UNI<\/a> and the artefact catalogue (grammar v0.2: domain, sector, region and environment segments)<\/li><li><code>NS-3<\/code> Risk record UNIs (grammar, legacy crosswalk, allocation authority)<\/li><li><code>NS-3b<\/code> Dataset and product metadata profile (STAC, DCAT, PROV-O)<\/li><li><code>NS-9<\/code> Contextual UNIs (deployments, instances, programme instances)<\/li><li><code>NS-10<\/code> Policies and clauses (machine-readable obligations: definition, binding, evaluation and enforcement)<\/li><li><code>NS-11<\/code> Verification and monitoring (evidence, attestations, zero-trust conformance observation)<\/li><li><code>NRS-U28<\/code> <a class=\"nx-link\" href=\"https:\/\/docs.therisk.global\/organization\/programme\/universe\">Universe<\/a> platform profile: Water Nexus<\/li><li><code>NRS-H61<\/code> Hazard family: Cascading failure (NHS-1 sys.cascade)<\/li><li><code>NRS-K42<\/code> Domain pack profile: Cross border basins (DOMAIN-042)<\/li><li><code>NRS-N1<\/code> Water risk and resilience<\/li><li><code>NRS-N7<\/code> Water-energy-food-health-biodiversity-infrastructure nexus coupling<\/li><li><code>NRS-H62<\/code> Hazard family: Compound and multi-hazard events (NHS-1 sys.compound)<\/li><\/ul><\/div><div><p class=\"nx-eyebrow\">Observation<\/p><ul class=\"nx-list\"><li>USGS Water Data APIs (listed for reference)<\/li><li>GloFAS global flood forecasts and reanalysis (listed for reference)<\/li><li>GRACE\/GRACE-FO terrestrial water storage mascons (listed for reference)<\/li><li>Aqueduct 4.0 Water Risk Atlas (listed for reference)<\/li><li>CHIRPS quasi-global gridded precipitation (listed for reference)<\/li><li>Level of water stress: freshwater withdrawal as a proportion of available freshwater resources<\/li><li>Proportion of transboundary basin area with an operational arrangement for water cooperation<\/li><li>Proportion of population using safely managed drinking water services<\/li><li>Number of disruptions to basic services attributed to disasters<\/li><\/ul><\/div><div><p class=\"nx-eyebrow\">Example geography<\/p><ul class=\"nx-list\"><li>The Ganges and Brahmaputra Basin: 178 hexagonal cells<\/li><li>Surface water through cloud, 30 m (OPERA DSWx-S1 radar), NASA GIBS<\/li><li>Rain rate, last half hour (IMERG), NASA GIBS<\/li><li>Surface soil moisture (SMAP), NASA GIBS<\/li><li>Night lights tonight, outages (VIIRS Day\/Night Band), NASA GIBS<\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/section><section id=\"nx-sec-connections\" class=\"nx-section\" data-hue=\"climate\" data-tone=\"alt\" data-variant=\"split\" aria-labelledby=\"nx-s-8\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">08<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Connections<\/span><\/div><h2 id=\"nx-s-8\" class=\"nx-section-title\">Topics that rely on this method.<\/h2><\/div><div class=\"nx-section-body\"><ul class=\"nx-list\" data-nav=\"true\"><li><a class=\"nx-link\" href=\"https:\/\/therisk.global\/water-nexus\/topics\/catchment-hydrology\/\"><span>Catchment hydrology<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><li><a class=\"nx-link\" href=\"https:\/\/therisk.global\/water-nexus\/topics\/groundwater-and-aquifers\/\"><span>Groundwater and aquifers<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><li><a class=\"nx-link\" href=\"https:\/\/therisk.global\/water-nexus\/topics\/drinking-water-and-sanitation\/\"><span>Drinking water and sanitation<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><li><a class=\"nx-link\" href=\"https:\/\/therisk.global\/water-nexus\/topics\/water-food-ecosystem-links\/\"><span>Water, food and ecosystem links<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><\/ul><\/div><\/div><\/section><section id=\"nx-sec-signature\" class=\"nx-section\" data-hue=\"infrastructure\" aria-labelledby=\"nx-s-9\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">09<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Sector signature<\/span><\/div><h2 id=\"nx-s-9\" class=\"nx-section-title\">The sector signature of spatial statistics for water data.<\/h2><p class=\"nx-lede\">The sectors spatial statistics for water data touches and how strongly they depend on each other: what a study has to observe and model together.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-canvas-wrap\"><figure class=\"nx-nsig\" data-nx-sig=\"WEFB\" data-sig-name=\"Water and its partners\" data-sig-line=\"Water gives irrigation to food (0.8), cooling water and hydropower to energy (0.6) and environmental flows to biodiversity (0.6).\" data-sig-inst=\"The Global Centre for Risk and Innovation\"><div class=\"nx-nsig-plate\"><div class=\"nx-nsig-strip\" role=\"group\" aria-label=\"Signatures in context\" hidden><\/div><div class=\"nx-nsig-stage\"><div class=\"nx-nsig-top\"><span>Select corners \u00b7 hover lines<\/span><span class=\"nx-nsig-pairs\">6 \/ 15 relations<\/span><\/div><div class=\"nx-nsig-tilt\"><svg class=\"nx-nsig-svg\" viewBox=\"-370 -290 740 580\" role=\"img\" aria-label=\"Sector signature hexagon: Water, Energy, Food and Biodiversity selected, 6 of 15 relations in play, coupling 0.43. Teaching values.\" focusable=\"false\" data-nx-z=\"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\"><\/svg><\/div><\/div><div class=\"nx-nsig-read\"><div><p class=\"nx-nsig-k\">Signature<\/p><p class=\"nx-nsig-name\">Water and its partners<\/p><p class=\"nx-nsig-line\">Water gives irrigation to food (0.8), cooling water and hydropower to energy (0.6) and environmental flows to biodiversity (0.6).<\/p><\/div><p class=\"nx-nsig-code\" aria-live=\"polite\"><span>W<\/span> \u00b7 <span>E<\/span> \u00b7 <span class=\"nx-nsig-off\">I<\/span> \u00b7 <span>F<\/span> \u00b7 <span class=\"nx-nsig-off\">H<\/span> \u00b7 <span>B<\/span><\/p><dl class=\"nx-nsig-stats\"><div><dt>Sectors<\/dt><dd><strong>4<\/strong> <small>of 6<\/small><\/dd><\/div><div><dt>Relations<\/dt><dd><strong>6<\/strong> <small>of 15<\/small><\/dd><\/div><div><dt>Coupling<\/dt><dd><strong>0.43<\/strong> <small>share of total<\/small><\/dd><\/div><\/dl><div class=\"nx-nsig-detail\"><h3 class=\"nx-nsig-dh\">Strongest relations in play<\/h3><ul class=\"nx-nsig-rel\"><li><span class=\"nx-nsig-rt\"><b>Food \u2192 Biodiversity<\/b> \u00b7 land conversion<\/span><span class=\"nx-nsig-bar\" data-v=\"6\" aria-hidden=\"true\"><i><\/i><\/span><span class=\"nx-nsig-v\">0.6<\/span><\/li><li><span class=\"nx-nsig-rt\"><b>Water \u2192 Energy<\/b> \u00b7 cooling water and hydropower<\/span><span class=\"nx-nsig-bar\" data-v=\"6\" aria-hidden=\"true\"><i><\/i><\/span><span class=\"nx-nsig-v\">0.6<\/span><\/li><li><span class=\"nx-nsig-rt\"><b>Water \u2192 Food<\/b> \u00b7 irrigation<\/span><span class=\"nx-nsig-bar\" data-v=\"8\" aria-hidden=\"true\"><i><\/i><\/span><span class=\"nx-nsig-v\">0.8<\/span><\/li><li><span class=\"nx-nsig-rt\"><b>Water \u2192 Biodiversity<\/b> \u00b7 environmental flows<\/span><span class=\"nx-nsig-bar\" data-v=\"6\" aria-hidden=\"true\"><i><\/i><\/span><span class=\"nx-nsig-v\">0.6<\/span><\/li><\/ul><\/div><div class=\"nx-nsig-actions\" hidden><button type=\"button\" class=\"nx-nsig-btn\" data-sig-act=\"all\">Select all<\/button><button type=\"button\" class=\"nx-nsig-btn\" data-sig-act=\"clear\">Clear<\/button><button type=\"button\" class=\"nx-nsig-btn nx-nsig-pri\" data-sig-act=\"copy\">Copy signature<\/button><\/div><\/div><\/div><figcaption class=\"nx-nsig-note\">Teaching values for a typical city-region, not measurements for any place. Coupling is the summed strength of the relations in play, as a share of all fifteen.<\/figcaption><\/figure><\/div><\/div><\/div><\/section><section id=\"nx-sec-stewardship\" class=\"nx-section\" data-hue=\"water\" data-tone=\"alt\" aria-labelledby=\"nx-s-10\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">10<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Stewardship<\/span><\/div><h2 id=\"nx-s-10\" class=\"nx-section-title\">Who maintains the method.<\/h2><p class=\"nx-lede\"><a class=\"nx-link\" href=\"https:\/\/therisk.global\/space-earth-observation\/\">Space and Earth Observation<\/a> stewards spatial statistics and geostatistics for the Consortium and reviews how it is applied across platforms.<\/p><\/div><div class=\"nx-section-body\"><p class=\"nx-p\"><a class=\"nx-link\" href=\"https:\/\/therisk.global\/stem\/mathematics\/spatial-statistics\/\">Canonical page: Spatial statistics and geostatistics<\/a><\/p><\/div><\/div><\/section><section id=\"nx-sec-audience\" class=\"nx-section\" data-hue=\"climate\" aria-labelledby=\"nx-s-11\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">11<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Methods and evidence<\/span><\/div><h2 id=\"nx-s-11\" class=\"nx-section-title\">How spatial statistics for water data is modelled, measured and tested.<\/h2><p class=\"nx-lede\">The model, its assumptions, its data and its uncertainty, in the form a scientist or engineer would check. Structures follow published methods. The values drawn are illustrative, not findings.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-au\" data-au-voice=\"science\" data-au-n=\"1\"><figure class=\"nx-au-c\" data-au-fig=\"system-model\"><h3 class=\"nx-h4\">System model<\/h3><p class=\"nx-p nx-au-what\">The couplings between the systems in spatial statistics for water data: signs of influence, a reinforcing and a balancing loop, and cross-links where stress jumps.<\/p><div class=\"nx-au-fig\"><svg class=\"nx-au-svg\" viewBox=\"0 0 560 250\" role=\"img\" aria-label=\"Causal loop diagram of Water, Climate, Critical infrastructure, Communities, Economy\" focusable=\"false\"><line class=\"nx-au-ac\" x1=\"280\" y1=\"32\" x2=\"398.6\" y2=\"91.42\"\/><text class=\"nx-au-t nx-au-sign\" x=\"339.3\" y=\"57.71\" text-anchor=\"middle\">+<\/text><line class=\"nx-au-ax\" x1=\"280\" y1=\"32\" x2=\"206.7\" y2=\"187.58\"\/><line class=\"nx-au-ln\" x1=\"398.6\" y1=\"91.42\" x2=\"353.3\" y2=\"187.58\"\/><text class=\"nx-au-t nx-au-sign\" x=\"375.95\" y=\"135.5\" text-anchor=\"middle\">+<\/text><line class=\"nx-au-ax\" x1=\"398.6\" y1=\"91.42\" x2=\"161.4\" y2=\"91.42\"\/><line class=\"nx-au-ln\" x1=\"353.3\" y1=\"187.58\" x2=\"206.7\" y2=\"187.58\"\/><text class=\"nx-au-t nx-au-sign\" x=\"280\" y=\"183.58\" text-anchor=\"middle\">\u2212<\/text><line class=\"nx-au-ln\" x1=\"206.7\" y1=\"187.58\" x2=\"161.4\" y2=\"91.42\"\/><text class=\"nx-au-t nx-au-sign\" x=\"184.05\" y=\"135.5\" text-anchor=\"middle\">+<\/text><line class=\"nx-au-ln\" x1=\"161.4\" y1=\"91.42\" x2=\"280\" y2=\"32\"\/><text class=\"nx-au-t nx-au-sign\" x=\"220.7\" y=\"57.71\" text-anchor=\"middle\">+<\/text><circle class=\"nx-au-nd nx-au-nd-ac\" cx=\"280.0\" cy=\"32.0\" r=\"6\"\/><text class=\"nx-au-t nx-au-lb\" x=\"280\" y=\"20\" text-anchor=\"middle\">Water<\/text><circle class=\"nx-au-nd nx-au-nd-ac\" cx=\"398.6\" cy=\"91.4\" r=\"6\"\/><text class=\"nx-au-t nx-au-lb\" x=\"410.6\" y=\"95.42\" text-anchor=\"start\">Climate<\/text><circle class=\"nx-au-nd\" cx=\"353.3\" cy=\"187.6\" r=\"6\"\/><text class=\"nx-au-t nx-au-lb\" x=\"365.3\" y=\"205.58\" text-anchor=\"start\">Critical infrastructure<\/text><circle class=\"nx-au-nd\" cx=\"206.7\" cy=\"187.6\" r=\"6\"\/><text class=\"nx-au-t nx-au-lb\" x=\"194.7\" y=\"205.58\" text-anchor=\"end\">Communities<\/text><circle class=\"nx-au-nd\" cx=\"161.4\" cy=\"91.4\" r=\"6\"\/><text class=\"nx-au-t nx-au-lb\" x=\"149.4\" y=\"95.42\" text-anchor=\"end\">Economy<\/text><text class=\"nx-au-t nx-au-lb\" x=\"280\" y=\"114\" text-anchor=\"middle\">R  reinforcing<\/text><text class=\"nx-au-t\" x=\"280\" y=\"132\" text-anchor=\"middle\">B  balancing<\/text><\/svg><\/div><figcaption class=\"nx-caption\"><span>Causal loop diagram from the page&#8217;s systems; signs show the direction of influence. Illustrative structure for a system dynamics or network model, not estimated couplings.<\/span><\/figcaption><\/figure><\/div><div class=\"nx-chips nx-au-fw\" aria-label=\"Frameworks cited\"><span class=\"nx-chip\">FAIR guiding principles \u00b7 GO FAIR and FORCE11<\/span><span class=\"nx-chip\">W3C PROV \u00b7 World Wide Web Consortium<\/span><span class=\"nx-chip\">Guidance on consistent treatment of uncertainties \u00b7 IPCC<\/span><span class=\"nx-chip\">CEOS Analysis Ready Data \u00b7 Committee on Earth Observation Satellites<\/span><\/div><\/div><\/div><\/section><section id=\"nx-s-12-sec\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-s-12\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">12<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Connected<\/span><\/div><h2 id=\"nx-s-12\" class=\"nx-section-title\">Where this page leads across the Consortium.<\/h2><\/div><div class=\"nx-section-body\"><ul class=\"nx-dest\"><li><a class=\"nx-dest-card\" href=\"https:\/\/therisk.global\/space-earth-observation\/stem\/spatial-statistics\/\"><span class=\"nx-dest-top\"><span class=\"nx-dest-rel\">Steward platform<\/span><span class=\"nx-dest-host\">GCRI<\/span><\/span><span class=\"nx-dest-title\">Spatial statistics for EO<\/span><span class=\"nx-dest-why\">Space and Earth Observation stewards this method.<\/span><span class=\"nx-dest-go\" aria-hidden=\"true\"><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><\/li><\/ul><\/div><\/div><\/section><section id=\"nx-s-13-sec\" class=\"nx-section\" data-hue=\"water\" aria-labelledby=\"nx-s-13\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">13<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Process<\/span><\/div><h2 id=\"nx-s-13\" class=\"nx-section-title\">How the process runs.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-canvas-wrap\"><div class=\"nx-pe\" id=\"nx-pe-gis-chain\" data-nx-pe=\"nx-pe-gis-chain\" data-active=\"gis-chain\"><div class=\"nx-pe-shell\"><p class=\"nx-pe-eb\">Process<\/p><h2 class=\"nx-pe-title\">Spatial statistics for water data: Layers to published map<\/h2><p class=\"nx-pe-cap\">Layers enter with their rights, are aligned, analysed and checked for uncertainty, then released after public-safe review; a map is a governed spatial claim.<\/p><ol class=\"nx-pe-steps\"><li class=\"nx-pe-lane\"><h3 class=\"nx-pe-lane-t\">01 Data<\/h3><ol><li class=\"nx-pe-step\"><span class=\"nx-pe-n\" translate=\"no\">01<\/span><span class=\"nx-pe-st\">Source layers with their rights<\/span><span class=\"nx-pe-k\">Dataset \u00b7 <a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/standards\/nrs\/#nrs-s6\" data-tc=\"NXS-GRX\" data-tk=\"Nexus system\" data-td=\"Canonical data, provenance and risk\" data-ts=\"NRS-S6\">NXS-GRX<\/a> (canonical data, provenance and risk)<\/span><span class=\"nx-pe-sm\">Spatial views of The Global Risks Index (NXS-GRX) products sit under the boundary licence gate. Rights classification sets how a layer may be used.<\/span><\/li><\/ol><\/li><li class=\"nx-pe-lane\"><h3 class=\"nx-pe-lane-t\">02 Harmonise<\/h3><ol><li class=\"nx-pe-step\"><span class=\"nx-pe-n\" translate=\"no\">02<\/span><span class=\"nx-pe-st\">Coordinate reference and boundary version<\/span><span class=\"nx-pe-k\">Record \u00b7 <a class=\"nx-link nx-term\" href=\"https:\/\/nexustandards.com\/standards\/nrs\/#nrs-s7\" data-tc=\"NXS-EOP\" data-tk=\"Nexus system\" data-td=\"Earth observation and digital twins\" data-ts=\"NRS-S7\">NXS-EOP<\/a> (earth observation and digital twins)<\/span><span class=\"nx-pe-sm\">The area of interest preserves its coordinate reference system, polygon validity and observation support. Boundary versions are kept.<\/span><\/li><li class=\"nx-pe-step\"><span class=\"nx-pe-n\" translate=\"no\">03<\/span><span class=\"nx-pe-st\">Harmonise units, variables and time<\/span><span class=\"nx-pe-k\">Step<\/span><span class=\"nx-pe-sm\">Unit metadata, conversion records and transformation logs are required. Alignment is an evidence event, not hidden preprocessing.<\/span><\/li><\/ol><\/li><li class=\"nx-pe-lane\"><h3 class=\"nx-pe-lane-t\">03 Analyse and check<\/h3><ol><li class=\"nx-pe-step\"><span class=\"nx-pe-n\" translate=\"no\">04<\/span><span class=\"nx-pe-st\">Analyse with a recorded processing recipe<\/span><span class=\"nx-pe-k\">Model \u00b7 GIS team<\/span><span class=\"nx-pe-sm\">A processing recipe records parameters, calibration, inputs and output lineage. The analysis methods are named in each product&#8217;s own record.<\/span><\/li><li class=\"nx-pe-step\"><span class=\"nx-pe-n\" translate=\"no\">05<\/span><span class=\"nx-pe-st\">Spatial uncertainty check<\/span><span class=\"nx-pe-k\">Gate<\/span><span class=\"nx-pe-sm\">Spatial uncertainty is recorded and affects downstream use. A high-uncertainty polygon may suit internal review, not public-safe release.<\/span><\/li><\/ol><\/li><li class=\"nx-pe-lane\"><h3 class=\"nx-pe-lane-t\">04 Publish<\/h3><ol><li class=\"nx-pe-step\"><span class=\"nx-pe-n\" translate=\"no\">06<\/span><span class=\"nx-pe-st\">Spatial metadata bundle<\/span><span class=\"nx-pe-k\">Record<\/span><span class=\"nx-pe-sm\">The bundle records boundary type, jurisdiction, geometry version, projection, resolution, source, time window, uncertainty and access class.<\/span><\/li><li class=\"nx-pe-step\"><span class=\"nx-pe-n\" translate=\"no\">07<\/span><span class=\"nx-pe-st\">Public-safe release of the map<\/span><span class=\"nx-pe-k\">Decision<\/span><span class=\"nx-pe-sm\">The output record names the redactions, uncertainty and public-safe reviewer. A map is a governed spatial claim, never merely a picture.<\/span><\/li><\/ol><\/li><\/ol><p class=\"nx-pe-foot\"><span><a class=\"nx-link\" href=\"https:\/\/docs.therisk.global\/organization\/standardization\/nexus-ecosystem\/iii.-infrastructure\/operations\/nexus-ecosystem-spatio-temporal-intelligence\" rel=\"noopener\">Spatio-temporal intelligence<\/a> \u00b7 Data protocols: semantic, jurisdictional and temporal intelligence \u00b7 NXS-EOP<\/span><span>Designed programme process, not a record of operation. No cycle has run and every programme is at service level R0. A gate is a programme decision, never a public-authority approval, certification or deployment authorisation. The pages cited are design doctrine.<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/section><section id=\"nx-s-14-sec\" class=\"nx-section\" data-hue=\"climate\" data-tone=\"alt\" aria-labelledby=\"nx-s-14\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">14<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Questions<\/span><\/div><h2 id=\"nx-s-14\" class=\"nx-section-title\">Questions and answers.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-faq\"><details><summary>What are the limits of spatial statistics and geostatistics in this field?<\/summary><div class=\"nx-answer\">Results depend on the scale and zoning of analysis. Sparse or clustered sampling limits prediction in unsampled areas.<\/div><\/details><details><summary>How are results checked?<\/summary><div class=\"nx-answer\">Predictions are tested using spatial cross-validation that respects dependence. Uncertainty maps are compared with independent observations.<\/div><\/details><details><summary>Are the values on this page real?<\/summary><div class=\"nx-answer\">The data names, roles and checks are real descriptions of practice. The canvas shows a design of the method&#8217;s use, not a run; no result is reported here.<\/div><\/details><details><summary>Where else is this method applied?<\/summary><div class=\"nx-answer\">The <a class=\"nx-link\" href=\"https:\/\/therisk.global\/stem\/mathematics\/spatial-statistics\/\">canonical method page<\/a> lists every platform that applies it.<\/div><\/details><\/div><\/div><\/div><\/section><section id=\"nx-sec-nr-gateway\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-nr-gateway-h\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">Reports<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Contribute<\/span><\/div><h2 id=\"nx-nr-gateway-h\" class=\"nx-section-title\">Contribute evidence from this page.<\/h2><p class=\"nx-lede\"><a class=\"nx-link\" href=\"https:\/\/docs.therisk.global\/organization\/programme\/reports\">Reports<\/a> is the Consortium&#8217;s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.<\/p><div class=\"nx-chips\"><span class=\"nx-chip\">GCRI<\/span><span class=\"nx-chip\">Water Nexus<\/span><span class=\"nx-chip\">Global Sector Risk and Resilience<\/span><span class=\"nx-chip\">Country Systems Risk and Resilience<\/span><span class=\"nx-chip\">Observatory Signal<\/span><\/div><\/div><div class=\"nx-section-body\"><ul class=\"nx-dest\"><li><a class=\"nx-dest-card\" href=\"https:\/\/therisk.global\/water-nexus\/write-to-us\/contact\/\"><span class=\"nx-dest-top\"><span class=\"nx-dest-rel\">Email<\/span><span class=\"nx-dest-host\">Gateway GW-GCRI<\/span><\/span><span class=\"nx-dest-title\">Send it from this page<\/span><span class=\"nx-dest-why\">Evidence, a correction, a case, a method, a review, a translation or profile input. It arrives tagged with this page, so the editor who owns it receives it.<\/span><span class=\"nx-dest-go\" aria-hidden=\"true\"><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><\/li><li><a class=\"nx-dest-card\" href=\"https:\/\/therisk.global\/nexus-reports\/open-science\/#nx-sec-zenodo\"><span class=\"nx-dest-top\"><span class=\"nx-dest-rel\">Zenodo<\/span><span class=\"nx-dest-host\">Open deposit<\/span><\/span><span class=\"nx-dest-title\">Deposit it and submit to the community<\/span><span class=\"nx-dest-why\">Publish your own record on Zenodo with your ORCID iD, then submit it to the Reports community there. Curators review it; the DOI stays yours.<\/span><span class=\"nx-dest-go\" aria-hidden=\"true\"><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><\/li><li><a class=\"nx-dest-card\" href=\"https:\/\/therisk.global\/nexus-reports\/contribute\/\"><span class=\"nx-dest-top\"><span class=\"nx-dest-rel\">Reports<\/span><span class=\"nx-dest-host\">GCRI<\/span><\/span><span class=\"nx-dest-title\">See every way to contribute<\/span><span class=\"nx-dest-why\">The contribution types, how each is reviewed, what credit you receive, the licence and what is never accepted.<\/span><span class=\"nx-dest-go\" aria-hidden=\"true\"><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><\/li><\/ul><div class=\"nx-live-slot\" data-nxf-slot=\"contribute\" data-nxf-kind=\"workflow\" data-nxf-resource=\"nexus:\/\/gcri\/water-nexus\/stem\/spatial-statistics#contribute\" data-nxf-title=\"Contribute evidence\" data-nxf-height=\"480\" hidden><\/div><p class=\"nx-note nx-mt-3\">Never send personal data, sensitive infrastructure detail or anything you have no right to share. 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