Over A Third Of Groundwater In USA Public-Supply Aquifers Is Anthropocene[sic]-Age And Susceptible To Surface Contamination
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https://doi.org/10.1038/s43247-022-00473-y <-- shared paper
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#GIS #spatial #mapping #surface #contamination #USA #waterquality #waterresources #groundwater #publicsupply #Anthropocene #potable #waterwell #municipal #watersupply #residential #age #aquifers #regional #landsurface #contamination #spatialanalysis #spatiotemporal #holocene #publicsafety #pumping #sustainability

Biomass - ESA's Forest Mission – Mapping Biomass From Space - Overview Video
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#GIS #spatial #mapping #biomass #satellite #remotesensing #earthobservation #spatialanalysis #spatiotemporal #vegetation #forest #radar #canopy #tomography #imaging #geomorphometry #forests #carbon #carbonaccounting #climatescience #management #planning #ecosystems #ESA

Biomass - ESA's Forest Mission – Mapping Biomass From Space
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https://www.esa.int/Applications/Observing_the_Earth/FutureEO/Biomass <-- shared Biomass information hub
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#GIS #spatial #mapping #biomass #satellite #remotesensing #earthobservation #spatialanalysis #spatiotemporal #vegetation #forest #radar #canopy #tomography #imaging #geomorphometry #forests #carbon #carbonaccounting #climatescience #management #planning #ecosystems
#ESA

🔍 Interested in spatial machine learning with R?🌍
We compare caret, tidymodels, and mlr3 for spatial tasks — and show how their workflows differ.

Read it here: https://geocompx.org/post/2025/sml-bp1/

#MachineLearning #SpatialAnalysis #RStats #rspatial

Dual Impact Of Global Urban Overheating On Mortality
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https://doi.org/10.1038/s41558-025-02303-3 <-- shared paper
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https://www.scientificamerican.com/article/extreme-heat-is-deadlier-than-hurricanes-floods-and-tornadoes-combined/ <-- shared technical article ‘Extreme Heat Is Deadlier Than Hurricanes, Floods and Tornadoes Combined’
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#GIS #spatial #mapping #global #urban #city #cities #urbanhear #death #lossoflife #mortality #spatialanalysis #spatiotemporal #urbanheatisland #UHI #summer #hot #temperature #climatechange #worldwide #cooling #urbancooling #model #trees #green #reflective #roof #albedo #mitigation #planning #management #publicsafety #publichealth #risk #hazard

Landslide Susceptibility Assessment In The Marin Khola Watershed Of The Sub Himalaya, Central Nepal
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https://doi.org/10.3126/jist.v30i1.76264 <-- shared paper
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#GIS #spatial #mapping #geology #engineeringgeology #massmovement #landslides #Nepal #susceptibility #MarinKhola #watershed #InfoVal #Siwaliks #Himalayas #risk #hazard #cost #infrastructure #publicsafety #lossoflife #propertydamage #damage #geomorphology #water #hydrology #geomorphometry #casestudies #spatialanalysis #water #hydrology #factors #topography #geology #soil #landuse #landcover #model #modeling #accuracy

Monitoring Earth's Glacial Lakes From Space With Machine Learning
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https://dx.doi.org/10.2139/ssrn.5200494 <-- shared paper
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#GIS #spatial #mapping #spatialanalysis #spatiotemporal #satellite #earthobservation #remotesensing #glacier #glacial #glaciallakes #lakes #water #hydrology #melting #climatechange #risk #hazard #publicsafety #infrastructure #damage #loss #cost #economics #mountain #cryosphere #artificiaintelligence #glaciallakeoutburstflood #GLOF #satelliteimageanalysis #AI #machinelearning #deeplearning #literaturereview #landsat #sentinel #radar #highalpine #costbenefit #multispectral #hyperspectral #detection

New Sargassum System Takes Aim At A Troublesome Seaweed
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https://www.usf.edu/marine-science/news/2025/new-sargassum-system-takes-aim-at-a-troublesome-seaweed.aspx <-- shared article
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https://coastalscience.noaa.gov/project/developing-an-operational-sargassum-hab-monitoring-and-forecasting-system-for-the-southeastern-u-s-and-u-s-caribbean/ <-- shared technical article
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#GIS #spatial #mapping #remotesensing #satellite #fedscience #earthobservation #Caribbean #florida #puertorico #USVI #seaweed #Sargassum #risk #hazard #damage #impact #cleanup #removal #cost #economics #fisheries #tourism #mitigation #spatialanalysis #detection #spatiotemporal #marine #algal #algalbloom #SargassumWatchSystem #costsaving #inundation #imagery #harmfulalgalbloom #HAB #biomass
@NOAA

#QGIS folks: any tips for creating balanced zones/territories?
I’m after an algorithm or plugin that can partition areas into regions of roughly equal size and equal potential (population, sales, etc.) based on underlying layers.

Pointers, docs, or workflows welcome! 🙏

#QGIS #GIS #SpatialAnalysis #TerritoryDesign #Cartography #gischat

Introducing #Analysis Tools in #ArcGIS Scene Viewer https://tinyurl.com/4fc6jbwk

#spatialanalysis #3D #geospatial #dataviz #GIS #esri #mapping #GISchat #TheScienceOfWhere #mapstodon @esri @esrifederalgovt @esrislgov @arcgisonline @esritraining @urisa

Environmental & Anthropogenic Influences On Fire Patterns In Tropical Dry Deciduous Forests
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https://doi.org/10.1038/s41598-025-98051-7 <-- shared paper
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#GIS #spatial #mapping #wildfire #fire #busgfire #nvironmental #anthropogenic #influences #humanimpacts #deciduous #forests #firepatterns #spatialanalysis #tropical #ecosystems #management #tree #vegetation #spatiotemporal #hotspots #india #Satpura #tiger #reserve #ecogeography #geography #factors #parameters #drivers #temperature #precipitation #rainfall #model #modeling #bayesian #framework #slope #water #hydrology #infrastructure #mitigation #monitoring #preparedness #forestfires

A Predictive Model For Household Displacement Duration After Disasters
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https://doi.org/10.1111/risa.17710 <-- shared paper
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https://nicolepaul.eu.pythonanywhere.com/ <-- interactive web interface
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#GIS #spatial #mapping #HouseholdPulseSurvey #risk #hazard #damage #loss #spatialanalysis #model #modeling #disaster #naturaldisaster #storm #hurricane #flood #fire #cost #economics #community #publicsafety #effects #predictivemodel #AI #machinelearning #riskanalysis #classifactiontree #socioeconomics #casestudy #mitigation #preparedness #displacement #population

Population Vulnerability Of Residents, Employees, And Cruise-Ship Passengers To Tsunami Hazards Of Islands In Complex Seismic Regions - A Case Study Of The U.S. Virgin Islands
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https://doi.org/10.1016/j.ijdrr.2025.105289 <-- shared paper
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#GIS #spatial #mapping #Tsunami #Evacuation #Mitigation #Risk #Hazard #Modeling #Island #publicsafety #USVI #VirginIslands #damage #loss #infrastructure #cost #economics #humanimpacts #publicsafety #lossoflife #death #earthquake #fault #mitigation #monitoring #warning #response #tourists #locals #employees #cruiseships #population #community #vulnerability #USVirginIslands #ships #vessels #docks #inundation #flood #flooding #waves #maritime #port #scenario #riskassessment #model #modeling #spatialanalysis #spatiotemporal

Observations Reveal Changing Coastal Storm Extremes Around The United States
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https://doi.org/10.1038/s41558-025-02315-z <-- shared paper
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#GIS #spatial #mapping #extremeweather #coast #coastal #spatialanalysis #spatiotemporal #model #modeling #communities #publicsafety #climatechange #stormsurge #USA #flood #flooding #risk #hazard #damage #infrastructure #cost #economics #mitigation #insurance #sealevel #SLR #sealevelrise #Bayesian #hierarchical #framework #tideguage #tide #tidal #water #hydrology #hydrography #extremes #intensity #monitoring

Modeling Future Land Cover And Water Quality Change In Minneapolis, MN, USA To Support Drinking Water Source Protection Decisions
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https://doi.org/10.1111/1752-1688.13109 <-- shared paper
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#GIS #spatial #mapping #remotesensing #earthobservation #landsat #fedscience #landuse #landcover #waterquality #model #modeling #spatialanalysis #spatiotemporal #NLCD #Minneapolis #MississippiR #water #hydrology #watersecurity #waterresources #nitrates #phosphorus #cyanotoxins #Minnesota #trees #agriculture #pesticides #fertiliser #farming #potable #runoff #farming #FORESCE #urbanisation #urban #headwater #watershed #planning #urbanplanning #management #nitrogencycle #soil #watertreatment #sediment

Numerical Modelling Of Displacements Induced By Rainfall Infiltration In A Clayey Soil Slope - The Miscano (Southern Italy) Case Study
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https://doi.org/10.1016/j.compgeo.2025.107267 <-- shared paper
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#GIS #spatial #mapping #slopeatmosphereinteraction #finiteelementmodel #RainfallInducedLandslides #fullycoupledanalyses #engineeringgeology #geology #massmovement #rainfall #landslide #precipitation #infiltration #risk #hazard #model #modeling #spatialanalysis #Miscano #Italy #soil #hydromechanical #geomorphology #geomorphometry #clay #porewater #water #hydrology #saturation #lithostatic #shear #slideplane #headscarp

In 1 week, @esricanada webinar: "No Code, No Problem: Advanced Workflows for #ArcGIS Experience Builder" https://tinyurl.com/3tx5zkmx

#webapp #dataviz #spatialanalysis #GIS #esri #esriCanada #mapping #GISchat #geospatial #mapstodon @esri @esrifederalgovt @esrislgov @esritraining @arcgisapps @urisa

Compound Weather And Climate Events In 2024
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https://doi.org/10.1038/s43017-025-00657-y <-- shared technical article
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#GIS #spatial #mapping #global #extremeweather #climate #climatechange #highimpact #compoundevents #spatiallycompounding #water #hydrology #SouthernAfrica #HurricaneHelene #heatwave #drought #risk #hazard #flood #flooding #marine #ocean #ecosystems #humanimpacts #naturaldisaster #naturalhazards #infrastructure #costs #economics #society #USA #Nepal #China #Australia #soil #rainfall #precipitation #storms #UK #damage #spatialanalysis #spatiotemporal #multivariate #monitoring #remotesensing #earthobservation #dynamics #mitigation #planning #watersecurity #foodsecurity #agriculture #crops #impacts

Identifying Environmental Risk Factors and Mapping the Distribution of West Nile Virus in an Endemic Region of North America
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https://doi.org/10.1029/2018GH000161 <-- shared paper
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[an older paper (2018) but a good one, including showing the versatility & usefulness of #FedScience spatial datasets]
#GIS #spatial #mapping #USA #WestNile #WestNileVirus #fedscience #NationalLandCoverDatabase #NLCD #virus #publichealth #arboviruses #environment #data #spatialanalysis #spatiotemporal #fedscience #geocoding #environmental #landcover #physiography #climate #weather #transmission #model #regressiontree #risk #hazard #riskmaps #elevation #humidity #rainfall #precipitation #disease #soil #integrated #opendata #mosquito #satellite #SouthDakota #pasturelands #crossdiscipline #virology #remotesensing #earthobservation #Pathobiology #Epidemiology
@USGS @USGS_EROS

Interpretable Physics-Informed Graph Neural Networks For Flood Forecasting
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https://doi.org/10.1111/mice.13484 <-- shared paper
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https://github.com/MehdiTaghizadehUVa/modulus/tree/main/examples/weather/flood_modeling/hydrographnet <-- shared GitHub repository
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#GIS #spatial #mapping #FloodForecasting #GraphNeuralNetworks #PhysicsInformedAI #Hydrology #ClimateResilience #ScientificMachineLearning #CivilEngineering #HydroGraphNet #PhyiscsNeMo #hydrology #water #flood #flooding #spatialanalysis #spatiotemporal #climatechange #model #modeling #machinelearning #AI #extremeweather #prediction #forecasting #planning #humanimpacts #loss #lossoflife #publicsafety #cost #economics #infrastructure #risk #hazard #disaster #mitigation #preparedness #naturaldisaster #HydroGraphNet #floodforecasting #dynamics #remotesensing #earthobservation