{"id":"https://openalex.org/W4417283720","doi":"https://doi.org/10.1145/3748636.3762739","title":"EvaMAE: How Helpful Are DEM Data in Enhancing Geo-Foundation Models for Earth Imagery?","display_name":"EvaMAE: How Helpful Are DEM Data in Enhancing Geo-Foundation Models for Earth Imagery?","publication_year":2025,"publication_date":"2025-11-03","ids":{"openalex":"https://openalex.org/W4417283720","doi":"https://doi.org/10.1145/3748636.3762739"},"language":null,"primary_location":{"id":"doi:10.1145/3748636.3762739","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3748636.3762739","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3748636.3762739","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3748636.3762739","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062626843","display_name":"Saugat Adhikari","orcid":"https://orcid.org/0000-0002-7846-2200"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Saugat Adhikari","raw_affiliation_strings":["Indiana University Bloomington, Bloomington, Indiana, USA"],"raw_orcid":"https://orcid.org/0000-0002-7846-2200","affiliations":[{"raw_affiliation_string":"Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070582509","display_name":"Da Yan","orcid":"https://orcid.org/0000-0002-4653-0408"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Da Yan","raw_affiliation_strings":["Indiana University Bloomington, Bloomington, Indiana, USA"],"raw_orcid":"https://orcid.org/0000-0002-4653-0408","affiliations":[{"raw_affiliation_string":"Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120787870","display_name":"Naman Nimbale","orcid":"https://orcid.org/0009-0005-1187-121X"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Naman Nimbale","raw_affiliation_strings":["Indiana University Bloomington, Bloomington, Indiana, USA"],"raw_orcid":"https://orcid.org/0009-0005-1187-121X","affiliations":[{"raw_affiliation_string":"Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072645137","display_name":"W. Liu","orcid":"https://orcid.org/0009-0001-0922-3847"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Weijin Liu","raw_affiliation_strings":["Stevens Institute of Technology, Hoboken, New Jersey, USA"],"raw_orcid":"https://orcid.org/0009-0001-0922-3847","affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology, Hoboken, New Jersey, USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052001478","display_name":"Xiaodong Yu","orcid":"https://orcid.org/0000-0001-6244-1264"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaodong Yu","raw_affiliation_strings":["Stevens Institute of Technology, Hoboken, New Jersey, USA"],"raw_orcid":"https://orcid.org/0000-0001-6244-1264","affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology, Hoboken, New Jersey, USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101113542","display_name":"Akhlaque Ahmad","orcid":"https://orcid.org/0000-0001-6988-5335"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akhlaque Ahmad","raw_affiliation_strings":["Indiana University Bloomington, Bloomington, Indiana, USA"],"raw_orcid":"https://orcid.org/0000-0001-6988-5335","affiliations":[{"raw_affiliation_string":"Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015434112","display_name":"Lyuheng Yuan","orcid":"https://orcid.org/0000-0002-4374-8161"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lyuheng Yuan","raw_affiliation_strings":["Indiana University Bloomington, Bloomington, Indiana, USA"],"raw_orcid":"https://orcid.org/0000-0002-4374-8161","affiliations":[{"raw_affiliation_string":"Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100957638","display_name":"Jiao Han","orcid":"https://orcid.org/0009-0004-4152-182X"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiao Han","raw_affiliation_strings":["Indiana University Bloomington, Bloomington, Indiana, USA"],"raw_orcid":"https://orcid.org/0009-0004-4152-182X","affiliations":[{"raw_affiliation_string":"Indiana University Bloomington, Bloomington, Indiana, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021681759","display_name":"Zhe Jiang","orcid":"https://orcid.org/0000-0002-3576-6976"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhe Jiang","raw_affiliation_strings":["University of Florida, Gainesville, Florida, USA"],"raw_orcid":"https://orcid.org/0000-0002-3576-6976","affiliations":[{"raw_affiliation_string":"University of Florida, Gainesville, Florida, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5062626843"],"corresponding_institution_ids":["https://openalex.org/I4210119109"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.4620159,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"312","last_page":"323"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.36399999260902405,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.36399999260902405,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.12309999763965607,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.05869999900460243,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/digital-elevation-model","display_name":"Digital elevation model","score":0.862500011920929},{"id":"https://openalex.org/keywords/elevation","display_name":"Elevation (ballistics)","score":0.6728000044822693},{"id":"https://openalex.org/keywords/terrain","display_name":"Terrain","score":0.6340000033378601},{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.5699999928474426},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.5522000193595886},{"id":"https://openalex.org/keywords/digital-earth","display_name":"Digital Earth","score":0.5501000285148621},{"id":"https://openalex.org/keywords/landslide","display_name":"Landslide","score":0.48190000653266907},{"id":"https://openalex.org/keywords/earth-observation","display_name":"Earth observation","score":0.4472000002861023}],"concepts":[{"id":"https://openalex.org/C181843262","wikidata":"https://www.wikidata.org/wiki/Q640492","display_name":"Digital elevation model","level":2,"score":0.862500011920929},{"id":"https://openalex.org/C37054046","wikidata":"https://www.wikidata.org/wiki/Q641888","display_name":"Elevation (ballistics)","level":2,"score":0.6728000044822693},{"id":"https://openalex.org/C161840515","wikidata":"https://www.wikidata.org/wiki/Q186131","display_name":"Terrain","level":2,"score":0.6340000033378601},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6155999898910522},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.5699999928474426},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.5522000193595886},{"id":"https://openalex.org/C120938966","wikidata":"https://www.wikidata.org/wiki/Q5275845","display_name":"Digital Earth","level":2,"score":0.5501000285148621},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.48399999737739563},{"id":"https://openalex.org/C186295008","wikidata":"https://www.wikidata.org/wiki/Q167903","display_name":"Landslide","level":2,"score":0.48190000653266907},{"id":"https://openalex.org/C39399123","wikidata":"https://www.wikidata.org/wiki/Q1348989","display_name":"Earth observation","level":3,"score":0.4472000002861023},{"id":"https://openalex.org/C197046000","wikidata":"https://www.wikidata.org/wiki/Q7561","display_name":"Snow","level":2,"score":0.43779999017715454},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43549999594688416},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.3871000111103058},{"id":"https://openalex.org/C117455697","wikidata":"https://www.wikidata.org/wiki/Q190149","display_name":"Photogrammetry","level":2,"score":0.33379998803138733},{"id":"https://openalex.org/C99695388","wikidata":"https://www.wikidata.org/wiki/Q350514","display_name":"Raised-relief map","level":3,"score":0.3269999921321869},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3244999945163727},{"id":"https://openalex.org/C126197015","wikidata":"https://www.wikidata.org/wiki/Q1586683","display_name":"Hydrological modelling","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.3028999865055084},{"id":"https://openalex.org/C39410599","wikidata":"https://www.wikidata.org/wiki/Q3433179","display_name":"Natural hazard","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C181672929","wikidata":"https://www.wikidata.org/wiki/Q4115141","display_name":"Digital mapping","level":2,"score":0.25780001282691956}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3748636.3762739","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3748636.3762739","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3748636.3762739","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3748636.3762739","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3748636.3762739","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3748636.3762739","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1313983767","display_name":null,"funder_award_id":"DE-AC02","funder_id":"https://openalex.org/F4320338284","funder_display_name":"Argonne National Laboratory"},{"id":"https://openalex.org/G1668582382","display_name":null,"funder_award_id":"DE-SC0025228","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G2777053550","display_name":null,"funder_award_id":"AC02-06CH11357","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G3075337988","display_name":null,"funder_award_id":"06CH11357","funder_id":"https://openalex.org/F4320338284","funder_display_name":"Argonne National Laboratory"},{"id":"https://openalex.org/G4729682428","display_name":null,"funder_award_id":"OAC-2410884","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4797720094","display_name":"Collaborative Research: OAC CORE: Federated-Learning-Driven Traffic Event Management for Intelligent Transportation Systems","funder_award_id":"2414474","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G498139845","display_name":null,"funder_award_id":"DE-AC02","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G5085543421","display_name":null,"funder_award_id":"AC02-06CH11357","funder_id":"https://openalex.org/F4320338284","funder_display_name":"Argonne National Laboratory"},{"id":"https://openalex.org/G5799198204","display_name":null,"funder_award_id":"IIS-2207072","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6296478811","display_name":"Collaborative Research: OAC Core: Learning AI Surrogate of Large-Scale Spatiotemporal Simulations for Coastal Circulation","funder_award_id":"2402946","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6558272803","display_name":null,"funder_award_id":"DE-AC02","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6628147552","display_name":"Collaborative Research: OAC Core: Large-Scale Spatial Machine Learning for 3D Surface Topology in Hydrological Applications","funder_award_id":"2414185","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6848031779","display_name":null,"funder_award_id":"06CH11357","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G6918803902","display_name":null,"funder_award_id":"06CH11357","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G707320441","display_name":null,"funder_award_id":"OAC-2348465","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7151262335","display_name":"Elements: A GeoAI Toolset for Identifying Locations and Drivers of Pond Collapse in Salt Marshes from High-Resolution Earth Imagery","funder_award_id":"2410884","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7351994996","display_name":null,"funder_award_id":"DE-AC02-06CH11357","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7409119806","display_name":"III: Small: Spatial Deep Learning from Imperfect Volunteered Geographic Information","funder_award_id":"2207072","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8143874970","display_name":null,"funder_award_id":"AC02-06CH11357","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G8151085534","display_name":null,"funder_award_id":"OAC-2152085","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8243973674","display_name":null,"funder_award_id":"OAC-2402946","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8375357097","display_name":null,"funder_award_id":"OAC-2414185","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8524926457","display_name":"CRII: OAC: A Compressor-Assisted Collective Communication Framework for GPU-Based Large-Scale Deep Learning","funder_award_id":"2348465","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G932410845","display_name":null,"funder_award_id":"OAC-2414474","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G969889393","display_name":null,"funder_award_id":"DE-AC02-","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320332359","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08"},{"id":"https://openalex.org/F4320332953","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56"},{"id":"https://openalex.org/F4320337506","display_name":"Advanced Scientific Computing Research","ror":"https://ror.org/0012c7r22"},{"id":"https://openalex.org/F4320338284","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4417283720.pdf","grobid_xml":"https://content.openalex.org/works/W4417283720.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W3184007702","https://openalex.org/W4206678795","https://openalex.org/W4288391486","https://openalex.org/W4393906060","https://openalex.org/W4394838889","https://openalex.org/W4402667899","https://openalex.org/W4411337993","https://openalex.org/W4414359280"],"related_works":[],"abstract_inverted_index":{"Numerous":[0],"geo-foundation":[1],"models":[2,85],"have":[3,18,70],"been":[4,19],"pre-trained":[5],"recently":[6],"on":[7,83],"plentiful":[8],"unlabeled":[9],"Earth":[10],"imagery":[11],"datasets":[12],"by":[13],"self-supervised":[14],"learning,":[15],"and":[16,101],"they":[17],"demonstrated":[20],"to":[21],"enhance":[22],"performance":[23,78],"in":[24,46,93],"downstream":[25],"supervised":[26],"geospatial":[27],"tasks":[28],"such":[29,56,97],"as":[30,57,98],"flood":[31,80],"extent":[32,81],"mapping.":[33],"However,":[34],"these":[35],"approaches":[36],"generally":[37],"ignore":[38],"the":[39,47,64,77,103],"terrain":[40],"data":[41],"that":[42,72],"are":[43],"readily":[44],"available":[45],"format":[48],"of":[49,79],"digital":[50],"elevation":[51,73],"model":[52],"(DEM)":[53],"from":[54,87],"sources":[55],"USGS's":[58],"3D":[59],"Elevation":[60],"Program":[61],"(3DEP).":[62],"On":[63],"other":[65],"hand,":[66],"a":[67],"few":[68],"works":[69],"shown":[71],"guidance":[74],"can":[75],"improve":[76],"mapping":[82],"conventional":[84],"trained":[86],"scratch.":[88],"This":[89],"is":[90],"intuitive":[91],"since":[92],"natural":[94],"disaster":[95],"events":[96],"flooding,":[99],"landslide":[100],"avalanche,":[102],"floodwater,":[104],"loose":[105],"earth":[106],"or":[107],"snow":[108],"moves":[109],"downhill.":[110]},"counts_by_year":[],"updated_date":"2026-06-05T09:01:59.212387","created_date":"2025-12-12T00:00:00"}
