Annals of the American Association of Geographers

Article	Citations
Geospatial Artificial Intelligence (GeoAI) Is Widening the Digital Divide	69
Identifying Rich Clubs in Spatiotemporal Interaction Networks	43
More-Than-Climate Temporalities of Loss and Damage in Australia	43
Flow Piracy and Percolation in a Hydropower Watershed: Interceptions of Indigenous Languages in Upland Laos	42
Negotiating Constraints to Recreation in Everglades National Park Among Underserved South Florida Residents	40
Wind–Human Resonance in a Polluted City: The Case of Dalinpu in Kaohsiung, Taiwan	39
Calculating the Hu Huanyong Line	34
Postdigital Territoriality: Disentangling from Digital Media as a Return to Place	33
Whose Value Lies in the Urban Mine? Reconfiguring Permissions, Work, and the Benefits of Waste in South Africa	32
Commodification in Disguise: Growth Dynamics and Emerging Geography of Culture-Led Urban Redevelopments in Contemporary China	29
Pork. It’s What’s for Lunch: Food, Race, and the Politics of Migration in Denmark	28
Urban Green Technology Innovation: The Spillover Effects of a Low-Carbon City Pilot Program	27
Infrastructures of Overlordship: Law, Labor Camps, and the Material Geographies of Servitude	27
Hungarian Geography between 1870 and 1920: Negotiating Empire and Coloniality on the Global Semiperiphery	26
Environmental Governance Networks and Geography: A Research Agenda at the Confluence of Critical Concepts for Navigating Rapid Environmental Change	26
“100 Resilient Cities”: Addressing Urban Violence and Creating a World of Ordinary Resilient Cities	20
Mapping in an Echo Chamber: How Cartographic Silence Frames Conservative Media’s Climate Change Denial	20
Measuring Temporal Evolution of Nationwide Urban Physical Disorder: An Approach Combining Time-Series Street View Imagery with Deep Learning	20
Let Geography Die: The Rise, Fall, and “Unfinished Business” of Geography at Harvard	20
Transparency and Trust in Collaborative Mapping: Concerns and Dilemmas in AI-Assisted Road Integration within OpenStreetMap	20
The Influence of Scale in Modeling Social Vulnerability and Disaster Assistance	19
Measuring Robustness and Coverage of Transportation Networks with Multiple Routes and Hubs	17
Disrupting Displacements: Making Knowledges for Futures Otherwise in Gullah/Geechee Nation	17
“Responsible to Science and Responsive to Society”: The Executive, Bureaucracy, and Genetically Modified Food Crops in India	17
Red or Expert: Reforming Geographers in Communist China, 1949–1953	17

Unbounding Homeland: Spatiality in the Kurdish Freedom Movement’s Project of Kurdistan	17
Introduction: Networks	17
The Stories We Tell: Challenging Exclusionary Histories of Geography in U.S. Graduate Curriculum	17
The Significance of W.E.B. Du Bois’s Decolonial Geopolitics	16
A Tale of Two Energy Crises: Between a Neoliberal Policy Paradigm and Electro-Capitalism	16
From Residential Neighborhood to Activity Space: The Effects of Educational Segregation on Crime and Their Moderation by Social Context	15
Private, Public, Personal: Shifting Patterns in Geospatial Data Sources in Geographic Research	15
Correction	15
The Kruger Prism: Possibilities and Limitations of a National Park	15
Interregional Flows of Embodied Carbon Storage Associated with Land-Use Change in China	15
Are Some Cities Disproportionally Affected by Tornadoes?	15
The Impact of Spatial Changes on the Assessment of CCTV Effects: An Example of the Green Light Project in Detroit	14
Untangling Infrastructure Networks Through Critical Cartographies: Mapping the Port of Trieste, Italy	14
“I Rarely Go Out on Work Days”: Space–Time Constraints and (Im)mobility Experiences Among Indonesian Female Domestic Workers in Hong Kong	14
Modeling Spatial Anisotropic Relationships Using Gradient-Based Geographically Weighted Regression	14
“Laboratory in a Dirty Sky”: Aerial Media, Art, and Air Pollution in Project Da Vinci (1974–1979)	14
Power, Environment, and Depoliticized Conflict in Social Space: Threats to Sustainable Development from the Perspective of Environmental Activists in Poland	14
Enhanced Downscaling of Urban Land Surface Temperatures Using a Land Cover–Enhanced Nonlinear Model with Landsat-8/9 and Sentinel-2 Imagery	14
Toward a Humanitarian Geographic Information Science (HGISci): Principles and Applications	14
Rakhine Skies: Remote Sensing, Human Rights, and the Rohingya Crisis	14
Trenzando Fronteras: Border Crossing as Methodology and Praxis	14
Resituating Urban Geopolitics: Connections and Frontiers	13
From Securing the Border to Securing Nature: Homeland Security as an Emerging Environmental Actor in the U.S.–Mexico Borderlands	13
“Hanging Around in Their Brokenness”: On Mental Ill-Health Geography, Asylums and Camps, Artworks and Salvage	13
Culture and the City: Articulations of Settler Colonialism from Haifa to Ramallah and Back	13
Carbon Abatement Effect of Low-Carbon City Pilot Policy: Insights from a Time-Varying DID Model	13
Enhancing Solar Power Plant Location Selection Through Multicriteria Decision-Making with the Analytic Hierarchy Process	12
Infrastructuring Gardens: The Material Politics of Outdoor Water Conservation in Los Angeles	12
Urban Flight and Rural Rights in a Pandemic: Exploring Narratives of Place, Displacement, and “the Right to Be Rural” in the Context of COVID-19	12
Ellen Churchill Semple’s Political Economy: Slavery, Frontier, Imperium	12
Where the Landlords Are: A Network Approach to Landlord-Rental Locations	11
Imposing Worlds: Ontological Marginalization and Reclamation through Irrigation Infrastructure in Rajapur, Nepal	11
Platform Urbanism and “Splintering Amenitization”: An Analysis of Canadian Cities	11
Scaling Geospatial Data from the Perspective of Complexity: Exploring the Scaling Behavior of the Entropogram	11
Platform Firms, Commercial Real Estate Cycles and San Francisco’s Growth as a Tech Cluster, 2008–2020	10
Landscapes of Recarbonization: Carbon Neutrality, Settler Colonialism, and Cumulative Environmental Effects in the Peace River Region, Canada	10
COVID-19 and Urban Futures: Impacts on Business Closures in Miami-Dade County	10
Critical Stakeholder Engagement: The Road to Actionable Science Is Paved with Scientists’ Good Intentions	10
A Computational Framework for Preserving Privacy and Maintaining Utility of Geographically Aggregated Data: A Stochastic Spatial Optimization Approach	10
Articulating Indigenous Law as “Environmental Protection”? The Piikani Nation and the Oldman River Dam Environmental Assessment Review Process	9
“We Women Are Suffering”: Fragile Water Infrastructure and Gendered Embodied Labor	9
An Adaptive Spatiotemporal Sampling Method for Optimal Environmental Sensor Placement	9
The Evolution of Real Estate Advertisement Language in Racially Changing Neighborhoods	9
Reproducing the Plantation	9
The Potential of National Parks and Protected Areas in the Anthropocene: Emerging Incubators of Environmental Justice and Co-stewardship Conservation	9
Evaluating Justice: Toward A Methodological Framework for Geographic Research	9
Hydro-Ethnographic Applied Research (HEAR): An Approach to Support the Stewardship of Culturally Important Water Resources	9
Exploring the Uneven Terrain of Perceived Benefits from Protected Areas	9
Accessible Green Spaces? Spatial Disparities in Residential Green Space among People with Disabilities in the United States	8
The Networked Community of Urban Mobility during the Pandemic	8

Black Businesses Matter: A Longitudinal Study of Black-Owned Restaurants in the COVID-19 Pandemic Using Geospatial Big Data	8
A Multiscale Assessment of the Impact of Perceived Safety from Street View Imagery on Street Crime	8
Can Improved Environments Alone Ensure Well-Being for Older Adults? Exploring Aging in Disadvantaged Neighborhoods	8
Spatiotemporal Variations of COVID-19 Variants in 100 Countries: Exploring Spatial Patterns and Time-Lag Effects	8
“Brewing Change”: Advocacy in Craft Brewing in the United States	8
Valuing Nature in Global Production Networks: Hunting Tourism and the Weight of History in Zambezi, Namibia	8
A Seasonal Resilience Index to Evaluate the Impacts of Super Typhoons on Urban Vegetation in Hong Kong	8
Black Self-Defense as Social Reproduction: Geographies of Insurgency and Counterinsurgency Amidst Racialized Uneven Development in Atlanta	8
Nature for Resilience? The Politics of Governing Urban Nature	8
Applying a Population Flow–Based Spatial Weight Matrix in Spatial Econometric Models: Conceptual Framework and Application to COVID-19 Transmission Analysis	8
Steering His Own Ship: Yi-Fu Tuan (1930–2022)	7
New Data Technologies and the Politics of Scale in Environmental Management: Tracking Atlantic Bluefin Tuna	7
Advancing Process-Oriented Geographical Regionalization Model	7
Geographic Isolation and Vulnerability Across Peru’s Ecological Regions: The Influence of Regional Contexts of Extraction	7
Participatory Mapping: A Systematic Review and Open Science Framework for Future Research	7
From Proximity to Quality: The Capitalization of Public Facilities into Housing Prices	7
Revealing the Complex Dynamics of Social Disparities in Personal Transit Availability Considering Human Mobility and Neighborhood Effect Averaging	7
Demilitarizing Conservation	7
Subalternization of a Postplantation City	7
Reimagining National Parks for the Twenty-First Century: Lessons from Yosemite’s Past	7
In Pursuit of Socially Just Conservation: Operationalizing Capability Thinking to Evaluate Human Well-Being in Protected Places	7
Evolving Coagency between Artists and AI in the Spatial Cocreative Process of Artmaking	7
Challenging the Gender Neutrality of On-Demand Mobility Platforms	7
Tourism Platforms and the Digital Biopolitics of Nature: An Interface Analysis of TripAdvisor in Patagonia-Aysén, Chile	7
Geographically Weighted Cause-Specific Hazard Model with Application to Prostate Cancer	7
Voluntary Geographies of Internationalism: The Contributions of a Radical Mexican Family to Global Pacifism, Feminism, and Anticolonialism	7
Assessing the Monthly Trends in Precipitable Water Vapor over the Indian Subcontinent	7
A Bayesian Implementation of the Multiscale Geographically Weighted Regression Model with INLA	7
Thinking Through Urban Fragments: The Making of the Millennium City of Gurgaon, India	7
Labored Breathing: “BP Syndrome” and the Fallout of the Deepwater Horizon Oil Spill	7
Analyzing Geographic Bias of Newspaper Articles Reporting Global Climate Disasters	7
Digital Networks of Democratic Mobilization: Examining Performative, Material, and Rooted Approaches	7
A Machine-Insight-Based Geocomputational Approach to Decode the Complexities of the Restless Landscapes: Toward Integration of Imaginations and Planning Interventions	6
Graph Theory and Geography: From Collaboration to Autocorrelation	6
Fashion’s Relation to the “Geo”: From Global Impacts to Earthly Practices	6
Support Networks of Immigrants in Canada: A Multilevel Multinomial Analysis of Social Support	6
Human-Induced Resource Scarcity in the Colorado River Basin and Its Implications for Water Supply and the Environment in the Mexicali Valley Transboundary Aquifer	6
Information Consistency-Based Measures for Spatial Stratified Heterogeneity	6
Enfoldings of Redistribution, Recognition, and Misrecognition in Gentrifying Molenbeek, Brussels	6
The Chemical Geographies of Misoprostol: Spatializing Abortion Access from the Biochemical to the Global	6
Traversing Precarity: The Socioeconomic Mobility of Female Migrant Building Workers in China	6
Transgressive Capabilities: Skill Development and Social Disruption in Rural India	6
Neoliberalism’s Urban Fringe: On the Trail of Actually Imagined Free-Market Cities	6
Natural Exceptions or Exceptional Natures? Regulatory Science and the Production of Rarity	6
Geoforensics with Pollen Quantification: A Spatial Perspective	6
GeoShapley: A Game Theory Approach to Measuring Spatial Effects in Machine Learning Models	6
Labor, Democracy, and the Postcolonial State: Spaces of Union Organizing and the Duppy State in Britain and Trinidad	6
Association between Global Air Pollution and COVID-19 Mortality: A Study of Forty-Six Cities in the World	6
Rapid Disaster Response and Damage Estimation with Social Media and Pretrained Large Language Models: Insights from Multiple Hurricanes	6
Exploring Multiscale Spatial Interactions: Multiscale Geographically Weighted Negative Binomial Regression	6
Contesting the Anticipated Infrastructural City: A Grounded Analysis of Silk Road Urbanization in the Multipurpose Port Terminal in Chancay, Peru	6
Planning for Heat Resilience and the Future of Residential Electricity Usage	6
Analyzing the Role of Service Congestion in Accessibility Modeling	6
Geospatial Applications in Alzheimer’s Disease Research and Beyond: A Systematic Review	6
Tenant Trouble: Resisting Precarity in Berlin’s Märkisches Viertel, 1968–1974	6
The Resilience Fix to Climate Disasters: Recursive and Contested Relations with Equity and Justice-Based Transformations in the Global South	6
The Defiant Geographies of Bronzeville’s Policy	6
Network Embedding for Understanding the National Park System through the Lenses of News Media, Scientific Communication, and Biogeography	6
GeoConformal Prediction: A Model-Agnostic Framework for Measuring the Uncertainty of Spatial Prediction	6
Cultures of COVID-19: Marginalized Young People’s Experiences of a Global Pandemic in Brazil, South Africa, and the United Kingdom	6
Diagnosing Spatial and Temporal Biases of OSM Contributors: Identifying Differences Between Gender and Age from an Online Survey	6
Structuring a Conversation Across Time, Space and Political Distance	5
When Is a Matrix a Geographical Network?	5
A Big “X” in the Open Wound: A Queer and Decolonial Borderlands Tale of the Chamizal Parklands	5
Plantationocene: A Vegetal Geography	5
l0-Norm Variable Adaptive Selection for Geographically Weighted Regression Model	5
Art, Geography/GIScience, and Mathematics: A Surprising Interface	5
Periodicity and Variability in Daily Activity Satisfaction: Toward a Space-Time Modeling of Subjective Well-Being	5
Cityscapes at Night: Exploring Nightlife Activities on Urban Crime Dynamics Through Bibliometric Lenses	5
Nexus Between Exposure to Natural Outdoor Environments and Cognitive Competence among Older Adults in China	5
Reconsidering the “Nature” of Agriculture: Racial Capitalism, H-2A Labor, and Political Ecologies of Extreme Heat in Georgia	5
Microcultural Geographies: Navigating Awkwardness in the Postpandemic Workplace	5
Spatial Conversations: Opportunities to Share Geographic Knowledge	5
Local Demand for AI Skills: A Multiscale Perspective in Great Britain	5
Understanding Intercity Mobility Patterns in Rapidly Urbanizing China, 2015–2019: Evidence from Longitudinal Poisson Gravity Modeling	5
Water Infrastructure as Intrusion: Race, Exclusion, and Nostalgic Futures in North Carolina	5
A Spatial Network-Based Assessment of Individual Exposure to COVID-19	5
County-Level Spatiotemporal Patterns of New HIV Diagnoses and Pre-exposure Prophylaxis (PrEP) Use in Mississippi, 2014–2018: A Bayesian Analysis of Publicly Accessible Censored Data	5
The Spatial Conflict Life Cycle in Africa	5
The Partial Secularisms of Singapore’s Muslim Minorities: Arbitraging Model Citizenship and (In)Complete Selves at the Margins	5

Attentive Observation: Walking, Listening, Staying Put	5
How Far to Go to Encounter the Differences: Examining the Nonlinear Relationships Between Low-Income Migrants’ Activity-Space Segregation and Traveling Distances in Shenzhen, China	5
The Double Bind of Displacement: U.S. Sanctions, the Muslim Ban, and Experiences of Dislocation for Iranians Pursuing Higher Education in the United States	5
Just Transition for All? Labor Organizing in the Energy Sector Beyond the Loss of “Jobs Property”	5
The Impact of Urban Scaling Structure on the Local-Scale Transmission of COVID-19: A Case Study of the Omicron Wave in Hong Kong Using Agent-Based Modeling	5
A Cross-Scale Representation of Tourist Activity Space	5
Developing a Place–Time-Specific Transmissibility Index to Measure and Examine the Spatiotemporally Varying Transmissibility of COVID-19	5
Bringing Transport into Black Geographies: Policies, Protests, and Planning in Johannesburg	5
Multimodal Accessibility and the Capitalization of Realized Access by Car and Transit in Housing Prices Across Canada	5
Ronald John Johnston, 1941–2020	5
Posthuman Cartography? Rethinking Artificial Intelligence, Cartographic Practices, and Reflexivity	4
The Field Geomorphologist in a Time of Artificial Intelligence and Machine Learning	4
Unruly River and Plantation Logics	4
Empowering National Park Landscape Conservation by Connecting Science and Advocacy	4
Heterogeneous Perceptions of Rainfall Patterns Among Agropastoral Land Users in Sub-Saharan Africa	4
A Relational Comparison: The Gendered Effects of Cross-Border Work in Palestine within a Global Frame	4
Contending with the Palimpsest: Reading the Land through Black Women’s Emotional Geographies	4
Embodied Encounters with Virtual Reality in Geography Education	4
Differentiating Everyday Map Tasks: Unique Attention-Related Eye Movements and Electrophysiological Signatures of Map Use	4
Dasymetric Population Mapping Using Building Data	4
Manuscript Reviewers	4
Arriving at Airport City Manchester: “Exporting” and “Importing” the Enterprise Zone, Entrepreneurial Governance, and the Geopolitics of Economic Development	4
Distributing Reproduction Under Racial Capitalism: Crises and Conjunctures of Human Milk Banking in South Africa	4
Exploring Young Trans and Non-binary People’s Strategies and Spaces for Navigating Marginality in the United Kingdom: A Novel Resilience, Resistance, and Restoration Framework	4
Climate Gentrification: Valuing Perceived Climate Risks in Property Prices	4
Disaster Misinformation and Its Corrections on Social Media: Spatiotemporal Proximity, Social Network, and Sentiment Contagion	4
Governing the Extraterritorial: Global Environmentalities of China’s Green Belt and Road Initiative	4
Aspirational Iconography: The European Union Flag as an Extraterritorial Political Symbol	4
Investigating an Aggregate Mine Proposal Using the Graph Model for Conflict Resolution	4
Investigating Cancer Inequalities in Urbanizing Texas with Plausible Reasoning	4
Storytelling Earth and Body	4
Statistical Modeling of Spatially Stratified Heterogeneous Data	4
Economic Value of a Weather Decision Support System for Oklahoma Public Safety Officials	4
Geographic Variation in Household Disaster Preparedness in the United States	4
Where Is Central Ohio? Many-Valued Logic Approaches to Understanding and Measuring Vague Geographic Regions	4
On Algorithmic Policing, Policy, and Radical Thought: Repoliticizing the “Environment” Against an Analytic of Scale	4
Justice for Country: Does Tasmania Enable Flourishing in Its Protected Areas?	4
Modeling Hurricane Vulnerability in a Large Coastal City Using Bayesian Gaussian Spatial Regression	4
Multiscale Geographically Weighted Zero-Inflated Negative Binomial Regression	4
Transferred Bias Uncovers the Balance Between the Development of Physical and Socioeconomic Environments of Cities	4
Segregation Histories, Wealth, and Community Engagement Shape Inequitable Burdens of Urban Greening	4
Maximizing Finance for Sustainable Development? Microfinance, Debt-Driven Deforestation, and the Self-Regulation of Environmental Harm	4
Spatial Associations between COVID-19 Incidence Rates and Work Sectors: Geospatial Modeling of Infection Patterns among Migrants in Oman	4
Caring for White Supremacy: The Case of Kyle Rittenhouse	4
Gendering and Diversifying the Research Pipeline: A Quantitative Feminist Geographical Approach to Gender in Higher Education	4
A Method for Measuring Coupled Individual and Social Vulnerability to Environmental Hazards	4
Modeling Toponymic Change: A Multilevel Analysis of Street Renaming in Postsocialist Romania	4
Horizontal Holdings: Untangling the Networks of Corporate Landlords	4
Dynamic Relationship between Commuting Time and Job Satisfaction: A Bivariate Latent Change Score Approach	4
Understanding “Islandness”	4
Sanctuary Space, Racialized Violence, and Memories of Resistance	4
Toward “Total Freedom”: Black Ecologies of Land, Labor, and Livelihoods in the Mississippi Delta	4
Explicit Incorporation of Spatial Autocorrelation in 3D Deep Learning for Geospatial Object Detection	4
Precise Elevation Thresholds Associated with Salt Marsh–Upland Ecotones along the Mississippi Gulf Coast	4
More Than Aging in Place: “Aging in Networks” in Singapore	4
Density as Threshold and Resource: Urban Life and Futures in Dar-es-Salaam	3
Plantationocene and Contemporary Agrarian Struggles	3
Computational Cartographic Recognition: Identifying Maps, Geographic Regions, and Projections from Images Using Machine Learning	3
More-Than-Rebel Territory: War, Resistance, and Relations in the Salween Peace Park	3
The Digital Growth Machine: Urban Change and the Ideology of Technology	3
Stream Distance-Based Geographically Weighted Regression for Exploring Watershed Characteristics and Water Quality Relationships	3
The Hispania Map of the Hogenberg Road Atlas (1579) and the Current Spanish Transport Network	3
Exploring Qualitative Geographies in Large Volumes of Digital Text: Placing Tourists, Travelers, and Inhabitants in the English Lake District	3
America the Beautiful: Meeting “30 × 30” Conservation Goals Through Connected Protected Areas	3
Changes of School Travel During Shantytown Redevelopment: Evidence from Heze, China	3
Changing Climates, Conservation Genetics, and Protected Areas in the Northern Rockies	3
A Flexible Bayesian Multiscale Geographically Weighted Poisson Regression Model: Local Scales and Mixed Effects	3
Exploring Spatial Stratified Heterogeneity for Local Geometry Structures	3
Making the Cotton District (White): Urban Renewal, New Urbanism, and the Construction of a Nostalgic Neo-Plantationist Pastiche	3
Unveiling Disparities in Bicycling Mobility Patterns Across Socioeconomic Statuses: A Framework for Identifying User Profiles in Dockless Bike-Sharing Systems	3
An Impact of Short-Term Climate Oscillations in the Late Pleniglacial and Lateglacial Interstadial on Sedimentary Processes and the Pedogenic Record in Central Poland	3
Paving Over the Past: Oregon Historical Markers, White Innocence, and Manifest Destiny	3
Introduction to Displacements	3
Exploring Life-Course Trajectories in Local Spatial Contexts Across Sweden	3
Spatioethnic Household Carbon Footprints in China and the Equity Implications of Climate Mitigation Policy: A Machine Learning Approach	3
“This Space Is Ours”: Street Trading and Contestation over the Right to the City in Harare’s Central Business District	3
How Retailer Hierarchy Shapes Food Accessibility: A Case Study Using Machine Learning Method to Delineate Service Areas and Hierarchical Levels of Food Retailers	3
Optimizing for Equity: Sensor Coverage, Networks, and the Responsive City	3
An Efficient Approach for Solving Hub Location Problems Using Network Autocorrelation Structures	3
Particulate Matters: Air Pollution and the Political Ecology of a Boundary Object	3
Disaster Risk Reduction and the Cuban Exception: Infrastructural and Ideological Power after Hurricane Flora (1963)	3
The Flow Termini Coverage Model for Locating Bike-Sharing Stations	3
More than Bare-Bones Survival? From the Urban Margins to the Urban Commons	3
The Ground Rent Machine: The Story of Race, Housing Inequality, and Dispossession in Baltimore, Maryland	3
Embodied Experiences of Thermal Injustice: Truth-Telling Through Disabilities	3
Environmental NGOs and Protected Area Conservation in Australia: The Political Consequences of Aligning with Private Interests	3
Global Discourses and Local Disconnects: Gender, Aging, Health, and Well-Being in Uganda	3
Unfixing Space: Toward Anti-Caste Philosophies of Nature	3
Cultural Landscape and Territorio : A Dialogical Analysis of Climate Change Geographies	3
The Emergence of a Military Urban in and of War	3
Toward Postsecular Feminism: Intersectionality and the Religious Subjectivities of Women Migrant Workers in China	3
Feminist Agroecology Viewed through the Lens of the Plantationocene	3
The Geopolitics of Problematic Information: Epistemic Territorialization and Wildlife Conservation Volunteering in Namibia	3
Hydromorphological Information in Historical Maps of Switzerland: From Map Feature Definition to Ecological Metric Derivation	3
Federally Overlooked Flood Risk Inequities in Houston, Texas: Novel Insights Based on Dasymetric Mapping and State-of-the-Art Flood Modeling	3