Tag: wildfire

  • GIS technology plays crucial role in wildfire management and response

    GIS technology plays crucial role in wildfire management and response

    The Palisades and Eaton fires devastated parts of Los Angeles in January 2025 and are largely contained as of Jan. 20. Fueled by extreme Santa Ana winds and dry conditions, these fires have left a mark on the region’s landscape and community.

    The Palisades Fire, which originated in the Pacific Palisades on Jan. 7, ultimately burned 23,448 acres, resulted in 12 confirmed fatalities and destroyed or damaged more than 6,800 structures, according to the California Department of Forestry and Fire Protection, known as CAL FIRE. The fire’s rapid expansion was particularly alarming, growing from a small brush fire to a massive conflagration within an hour.

    Simultaneously, the Eaton Fire, which began near Altadena and Pasadena, consumed 14,117 acres. This fire proved even more deadly, with 17 confirmed fatalities and significant damage to more than 10,000 structures, according to CAL FIRE. Both the Palisades and Eaton fires have now been classified among the most destructive wildfires in California’s history.

    During times of emergency, geographic information systems (GIS) specialists come together to create real-time mapping tools to provide critical support to first responders and keep communities well-informed. These tools have become indispensable in modern disaster management, particularly in wildfire response.

    Interactive 3D Maps 

    Firefighters and other specialists from federal, state, and local agencies work together to fight wildfires.  GIS specialists develop interactive 3D maps to display fire perimeters, evacuation zones and other critical data. The geospatial data serves as the foundation for effective communication and decision-making, allowing firefighters and incident management teams to access information in near real-time to make informed decisions. 

    Fire GIS specialists Peter Rowland, Brett Adler and Dawn Hutchinson shared insights into their teams’ strategies for wildfire management. They emphasize the crucial role of geospatial tools in disaster response by delivering actionable intelligence. GPS World interviewed them during the California wildfires. Rowland and Adler were based at the Palisades fire, while Hutchinson, who is a member of a California Interagency Incident Management Team (CIIMT), was located near the Eaton fire. 



    Interagency GIS teams use the Fire Integrated Real-Time Intelligence System (FIRIS) to watch for fire starts and then receive alerts from dispatch centers and satellite imagery. After locating the point of ignition, they create fire behavior models using a program called WIFIRE from UC San Diego. This tool allows them to predict the fire’s probable trajectory and size. 

    Photo: CAL FIRE
    Photo: CAL FIRE


    The team will alert the state if the data shows the fire is likely to spread. Hutchinson explains that, within minutes of the start of the Eaton fire, her team produced a fire behavior model that illustrated where the fire was most likely to go and how big it would likely get within the next three hours.

    Photo: CAL FIRE
    Photo: CAL FIRE

    The frequency of IR flights depends on the fire’s size and intensity. Occurring anywhere from once to three times daily, including nighttime, these flights comprehensively map the landscape based on the fire’s specific traits. The decision on how often to fly the planes and collect the IR data depends on the fire’s behavior and potential threat level.

    Field observers are also deployed daily to collect data down to the debris. They walk the fire’s edge and move along specific paths created for wildfire management and containment. Once a fire is contained, GIS specialists try to verify ground truth for the perimeter of the entire fire.

    GIS specialists constantly update fire perimeters as they get data from the field and the planes. Once a fire is contained, they create final maps to hand over to the local agencies or the Forest Service.

    Photo:
    Photo: CAL FIRE


    Most of the data that GIS specialists use to map fires comes from field observers and infrared (IR) thermal imagery. The data is collected by third-party contractors, by CAL FIRE’s Intel shift team, or by the FIRIS program by flying manned aircraft. 

    IR data and information collected by field observers are then uploaded into the National Incident Feature Service (NIFS) for GIS specialists to use to map fires.  

    Field observers download the maps onto their devices, go out into the field, and ground truth — physically walking the perimeter of the fire and using GPS on their devices to map the fire boundaries accurately. 

    Photo: CAL FIRE
    Photo: CAL FIRE


    Paper maps are good to have “just to get everybody on the same page without having to worry about battery life or the glare while you’re working out in the field,” said Rowland.


    Along with online maps, the Interagency GIS teams print PDF maps for fire personnel in the field. The field observers use Esri ArcGIS Field Maps to record their tracks. They pair their mobile devices with Avenza or other geolocating applications.  


    Using ArcGIS Pro, GIS specialists create online maps and dashboards, which are then distributed in print and/or digitally to the agencies that need them, such as sheriff and police departments and departments of public works. The Interagency GIS teams create different map products for different end users. For example, it works with law enforcement to create evacuation maps and zones. Local public information officers also can distribute these maps or post them on their websites. 

    Photo: CAL FIRE
    Photo: CAL FIRE


    Crews also have online access to the maps through wildfire FTP (ftp.wildfire.gov). Crews load data and maps there that contain public information. Many agencies plug into the National Interagency Fire Center (NIFC), where the CAL FIRE team edits and analyzes mobile data.

    Photo: fire.ca.gov
    Photo: fire.ca.gov
  • The world is on fire: Fire strikes Maui

    The world is on fire: Fire strikes Maui

    Satellite images taken on June 25 and August 9 show an overview of southern Lahaina, Hawaii, before and after the recent wildfires. (Image: Maxar Technologies)
    Satellite images taken on June 25 and August 9 show an overview of southern Lahaina, Hawaii, before and after the recent wildfires. (Image: Maxar Technologies)

    The number of wildfires this year only increases as the island of Maui, Hawaii has been struck by several wind-whipped wildfires fueled by Hurricane Dora. Flames engulfed parts of Hawaii the morning of Wednesday, August 9, destroying a centuries-old town and killing at least 90 people, reported NBC News.

    The fires took people on the island by surprise on Tuesday, as it left behind burned-out cars on once busy streets and smoking piles of debris where historic buildings once stood. Residents and tourists were forced to evacuate the area – including some who reportedly jumped into the ocean to escape the flames.

    The National Weather Service believes the combination of high winds and low humidity is what caused the dangerous fire conditions across the island.

    On Wednesday, a series of maps from NASA’s Fire Information for Resource Management System were released, highlighting the number of wildfires still burning on the island.

    Satellite images also were taken, showing hundreds of shops and homes burned to the ground. The satellite images focus on the historic Lahaina area, which dates to the 1700s and has long been a popular tourist destination rich with native Hawaiian culture.

    In one image from Maxar Technologies, the historic area of Banyan Court in Lahaina appears to have been mostly reduced to ash. Some 271 structures were damaged or destroyed, the Honolulu Star-Advertiser reported, citing official reports from flyovers conducted by the U.S. Civil Air Patrol and the Maui Fire Department.

    The fires in Maui come after scientists have warned that wildfires are becoming more frequent and more widespread across the globe.

    Rising global temperatures and the increased extreme weather has led to a surge in the number of wildfires rapidly consuming extensive areas of vegetation and forested lands. Wildfires have recently spread across Greece, Italy, Spain, Portugal, Algeria, Tunisia and Canada — resulting in mass environmental and economic damage as well as human casualties.

  • The world is on fire: ESA maps global wildfires

    The world is on fire: ESA maps global wildfires

    Image: ESA
    Image: ESA

    Wildfires have recently spread across Greece, Italy, Spain, Portugal, Algeria, Tunisia and Canada, causing mass environmental and economic damage as well as human casualties. Scientists have warned that wildfires are becoming more frequent and more widespread.

    In response, an upgraded version of the World Fire Atlas from the European Space Agency (ESA) is now available. The atlas provides a detailed analysis and map of wildfires across the globe.

    Rising global temperatures and the increased extreme weather has led to a surge in the number of wildfires rapidly consuming extensive areas of vegetation and forested lands.

    Considering the severe wildfires, ESA has reopened its World Fire Atlas which offers an insight into the distribution of individual fires taking place at a global scale.

    Through its interactive dashboard, users can compare the frequency of fires between countries as well as analyze the evolution of each wildfire taking place over time. The atlas was first available in 2019 and it supported both European civil protection agencies and firefighters.

    The dashboard uses night-time data from the sea and land surface temperature radiometer (SLSTR) on board the Copernicus Sentinel-3A satellite. Working like a thermometer in the sky, the sensor measures thermal infrared radiation to take the temperature of Earth’s land surfaces which is used to detect the fires.

    Data from the Copernicus Sentinel-3B satellite will be added to the atlas in December.

    Over the previous seven years, data from the World Fire Atlas show a substantial number of fires detected in Portugal, Italy, Greece, France and Spain.

    Data also shows that Canada has experienced 11,598 fires during the first seven months of this year alone. This is a 705% increase compared to fires detected over the same period of the previous six years. Canada is currently battling the country’s worst wildfire season on record, with more than 10 million ha of land burned, which is said to increase in the coming weeks.

  • Amazon fires in Brazil can be seen from space

    Amazon fires in Brazil can be seen from space

    Wildfires in the Amazon rainforest in Brazil have hit record numbers, and satellites have been able to capture imagery of them.

    According to NASA, the Moderate Resolution Imaging Spectroradiometer on its Aqua satellite captured images of several fires burning in the states of Rondônia, Amazonas, Pará and Mato Grosso on Aug. 11 and Aug. 13.

    A satellite view of the Amazon wildfire on Aug. 13. (NASA Earth Observatory images by Lauren Dauphin, using MODIS data from NASA EOSDIS/LANCE and GIBS/Worldview and VIIRS data from NASA EOSDIS/LANCE and GIBS/Worldview, and the Suomi National Polar-orbiting Partnership.)
    A satellite view of the Amazon wildfire on Aug. 13. (NASA Earth Observatory images by Lauren Dauphin, using MODIS data from NASA EOSDIS/LANCE and GIBS/Worldview and VIIRS data from NASA EOSDIS/LANCE and GIBS/Worldview, and the Suomi National Polar-orbiting Partnership.)

    There have been 72,843 fires in Brazil this year, with more than half in the Amazon region, Brazil’s space research center, the National Institute for Space Research (INPE), said. This marks an 84% increase over the same period of 2018 and is the highest since records began in 2013, INPE added.

    Amazonas, the largest state in Brazil, recently declared a state of emergency over the forest fires, said Euro News.

    This map shows the "Biomass burning aerosol optical depth." (Image: Copernicus' Atmosphere Monitoring Service)
    This map shows the “Biomass burning aerosol optical depth.” (Image: Copernicus’ Atmosphere Monitoring Service)

    In the Amazon region, fires are rare for much of the year because wet weather prevents them from starting and spreading. However, in July and August, activity typically increases due to the arrival of the dry season, NASA said.

  • "Scariest commute of my life": California wildfires erupt

    Two fires erupted Monday in Southern California, fueled by strong Santa Ana winds. The Thomas fire in Ventura County started Monday night and has burned 45,000 acres and destroyed more than 150 structures. The Creek fire is burning near Sylmar and has prompted officials to evacuate more than 8,000 homes.

    Now a dramatic new wildfire erupted in Los Angeles early Wednesday. Flames exploded before dawn on the steep slopes of the Sepulveda Pass, which carries heavily traveled Interstate 405 through the Santa Monica Mountains where ridgetops are covered with expensive homes, including Bel Air. It is also the site of the Getty Center arts complex.

    More than a third of Ventura, California, residents have been forced from their homes. About 38,000 of the coastal city’s 100,000 residents have been evacuated since the fires started Monday night.

    Esri is providing this interactive map to keep up-to-date on events around the fires.

  • Insitu demos UAV/GIS system for fighting wildfires

    Following successful test flights, Insitu’s ScanEagle helps combat Oregon wildfire.

    UAV company Insitu and Esri have successfully completed test flights on a new way to support firefighting efforts using software for firefighters and first responders.

    The flights were held at the Warm Springs Federal Aviation Administration (FAA) Unmanned Aerial System (UAS) Test Range in Oregon. The test site is a Pan Pacific FAA UAS Test Site for commercial UAS testing. The national FAA test site program facilitates the UAS industry in meeting strict customer needs and qualifications.

    Insitu is a wholly-owned subsidiary of The Boeing Company.

    A week after successfully completing customer acceptance test flights, Insitu, which has more than one million operational UAS flight hours, deployed its INEXA Solutions professional aerial remote sensing teams to aid firefighters in suppressing the Eagle Creek fire in Oregon.

    Onlookers watch the fire burn in the Columbia Gorge on Sept. 4. (Photo: U.S. Forest Service)
    Onlookers watch the fire burn in the Columbia Gorge on Sept. 4. The fire is now contained. (Photo: U.S. Forest Service)

    Collaborating with customers to identify business challenges, INEXA Solutions professionals use a continually expanding suite of capabilities such as INEXA Control (ground-based command and control), INEXA Cloud, INEXA manned and unmanned air vehicles including ScanEagle, and INEXA sensors and analytics to provide custom solutions and answers to mitigate business challenges from seabed to space.

    Coordinating with the Oregon Department of Forestry and other governing entities, Insitu’s ScanEagle system provided optimal, near real-time data for firefighters and first responders, resulting in heightened emergency response efforts, increased situational awareness and safety, and supported planning and resource allocation.

    Equipped with electro-optical (EO) for daylight and infrared (IR) video for nighttime flights, along with mid-wave sensors, the ScanEagle surveyed fire lines at night over the Eagle Creek wildfire, which had spread to nearly 49,000 acres throughout the Columbia River Gorge region.

    The ScanEagle can supplement manned firefighting fleets by operating during dense smoke and at night, when manned aircraft typically cannot fly. Infrared camera technology can penetrate smoke and gather and disseminate georeferenced still images of points of interest. These images allow geographic information system (GIS) specialists to perform analysis using Esri’s ArcGIS software.

    “Throughout the difficult Eagle Creek wildfire, our thoughts have been with our friends and neighbors impacted by this unfortunate event,” said Mark Bauman, vice president and co-general manager, Insitu Commercial. “We stand prepared to assist local authorities with ongoing operations in any way we can, and we extend our gratitude to all of those working hard to contain the fire.”

    ScanEagle poised for launch at Eagle Creek, Oregon, fire.
    ScanEagle poised for launch at Eagle Creek, Oregon, fire.

    As the sole aviation overwatch within the temporary flight restriction, the ScanEagle provided persistent nighttime oversight and monitored the progression of the fire. Insitu coordinated manned and unmanned aviation assets and through data collection, analysis and integration capabilities, produced near real-time georeferenced spatial data (maps tied to specific known locations).

    In this way, incident commanders, firefighters, and first responders had data that delivered updated incident perimeter maps, identified spot fires, located fire lines and hotspots, and provided near real-time video feed and still images of critical infrastructure, historical structures and more.

    “Prior to pursuing any new effort, we consider the reasons we exist as a company — we call it our ‘why,’ explains Jon Damush, Insitu’s chief growth officer. “Insitu’s ‘why’ is to pioneer and innovate in all that we do to positively impact people’s lives and change the course of history,” he continues. “This statement guides our actions and investments, and is precisely why we are doing the things we are doing to help those in need with our unique technologies and professional approach to aviation.”

    (Based on an Insitu press release)

  • Mapping ‘Hell on Earth’

    A mapping feature from GPS World magazine’s June issue.

    STILL BURNING: This false-color image shows burned areas in yellow and healthy vegetation in purple. The bright spots are where the fire was actively burning when the image was taken.
    STILL BURNING: This false-color image shows burned areas in yellow and healthy vegetation in purple. The bright spots are where the fire was actively burning when the image was taken. (Image courtesy of DigitalGlobe, © 2016)
    On May 1, a wildfire ignited southwest of Fort McMurray, Alberta, Canada. At first, wildfire MWF-009 seemed like others residents had experienced — smoke and haze, but no real danger. Two days later, the winds shifted.

    The fire swept through Fort McMurray, destroying more than 1,600 homes and buildings and forcing the largest wildfire evacuation in Alberta’s history.

    People described it as hell on Earth, comparing the disaster to movies, war, and the apocalypse. By the end of the week, the fire had grown to more than 101,000 hectares, significantly larger than the city of Calgary.

    BURN SCAR: On May 4, the Landsat 7 satellite’s Enhanced Thematic Mapper Plus acquired this false-color image combining shortwave infrared, near infrared and green light (bands 5-4-2). Near- and short-wave infrared help penetrate clouds and smoke to reveal hot spots of fire (red), smoke (white) and burned areas (brown).
    BURN SCAR: On May 4, the Landsat 7 satellite’s Enhanced Thematic Mapper Plus acquired this false-color image combining shortwave infrared, near infrared and green light (bands 5-4-2). Near- and short-wave infrared help penetrate clouds and smoke to reveal hot spots of fire (red), smoke (white) and burned areas (brown).

    The entire city population of 88,000 evacuated in a rush, many through falling embers from wildfires beside roadways.

    On May 5, DigitalGlobe’s WorldView-3 satellite (WV-3) peered through smoke using shortwave infrared to take the image on the left. GIS analysts can also measure the intensity of the fire using the image.

    As of press time, the fires continue to spread across northeast Alberta, impacting Canada’s oil sand operations, and into the neighboring province of Saskatchewan.

    The wildfire may become the most costly disaster in Canadian history.

  • Mapping ‘Hell on Earth’

    A mapping feature from GPS World magazine’s June issue.

    STILL BURNING: This false-color image shows burned areas in yellow and healthy vegetation in purple. The bright spots are where the fire was actively burning when the image was taken.
    STILL BURNING: This false-color image shows burned areas in yellow and healthy vegetation in purple. The bright spots are where the fire was actively burning when the image was taken. (Image courtesy of DigitalGlobe, © 2016)
    On May 1, a wildfire ignited southwest of Fort McMurray, Alberta, Canada. At first, wildfire MWF-009 seemed like others residents had experienced — smoke and haze, but no real danger. Two days later, the winds shifted.

    The fire swept through Fort McMurray, destroying more than 1,600 homes and buildings and forcing the largest wildfire evacuation in Alberta’s history.

    People described it as hell on Earth, comparing the disaster to movies, war, and the apocalypse. By the end of the week, the fire had grown to more than 101,000 hectares, significantly larger than the city of Calgary.

    BURN SCAR: On May 4, the Landsat 7 satellite’s Enhanced Thematic Mapper Plus acquired this false-color image combining shortwave infrared, near infrared and green light (bands 5-4-2). Near- and short-wave infrared help penetrate clouds and smoke to reveal hot spots of fire (red), smoke (white) and burned areas (brown).
    BURN SCAR: On May 4, the Landsat 7 satellite’s Enhanced Thematic Mapper Plus acquired this false-color image combining shortwave infrared, near infrared and green light (bands 5-4-2). Near- and short-wave infrared help penetrate clouds and smoke to reveal hot spots of fire (red), smoke (white) and burned areas (brown).

    The entire city population of 88,000 evacuated in a rush, many through falling embers from wildfires beside roadways.

    On May 5, DigitalGlobe’s WorldView-3 satellite (WV-3) peered through smoke using shortwave infrared to take the image on the left. GIS analysts can also measure the intensity of the fire using the image.

    As of press time, the fires continue to spread across northeast Alberta, impacting Canada’s oil sand operations, and into the neighboring province of Saskatchewan.

    The wildfire may become the most costly disaster in Canadian history.

  • Track Wildfires Across Western U.S. with Interactive Maps

    Esri has published an interactive Wildfire Public Information Map and a 2015 California Wildfire Activity Map.

    Wildfire Public Information Map

    The Wildfire Public Information Map provides continuously updated information about wildfires and their perimeters from the U.S. Geological Survey and other agencies. It provides live weather warnings and wind information from the National Oceanic and Atmospheric Administration, as well as live weather radar from AccuWeather. A local perspective on events is available by turning on geotagged social media from Twitter, YouTube and Flickr on the Layers tab.

    2015 California Wildfire Activity

    This story map provides a detailed look at 15 active fires throughout California. As you scroll through the map, you can view fire perimeters and hot spots for each active fire, and get up-to-date statistics about each blaze, including total acreage, percent containment and damage caused.

  • Double-Edged Sword: Drone Delivery Helps Clinic, but Drones Prevent Firefighting

     

    In a striking contrast, the positive and negative sides of unmanned aerial vehicles were highlighted in a single day, July 17. First, in a government-approved demonstration, drones were used to deliver prescription medicine to patients at a temporary health clinic in rural Virginia, reports the Wall Street JournalThe event, reported previously by GPS World, aimed to show how UAVs can alleviate the problem of health-care access while creating economic opportunity for communities.

    A manned aircraft carried the packages most of the way, and the flight plan originally called for the drone to make six round trips to carry a total of 10 pounds. But after two successful deliveries, officials decided to send the rest of the payload in one flight.

    In stark contrast to that beneficial use of drones, efforts by firefighters to battle a fierce wildfire in California on July 17 were hampered by hobbyists flying consumer drones to capture video of the flames. Planes attempting to deliver water drops found their flights delayed or blocked by the presence of the drones, with private drones flying over the wildfire grounding firefighting aircraft for almost half an hour.

    In the past month, drones have gotten in the way of firefighters in San Bernadino County, the Plumas National Forest and, most recently, Interstate 15, which connects Los Angeles and Las Vegas, reports PBS.

    State lawmakers in California are drafting a bill that would impose heavy fines and potential jail time on anyone whose personal drone interferes with firefighting efforts.

    GPS World professional OEM editor Tony Murfin discusses regulatory issues for both commercial and hobby drone use in his July newsletter column, New Frontiers in Unmanned Flight — Your Questions Answered.

     

     

  • FireWhat Inc. Offers Real-Time Wildfire Management

    A FireWhat Inc. representative talks about its wildfire management techniques at the 2015 Esri Federal GIS Conference, held Feb. 9-10 in Washington D.C. FireWhat is a GIS and Technology company that provides custom tools to map and track assets in and out of the field.

  • CoreLogic Identifies U.S. States at Risk of Property Loss from Natural Hazards

    Corelogic-hazard-9-9-2014

    CoreLogic, a global property information, analytics and data-enabled services provider, has released an analysis ranking Florida as the U.S. state with the highest level of comprehensive risk exposure to multiple natural hazards, with Michigan identified as the state with the lowest risk.

    The analysis was derived from the new CoreLogic Hazard Risk Score (HRS), an analytics tool launched today that gathers data on multiple natural hazard risks and combines them into a single easy-to-use score ranging from 0 to 100. The overall score indicates risk exposure at the individual property and location level.

    For every geocoded location across the U.S, the CoreLogic HRS is compiled using data representing nine natural hazards: flood, wildfire, tornado, storm surge, earthquake, straight-line wind, hurricane wind, hail and sinkhole. Locations with higher risk levels are exposed to multiple hazard risks and will, therefore, receive higher scores when the risk analysis is aggregated. Subsequently, locations with minimal risk levels have lower exposure and receive lower scores. Geocoded locations are generated at the property-address level using latitude and longitude coordinates and include both residential and commercial properties.

    “Florida’s high level of risk is driven by the potential for hurricane winds and storm surge damage along its extensive Atlantic and Gulf coastline, as well as the added potential for sinkholes, flooding and wildfires. Michigan alternatively ranks low for most natural hazard risks, other than flooding,” said Dr. Howard Botts, vice president and chief scientist for CoreLogic Spatial Solutions.

    The proprietary CoreLogic HRS is able to calculate risk based on a 10 x 10 meter grid, the lowest level of granularity available for the underlying hazard data. In calculating the overall score, both the probability of an event and the frequency of past events are significant contributing factors used to determine risk levels associated with individual hazards, as well as each distinct hazard’s risk contribution to total loss. The data is combined into an aggregated, consistent and normalized value that allows statistically valid combinations to be derived.

    “In the past, natural hazards have been difficult to compare and combine in a meaningful way,” said Dr. Botts. “Hazard Risk Score is a single solution that measures risk concentration consistently and pinpoints the riskiest places in the U.S. with timely and granular accuracy. This insight is critical in conducting comparative risk management nationwide and fully understanding exposure to potential natural hazard damage.”

    Insurers, risk managers and mortgage servicers can use CoreLogic Hazard Risk Score to improve decision-making and enhance a variety of business operations, including:

    • Business continuity and disaster recovery planning
    • Analyzing risk associated with a residential property or portfolios of properties
    • Measuring mitigation savings vs. total hazard potential damage
    • Evaluating and determining natural hazard risk levels of distribution and supplier networks
    • Recognizing which underinsured or uninsured properties may become at risk of default
    • Adverse selection avoidance and identification of “good risk” properties

    U.S. Natural Hazard Risk by State* (Ranked by CoreLogic Hazard Risk Score)

    Rank State HRS

    1FL94.51

    2RI79.67

    3LA79.23

    4CA75.56

    5MA72.12

    6KS69.51

    7CT69.04

    8OK66.82

    9SC66.38

    10DE65.38

    11OR64.89

    12NJ61.54

    13IA61.02

    14TX60.89

    15NC59.72

    16MO57.81

    17DC57.33

    18MS57.05

    19AR56.7

    20NH55.3

    21ID52.75

    22MD52.28

    23CO51.88

    24NE51.86

    25IL51.8

    26IN50.74

    27GA50.58

    28NV50.12

    29AL49.42

    30KY47.34

    31TN46.48

    32UT45.22

    33NM43.76

    34AZ42.81

    35VA42.35

    36WA42.3

    37WI38.52

    38SD38.24

    39MT37.91

    40MN36.42

    41OH34.61

    42ME31.64

    43WY30.24

    44PA28.79

    45VT28.31

    46ND27.5

    47NY24.97

    48WV20.67

    49MI20.22

    Source: CoreLogic 2014.

    * AK and HI were excluded in the ranking due to limited natural hazard risk data.