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The ability to mitigate the adverse effects of wildfires increases with understanding of the social, physical, and biological conditions that co-occurred with "> <meta itemprop="image" content="https://authorea.com//d197for5662m48.cloudfront.net/assets/blog/default_image-be9182bca7b6523bb6c72e32e5c12398f36b92d81f6ee7882327b6145744bf1f.jpg"> <script> window.iframelyKey = '2e4f7b1eda34892de7870e1d00e11857' </script>  <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:site" content="@authorea"> <meta name="twitter:title" content="Physical, Social, and Biological Attributes for Improved Understanding and Prediction of Wildfires: FPA FOD- 2 Attributes Dataset"> <meta name="twitter:description" content="Wildfires are increasingly impacting social and environmental systems in the United States. The ability to mitigate the adverse effects of wildfires increases with understanding of the social, physical, and biological conditions that co-occurred with "> <meta name="twitter:image:src" content="https://authorea.com//d197for5662m48.cloudfront.net/assets/blog/default_image-be9182bca7b6523bb6c72e32e5c12398f36b92d81f6ee7882327b6145744bf1f.jpg">  <meta property="og:title" content="Physical, Social, and Biological Attributes for Improved Understanding and Prediction of Wildfires: FPA FOD- 2 Attributes Dataset" /> <meta property="og:type" content="article" /> <meta property="og:url" content="https://www.authorea.com/doi/full/10.22541/essoar.169774550.06744529/v1?commit=671b440a875be0a40faca9bb636a818e7bb1aece" /> <meta property="og:image" content="https://authorea.com//d197for5662m48.cloudfront.net/assets/blog/default_image-be9182bca7b6523bb6c72e32e5c12398f36b92d81f6ee7882327b6145744bf1f.jpg" /> <meta property="og:description" content="Wildfires are increasingly impacting social and environmental systems in the United States. The ability to mitigate the adverse effects of wildfires increases with understanding of the social, physical, and biological conditions that co-occurred with " /> <meta property="og:site_name" content="Authorea" /> <meta property="article:modified_time" content="2024-11-24 08:52:10 UTC" /> <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/mathquill/0.10.1/mathquill.min.css"/> <meta id='mathquillmin' class='mq-editable-field'> <script type="text/javascript"> var tag = document.querySelector('meta#mathquillmin') var tagStyle = window.getComputedStyle(tag).getPropertyValue('display') if (!tagStyle || tagStyle == 'auto' ){ var message = "mathquill.min.0.10.1.css failed to load, falling back to local copy" localLink = document.createElement('link'); localLink.rel = "stylesheet"; localLink.type = "text/css"; localLink.href = "/assets/mathquill.min.0.10.1.css"; document.head.appendChild(localLink); delete localLink; } </script> <meta property="article:publisher" content="https://www.authorea.com" /> <link rel="stylesheet" type="text/css" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.18.1/styles/default.min.css"/> <meta id='defaultmin' class='hljs-strong'> <script type="text/javascript"> var tag = document.querySelector('meta#defaultmin') var tagStyle = window.getComputedStyle(tag).getPropertyValue('font-weight') if (!tagStyle || tagStyle == 'auto' ){ var message = "default.min.css failed to load, falling back to local copy" localLink = document.createElement('link'); localLink.rel = "stylesheet"; localLink.type = "text/css"; localLink.href = "/assets/default.min.css"; document.head.appendChild(localLink); delete localLink; } </script>  <meta name="citation_publisher" content="Authorea"/> <meta name="citation_title" content="Physical, Social, and Biological Attributes for Improved Understanding and Prediction of Wildfires: FPA FOD- 2 Attributes Dataset"/> <meta name="citation_abstract" content="Wildfires are increasingly impacting social and environmental systems in the United States. The ability to mitigate the adverse effects of wildfires increases with understanding of the social, physical, and biological conditions that co-occurred with or caused the wildfire ignitions and contributed to the wildfire impacts. To this end, we developed the FPA FOD-Attributes dataset, which augments the sixth version of the Fire Program Analysis-Fire Occurrence Database (FPA FOD v6) with nearly 270 attributes that coincide with the date and location of each wildfire ignition in the United States. FPA FOD v6 contains information on location, jurisdiction, discovery time, cause, and final size of >2.3 million wildfires from 1992-2020 in the United States. For each wildfire, we added physical (e.g., weather, climate, topography, infrastructure), biological (e.g., land cover, normalized difference vegetation index), social (e.g., population density, social vulnerability index), and administrative (e.g., national and regional preparedness level, jurisdiction) attributes. This publicly available dataset can be used to answer numerous questions about the covariates associated with human- and lightning-caused wildfires. Furthermore, the FPA FOD-Attributes dataset can support descriptive, diagnostic, predictive, and prescriptive wildfire analytics, including development of machine learning models."/> <meta name="citation_doi" content="10.22541/essoar.169774550.06744529/v1"/> <meta name="citation_pdf_url" content="https://essopenarchive.org/doi/pdf/10.22541/essoar.169774550.06744529" /> <meta name="citation_author" content="Yavar Pourmohamad"> <meta name="citation_author" content="John T Abatzoglou"> <meta name="citation_author" content="Erin J Belval"> <meta name="citation_author" content="Erica Fleishman"> <meta name="citation_author" content="Karen Short"> <meta name="citation_author" content="Matthew C Reeves"> <meta name="citation_author" content="Nicholas Nauslar"> <meta name="citation_author" content="Philip E Higuera"> <meta name="citation_author" content="Eric Henderson"> <meta name="citation_author" content="Sawyer Ball"> <meta name="citation_author" content="Amir Aghakouchak"> <meta name="citation_author" content="Jeffrey P Prestemon"> <meta name="citation_author" content="Julia Olszewski"> <meta name="citation_author" content="Mojtaba Sadegh"> <meta name="citation_publication_date" content="2023/10/19"> <meta name="citation_journal_title" content="Authorea Preprints"> <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathquill/0.10.1/mathquill.min.js"></script> <script type="text/javascript"> try{if (!(MathQuill)){ throw new Error("") }} catch(e){ var message = 'mathquill.min failed to load, falling back to local copy' console.log(message); 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for Improved Understanding and Prediction of Wildfires: FPA FOD- 2 Attributes Dataset</div><div class="preview-tags"></div><div class="preview-authors-row"><ul class="preview-avatar-list"><li class="preview-avatar"><img src="https://d197for5662m48.cloudfront.net/assets/fallbackProfileImageThumb-984ccfbaa458aab0a490041cac4b127671a4eb58e1791de8cd3b68f517f20e84.png" /></li><li class="preview-avatar"><img src="https://d197for5662m48.cloudfront.net/assets/fallbackProfileImageThumb-984ccfbaa458aab0a490041cac4b127671a4eb58e1791de8cd3b68f517f20e84.png" /></li><li class="preview-avatar"><img src="https://d197for5662m48.cloudfront.net/assets/fallbackProfileImageThumb-984ccfbaa458aab0a490041cac4b127671a4eb58e1791de8cd3b68f517f20e84.png" /></li><li class="preview-avatar"><div class="preview-avatar-extra">+11</div></li></ul><ul class="preview-author-list"><li class="preview-author"><span class="preview-author-name" data-collab-id="1093908">Yavar Pourmohamad</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093909">John T Abatzoglou</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093910">Erin J Belval</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093911">Erica Fleishman</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093912">Karen Short</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093914">Matthew C Reeves</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093915">Nicholas Nauslar</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093916">Philip E Higuera</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093917">Eric Henderson</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093919">Sawyer Ball</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093920">Amir Aghakouchak</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093921">Jeffrey P Prestemon</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093922">Julia Olszewski</span>, </li><li class="preview-author"><span class="preview-author-name" data-collab-id="1093907">Mojtaba Sadegh<i class="fas fa-envelope preview-author-icon"></i></span><a class="preview-author-orcid" href="https://orcid.org/0000-0003-1775-5445" rel="noopener noreferrer" target="_blank"><img src="https://d197for5662m48.cloudfront.net/assets/icons/omniauth/orcid-ca37582cd91a671ed5cec57770e0e96c01b4b79b8b5b75d8598fc1ddac18c974.svg" /></a></li></ul></div><div class="author-popover" data-collab-id="1093908"><div class="author-popover-info"><div class="author-popover-name">Yavar Pourmohamad</div><div class="author-popover-affiliations">Department of Civil Engineering, Boise State University, Department of Computer Science, Boise State University</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093909"><div class="author-popover-info"><div class="author-popover-name">John T Abatzoglou</div><div class="author-popover-affiliations">Management of Complex Systems Department, University of California</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093910"><div class="author-popover-info"><div class="author-popover-name">Erin J Belval</div><div class="author-popover-affiliations"></div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093911"><div class="author-popover-info"><div class="author-popover-name">Erica Fleishman</div><div class="author-popover-affiliations">College of Earth, Ocean, and Atmospheric Sciences, Oregon State University</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093912"><div class="author-popover-info"><div class="author-popover-name">Karen Short</div><div class="author-popover-affiliations"></div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093914"><div class="author-popover-info"><div class="author-popover-name">Matthew C Reeves</div><div class="author-popover-affiliations"></div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093915"><div class="author-popover-info"><div class="author-popover-name">Nicholas Nauslar</div><div class="author-popover-affiliations">Bureau of Land Management</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093916"><div class="author-popover-info"><div class="author-popover-name">Philip E Higuera</div><div class="author-popover-affiliations">Department of Ecosystem and Conservation Sciences, University of Montana</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093917"><div class="author-popover-info"><div class="author-popover-name">Eric Henderson</div><div class="author-popover-affiliations">Department of Computer Science, Boise State University</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093919"><div class="author-popover-info"><div class="author-popover-name">Sawyer Ball</div><div class="author-popover-affiliations">Department of Computer Science, Boise State University</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093920"><div class="author-popover-info"><div class="author-popover-name">Amir Aghakouchak</div><div class="author-popover-affiliations">Department of Civil and Environmental Engineering, 11 United Nations University Institute for Water, Environment and Health, University of California</div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093921"><div class="author-popover-info"><div class="author-popover-name">Jeffrey P Prestemon</div><div class="author-popover-affiliations"></div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093922"><div class="author-popover-info"><div class="author-popover-name">Julia Olszewski</div><div class="author-popover-affiliations"></div></div><div class="author-popover-arrow" data-popper-arrow=""></div></div><div class="author-popover" data-collab-id="1093907"><div class="author-popover-info"><div class="author-popover-name">Mojtaba Sadegh</div><a class="author-popover-orcid" href="https://orcid.org/0000-0003-1775-5445" rel="noopener noreferrer" target="_blank"><img src="https://d197for5662m48.cloudfront.net/assets/icons/omniauth/orcid-ca37582cd91a671ed5cec57770e0e96c01b4b79b8b5b75d8598fc1ddac18c974.svg" /></a><div class="author-popover-affiliations">Department of Civil Engineering, Boise State University, Bureau of Land Management</div><p>Corresponding Author:<a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="f29f9d988693909381939697959ab2909d9b81978186938697dc979687">[email protected]</a></p><a class="author-popover-profile" href="/users/675249">Author Profile</a></div><div class="author-popover-avatar"><img src="data:image/jpg;base64,iVBORw0KGgoAAAANSUhEUgAAAJYAAACWCAMAAAAL34HQAAAABGdBTUEAALGP C/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3Cc ulE8AAACwVBMVEX+2hD+2g/+2Q/92Q/+2hH+2hL+2hT+2hX+2hb+2hP92Q79 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const id = author.getAttribute('data-collab-id') const popover = document.querySelector(`.author-popover[data-collab-id="${id}"]`) author.addEventListener('click', () => { if (popperInstance) { hidePopover() } showPopover(author, popover) }) }) document.addEventListener('click', (e) => { if (!popperInstance) return const container = document.querySelector('.preview-author-list') if (container.contains(e.target)) return hidePopover() }) })</script><div class="article-paragraph preview-abstract"><h2 class="preview-abstract-heading">Abstract</h2><div>Wildfires are increasingly impacting social and environmental systems in the United States. The ability to mitigate the adverse effects of wildfires increases with understanding of the social, physical, and biological conditions that co-occurred with or caused the wildfire ignitions and contributed to the wildfire impacts. To this end, we developed the FPA FOD-Attributes dataset, which augments the sixth version of the Fire Program Analysis-Fire Occurrence Database (FPA FOD v6) with nearly 270 attributes that coincide with the date and location of each wildfire ignition in the United States. FPA FOD v6 contains information on location, jurisdiction, discovery time, cause, and final size of >2.3 million wildfires from 1992-2020 in the United States. For each wildfire, we added physical (e.g., weather, climate, topography, infrastructure), biological (e.g., land cover, normalized difference vegetation index), social (e.g., population density, social vulnerability index), and administrative (e.g., national and regional preparedness level, jurisdiction) attributes. This publicly available dataset can be used to answer numerous questions about the covariates associated with human- and lightning-caused wildfires. Furthermore, the FPA FOD-Attributes dataset can support descriptive, diagnostic, predictive, and prescriptive wildfire analytics, including development of machine learning models.</div></div><div class="review-timeline"><div class="dashboard-container"><div class="publication-status-footer"><h4 class="header">Preprint timeline</h4></div><div class="events-container"><div class="version-container"><div class="entry"><span class="bar"></span><span class="indicator"></span><span class="time-box"><span>19 Oct 2023</span></span><span class="message">Submitted to <b><i>ESS Open Archive </i></b> <a target="_blank" rel="noopener noreferrer" href="/inst/20904"><i class="fas fa-external-link-alt"></i></a></span></div><div class="entry"><span class="bar"></span><span class="indicator"></span><span class="time-box"><span>19 Oct 2023</span></span><span class="message">Published in <b><i>ESS Open Archive </i></b></span></div></div></div></div></div><div class="preview-publication-status"></div></div></div> <div id="article-content"> </div> </div>  <div style="clear: both"></div>  <div id='article-sidebar-portal'></div> <script> initialServerStore = {"article":{"titleBlock":{"block_content":null,"type":"htmlBlock","html":"Physical, Social, and Biological Attributes for Improved Understanding and Prediction of Wildfires: FPA FOD- 2 Attributes Dataset","render_report":null,"raw":"Physical, Social, and Biological Attributes for Improved Understanding and Prediction of Wildfires: FPA FOD- 2 Attributes Dataset","name":"title","format":"html","url":"/users/675249/articles/673328/master/file/title.html","folder_url":"/users/675249/articles/673328/master/folder/.","path":"title.html","old_path":null,"collapsed":false,"sha":"eaa9990fa8101570f13b31e227ae5c26cbdc7395","captionBlock":null,"has_data":false,"has_ipython_notebook":false,"config":null},"id":673328,"sha":"671b440a875be0a40faca9bb636a818e7bb1aece","blocks":[],"oldBlocks":[],"oldLayout":null,"online":true,"layout":"abstract.html\nd9qpfet9bo.html\ndata/FPA_FOD_Attributes Dataset Paper_v1/FPA_FOD_Attributes Dataset Paper_v1.5.pdf","references":[],"referenceSorting":{"key":"default","ascending":true},"citationHash":{},"commits":null,"version":0},"commitToView":"671b440a875be0a40faca9bb636a818e7bb1aece","commentToView":null,"onboarding":false} initialFlashMessagesForReact = [] </script> <script src="https://d197for5662m48.cloudfront.net/assets/editable_article_manifest_react-ddeeb8194703aca81267c69ccb1330a3afea795f89456883e9fb9d4f9047c520.js" defer="defer"></script> <link rel="stylesheet" type="text/css" href="//cdnjs.cloudflare.com/ajax/libs/KaTeX/0.11.1/katex.min.css"/> <meta id='katexmin' class='katex'> <script type="text/javascript"> var tag = document.querySelector('meta#katexmin') var tagStyle = window.getComputedStyle(tag).getPropertyValue('font-family') if (!tagStyle || tagStyle == 'auto' ){ var message = "katex.min.0.11.1.css failed to load, falling back to local copy" localLink = document.createElement('link'); 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