{"id":761053,"date":"2021-07-14T12:05:13","date_gmt":"2021-07-14T19:05:13","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=761053"},"modified":"2021-07-14T12:43:22","modified_gmt":"2021-07-14T19:43:22","slug":"how-fireworks-impact-air-quality","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/how-fireworks-impact-air-quality\/","title":{"rendered":"How Fireworks Impact Air Quality"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-761107\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-1024x576.jpg\" alt=\"Fireworks\" width=\"1024\" height=\"576\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/MicrosoftTeams-image-49.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><span data-contrast=\"none\">Overview:\u202f<\/span><span data-ccp-props=\"{\"134233117\":true,\"134233118\":true,\"201341983\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Fireworks displays celebrating Independence Day are a mainstay in American culture. Yet, research shows fireworks\u00a0lead to\u00a0high levels of air pollution.\u00a0For example, one study estimated\u00a0July 4th<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">celebrations produced\u00a0a\u00a0<\/span><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1352231015301369\"><span data-contrast=\"none\">42% increase in particulate matter<\/span><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><span data-contrast=\"none\">\u00a0nationwide.\u00a0<\/span><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.epa.gov\/pmcourse\/what-particle-pollution\"><span data-contrast=\"none\">particulate matter can stay in the air for days or weeks<\/span><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><span data-contrast=\"none\">,\u00a0so\u00a0poor air quality from fireworks can last long after festivities have ended.\u00a0We also know that exposure to fine particulate matter (PM2.5) is related to a host of poor health outcomes, including\u00a0<\/span><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/ehp.niehs.nih.gov\/doi\/full\/10.1289\/EHP3766\"><span data-contrast=\"none\">asthma-related outcomes<\/span><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><span data-contrast=\"none\">,\u00a0<\/span><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/ajph.aphapublications.org\/doi\/full\/10.2105\/AJPH.2017.303839\"><span data-contrast=\"none\">cardiovascular and respiratory diseases<\/span><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><span data-contrast=\"none\">,\u00a0<\/span><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/article-abstract\/2767260\"><span data-contrast=\"none\">poor birth outcomes<\/span><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><span data-contrast=\"none\">, and even\u00a0<\/span><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.nature.com\/articles\/nature15371?next\"><span data-contrast=\"none\">premature death<\/span><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><span data-contrast=\"none\">.<\/span><span data-ccp-props=\"{\"134233117\":true,\"134233118\":true,\"201341983\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p>Observation:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-761086\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/07\/chicago_fireworks_v2.gif\" alt=\"Chicago Air Quality\" width=\"480\" height=\"480\" \/><\/p>\n<p><span class=\"TextRun SCXW25862810 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{\"ObjectId\":\"83d830d5-7eb2-4748-8195-23b6e7cd0e17|7\",\"ClassId\":1073872969,\"Properties\":[134233614,\"true\",201340122,\"1\",469775450,\"normaltextrun\",469778129,\"normaltextrun\",469778324,\"Default Paragraph Font\"]}\">In Chicago, we deployed over 90 <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/project-eclipse\/\">air quality sensors<\/a> just before the 4<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">th<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0of July weekend.\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">Our devices showed\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">city-wide\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">PM2.5 levels<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">rising<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">from\u00a0<\/span><\/span><a class=\"Hyperlink SCXW25862810 BCX0\" href=\"https:\/\/www.epa.gov\/sites\/production\/files\/2016-04\/documents\/2012_aqi_factsheet.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW25862810 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"Hyperlink\">\u201c<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"Hyperlink\">g<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"Hyperlink\">ood\u201d to \u201c<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"Hyperlink\">m<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"Hyperlink\">oderate\u201d<\/span><\/span><\/a><span class=\"TextRun SCXW25862810 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">on July 4, and\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">particulates\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">lingered in the air for\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">days.\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">On July 7, average levels<\/span><\/span><span class=\"TextRun Footnote BlobObject DragDrop SCXW25862810 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"Superscript SCXW25862810 BCX0\" data-fontsize=\"11\">\u00a0<\/span><\/span><span class=\"TextRun SCXW25862810 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">were still over double pre-holiday readings.\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">Our\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">network of\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">hyperlocal low-cost air sensor<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">s<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0also\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">allows<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0us to<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0observe differences in air pollution levels across neighborhoods of Chicago. While\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">our\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">sensors<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0are subject to some\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">inaccuracies<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">, they can help<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">uncover<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0the variability and behavior of pollution<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">,\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">adding new information to complement the data EPA collects with highly accurate but sparsely distributed stations<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">.<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">When we mapped our data,<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0we\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">saw<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0lower levels in\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">the north side<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0on July 3, and\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">noticeably\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">higher levels in the\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">south and\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">southwest\u00a0<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">sides<\/span><span class=\"NormalTextRun SCXW25862810 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0of Chicago that appear most pronounced on July 4 and 6.\u00a0<\/span><\/span><span class=\"EOP SCXW25862810 BCX0\" data-ccp-props=\"{\"134233117\":true,\"134233118\":true,\"201341983\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun SCXW113821726 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{\"ObjectId\":\"83d830d5-7eb2-4748-8195-23b6e7cd0e17|7\",\"ClassId\":1073872969,\"Properties\":[134233614,\"true\",201340122,\"1\",469775450,\"normaltextrun\",469778129,\"normaltextrun\",469778324,\"Default Paragraph Font\"]}\">These differences in pollution track social and economic differences across neighborhoods. In\u00a0<\/span><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"normaltextrun\">Chicago<\/span><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"normaltextrun\">,<\/span><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW113821726 BCX0\" href=\"https:\/\/belonging.berkeley.edu\/roots-structural-racism\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW113821726 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"Hyperlink\">the second most segregated metro in the US<\/span><\/span><\/a><span class=\"TextRun SCXW113821726 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"normaltextrun\">, communities of color cluster on the\u00a0<\/span><\/span><a class=\"Hyperlink SCXW113821726 BCX0\" href=\"https:\/\/www.mappingcovid19equity.org\/maps-research\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun SCXW113821726 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-parastyle=\"paragraph\" data-ccp-parastyle-defn=\"{\"ObjectId\":\"83d830d5-7eb2-4748-8195-23b6e7cd0e17|6\",\"ClassId\":1073872969,\"Properties\":[134233117,\"true\",134233118,\"true\",134233614,\"true\",201340122,\"2\",201341983,\"0\",268442635,\"24\",335559740,\"240\",469769226,\"Times New Roman\",469775450,\"paragraph\",469777841,\"Times New Roman\",469777842,\"Times New Roman\",469777843,\"Times New Roman\",469777844,\"Times New Roman\",469778129,\"paragraph\",469778324,\"Normal\"]}\">west, south, southwest, and southeast sides<\/span><\/span><\/a><span class=\"TextRun SCXW113821726 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-parastyle=\"paragraph\">. These are the same neighborhoods where we<\/span><\/span><span class=\"TextRun SCXW113821726 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0observe elevated air pollution exposures.<\/span><span class=\"NormalTextRun SCXW113821726 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><span class=\"EOP SCXW113821726 BCX0\" data-ccp-props=\"{\"134233117\":true,\"134233118\":true,\"201341983\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun SCXW153271074 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{\"ObjectId\":\"83d830d5-7eb2-4748-8195-23b6e7cd0e17|7\",\"ClassId\":1073872969,\"Properties\":[134233614,\"true\",201340122,\"1\",469775450,\"normaltextrun\",469778129,\"normaltextrun\",469778324,\"Default Paragraph Font\"]}\">Though<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">public health researchers have declared residential segregation is \u201c<\/span><\/span><a class=\"Hyperlink SCXW153271074 BCX0\" href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC1497358\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW153271074 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"Hyperlink\">a fundamental cause of racial disparities in health<\/span><\/span><\/a><span class=\"TextRun SCXW153271074 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u201d\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">and<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0have explicitly connected segregation to disparities in health\u00a0<\/span><\/span><a class=\"Hyperlink SCXW153271074 BCX0\" href=\"https:\/\/www-sciencedirect-com.ezproxy.cul.columbia.edu\/science\/article\/pii\/S0013935106001277\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW153271074 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"Hyperlink\">via inequitable exposures air pollution<\/span><\/span><\/a><span class=\"TextRun SCXW153271074 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">,\u00a0<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">we<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0still lack the tools needed to monitor\u00a0<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">exposures at the neighborhood scale \u2013 the scale at which inequities emerge<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">.<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">Project Eclipse, and sensor deployments like it, could enable urban public health departments to\u00a0<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">monitor<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0hyperlocal<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0outdoor air pollution exposure<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0not just over 4<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">th<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0of July, but every day<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">.<\/span><span class=\"NormalTextRun SCXW153271074 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><\/p>\n<p>Author: <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/precious-esie\/\">Precious Esie<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (Microsoft Research Intern)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Fireworks displays celebrating Independence Day are a mainstay in American culture. Yet, research shows fireworks\u00a0lead to\u00a0high levels of air pollution.<\/p>\n","protected":false},"author":31130,"featured_media":761107,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":144894,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[],"msr-locale":[268875],"msr-post-option":[],"class_list":["post-761053","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-locale-en_us"],"msr_assoc_parent":{"id":144894,"type":"group"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/761053","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/31130"}],"version-history":[{"count":18,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/761053\/revisions"}],"predecessor-version":[{"id":761140,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/761053\/revisions\/761140"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/761107"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=761053"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=761053"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=761053"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=761053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}