{"id":424,"date":"2020-10-31T13:57:08","date_gmt":"2020-10-31T17:57:08","guid":{"rendered":"https:\/\/drjonathancummings.com\/blog\/?p=424"},"modified":"2020-10-31T13:57:08","modified_gmt":"2020-10-31T17:57:08","slug":"covid-19-analyses-october-31st-edition","status":"publish","type":"post","link":"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/","title":{"rendered":"COVID-19 Analyses, October 31st edition"},"content":{"rendered":"<p>It&#8217;s been awhile since and update and depending on your point of view COVID surges on at its study rate of spread, or is starting its second or third peak. Regardless of the point of view, some major statistical milestones have been reached.<\/p>\n<p><em>What follows are the statistics and visualizations regarding COVID-19 that I find informative, important, or were just interesting to me to create as I learn more about data visualization. There are plenty of other analyses available, and analyses that come from disease experts, which I am not, so I encourage you to read and look at those as well!<\/em><\/p>\n<p><em>The analyses use data last updated on 10\/31\/2020.<\/em><\/p>\n<h2>Global Analyses<\/h2>\n<h3>Recent Milestones &amp; Statistics of Note<\/h3>\n<p>The number of confirmed cases around the world has surpassed 46 million and total deaths are nearing 1.2 million. The 7-day average of daily cases continues to climb to record highs and is currently at 486 thousand. The 7-day average of daily deaths is climbing toward a new peak and currently is at 6,328 per day. The number of active cases worldwide <em>still<\/em> has not peaked! There are now more than 11.5 million people infected with COVID-19 right now. See <a href=\"https:\/\/www.worldometers.info\/coronavirus\/worldwide-graphs\/\">https:\/\/www.worldometers.info\/coronavirus\/worldwide-graphs\/<\/a> for visualizations of this data.<\/p>\n<h3>Global Total Cases<\/h3>\n<p>Currently the nation with the fewest per capita confirmed cases is Laos at 1 in every 304,595 individuals.<br \/>\nThe nation with the most per capita confirmed cases is Andorra at 1 in every 17 individuals.<br \/>\nThe global prevalence is 1 in every 169 individuals with a confirmed case of COVID-19, an increase from 1 in 309 on 8\/29\/2020 and 1 in 544 on 7\/17\/2020.<\/p>\n<figure id=\"attachment_431\" aria-describedby=\"caption-attachment-431\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"431\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-1-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-1-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Global Cases\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Distribution of national confirmed COVID-19 case prevalence.&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-1-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-431\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-1-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-1-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-1-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-431\" class=\"wp-caption-text\">Distribution of national confirmed COVID-19 case prevalence.<\/figcaption><\/figure>\n<h3>Global Deaths<\/h3>\n<p>There are 27 nations that have not reported a COVID-19 fatality.<br \/>\nCurrently the nation with the fewest per capita deaths is Burundi at 1 in every 12,004,819 individuals.<br \/>\nThe nation with the most per capita deaths is San Marino at 1 in every 808 individuals.<br \/>\nGlobally 1 in every 6,509 individuals have died from COVID-19, an increase from 1 in 9,189 on 8\/29\/2020 and 1 in 12,908 on 7\/17\/2020.<br \/>\n1 in every 39 individuals who have contracted COVID-19 have died, a death rate of 2.60%, a decrease from 3.36% on 8\/29\/2020.<\/p>\n<figure id=\"attachment_433\" aria-describedby=\"caption-attachment-433\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"433\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-3-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-3-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Global Deaths\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Distribution of national COVID-19 death prevalence&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-3-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-433\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-3-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-3-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-3-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-433\" class=\"wp-caption-text\">Distribution of national COVID-19 death prevalence<\/figcaption><\/figure>\n<p>For visualizations of the trend in global COVID-19 deaths, the relative proportion of deaths by region, and trends and national and state trends see the Financial Times COVID-19 Tracker: <a href=\"https:\/\/www.ft.com\/content\/a26fbf7e-48f8-11ea-aeb3-955839e06441?fbclid=IwAR20L3uTETAJCy5X2qYMeyR_X6T8asbacJIgJ3zLnQXKszY-fcbl88V2ppM\">Financial Times COVID-19 Tracker link<\/a><\/p>\n<h3>Global Active Cases<\/h3>\n<p>Currently their are 8 nations without any active cases of COVID-19, a decrease from 15 on 7\/17\/2020. The most populous nation without any active cases is Macao.<br \/>\nThe nation with the most per capita active cases is Belgium at 1 in every 31 individuals.<br \/>\nThe global prevalence is 1 in every 829 individuals with an active case of COVID-19, an increase from 1 in 1,260 on 8\/29\/2020 and 1 in 1,648 on 7\/17\/2020.<\/p>\n<figure id=\"attachment_432\" aria-describedby=\"caption-attachment-432\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"432\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-2-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-2-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Global Active Cases\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Distribution of national active COVID-19 case prevalence.&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-2-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-432\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-2-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-2-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-2-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-432\" class=\"wp-caption-text\">Distribution of national active COVID-19 case prevalence.<\/figcaption><\/figure>\n<h2>United States of America Analyses<\/h2>\n<h3>Recent Milestones &amp; Statistics of Note<\/h3>\n<p>In the USA, the number of confirmed cases in the USA has reached 9.3 million and the total number of deaths is over 235 thousand. This is now greater than the in action deaths from the Civil War (214k) and is trending toward in action US WWII deaths (295k). The 7-day average of daily cases continues to rise once again and exceeded 100 thousand today!<\/p>\n<p>The number of active cases plateaued in August and September and is rising. At 3.1 million active cases there are more potential sources of additional infections than ever.<\/p>\n<h3>National Status<\/h3>\n<p>In the USA 1 in every 36 people has had a confirmed case of COVID-19, 1 in every 1,410 individuals have died, and 1 in every 108 has an active case.<br \/>\nThe USA in ranked in position 14 for per capita cases, position 10 for per capita deaths, and position 11 for per capita active cases. These ranks were 9th, 11th, and 4th respectively on 8\/29\/2020.<\/p>\n<h3>USA Total Cases<\/h3>\n<p>Currently the state with the fewest per capita confirmed cases is Vermont at 1 in every 290 individuals.<br \/>\nThe state with the most per capita confirmed cases is North Dakota at 1 in every 18.<\/p>\n<figure id=\"attachment_425\" aria-describedby=\"caption-attachment-425\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"425\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-4-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-4-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US case map\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Map of Per Capita Confirmed Case Prevalence by State&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-4-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-425\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-4-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-4-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-4-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-425\" class=\"wp-caption-text\">Map of Per Capita Confirmed Case Prevalence by State<\/figcaption><\/figure>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"426\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-5-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-5-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US Active Cases\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Prevalence of Active Cases by State&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-5-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-426\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-5-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-5-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-5-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><\/p>\n<p>Prevalence of Active Cases by State<img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"441\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/us_cases-4\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Cases.gif?fit=1000%2C600&amp;ssl=1\" data-orig-size=\"1000,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US_Cases\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Cases.gif?fit=708%2C425&amp;ssl=1\" class=\"alignnone size-full wp-image-441\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Cases.gif?resize=708%2C425&#038;ssl=1\" alt=\"\" width=\"708\" height=\"425\" \/><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"440\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/us_cases_map-4\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Cases_Map.gif?fit=800%2C600&amp;ssl=1\" data-orig-size=\"800,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US_Cases_Map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Cases_Map.gif?fit=708%2C531&amp;ssl=1\" class=\"alignnone size-full wp-image-440\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Cases_Map.gif?resize=708%2C531&#038;ssl=1\" alt=\"\" width=\"708\" height=\"531\" \/><\/p>\n<h3>USA Deaths<\/h3>\n<p>Currently the state with the fewest per capita deaths is Vermont at 1 in every 10,758 individuals.<br \/>\nThe state with the most per capita deaths is New Jersey at 1 in every 539 individuals.<\/p>\n<p>In the USA 1 in every 40 individuals who have contracted COVID-19 have died, a death rate of 2.52% (3.77% on 7\/17\/2020).<\/p>\n<figure id=\"attachment_427\" aria-describedby=\"caption-attachment-427\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"427\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-6-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-6-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"USA Deaths Map\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Map of Per Capita Deaths by State&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-6-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-427\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-6-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-6-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-6-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-427\" class=\"wp-caption-text\">Map of Per Capita Deaths by State<\/figcaption><\/figure>\n<figure id=\"attachment_428\" aria-describedby=\"caption-attachment-428\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"428\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-7-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-7-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"USA Deaths\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Prevalence of Deaths by State&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-7-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-428\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-7-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-7-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-7-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-428\" class=\"wp-caption-text\">Prevalence of Deaths by State<\/figcaption><\/figure>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"439\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/us_deaths-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Deaths.gif?fit=1000%2C600&amp;ssl=1\" data-orig-size=\"1000,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US_Deaths\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Deaths.gif?fit=708%2C425&amp;ssl=1\" class=\"alignnone size-full wp-image-439\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Deaths.gif?resize=708%2C425&#038;ssl=1\" alt=\"\" width=\"708\" height=\"425\" \/><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"438\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/us_deaths_map-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Deaths_Map.gif?fit=800%2C600&amp;ssl=1\" data-orig-size=\"800,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US_Deaths_Map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Deaths_Map.gif?fit=708%2C531&amp;ssl=1\" class=\"alignnone size-full wp-image-438\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_Deaths_Map.gif?resize=708%2C531&#038;ssl=1\" alt=\"\" width=\"708\" height=\"531\" \/><\/p>\n<h3>USA Active Cases<\/h3>\n<p>Currently the state with the fewest per capita active cases is Vermont at 1 in every 2,026 individuals, a change from New Hampshire at 1 in 5.5k on 8\/29\/2020.<br \/>\nThe state with the most per capita active cases is Rhode Island at 1 in every 37 individuals.<\/p>\n<figure id=\"attachment_429\" aria-describedby=\"caption-attachment-429\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"429\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-8-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-8-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"USA Active Map\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Map of Per Capita Active Case Prevalence by State&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-8-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-429\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-8-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-8-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-8-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-429\" class=\"wp-caption-text\">Map of Per Capita Active Case Prevalence by State<\/figcaption><\/figure>\n<figure id=\"attachment_430\" aria-describedby=\"caption-attachment-430\" style=\"width: 672px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"430\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/figure-9-1-7\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-9-1.png?fit=672%2C480&amp;ssl=1\" data-orig-size=\"672,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"USA Active\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Prevalence of Active Cases by State&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-9-1.png?fit=672%2C480&amp;ssl=1\" class=\"size-full wp-image-430\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-9-1.png?resize=672%2C480&#038;ssl=1\" alt=\"\" width=\"672\" height=\"480\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-9-1.png?w=672&amp;ssl=1 672w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-9-1.png?resize=300%2C214&amp;ssl=1 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><figcaption id=\"caption-attachment-430\" class=\"wp-caption-text\">Prevalence of Active Cases by State<\/figcaption><\/figure>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"437\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/us_new_cases_map-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_New_Cases_Map.gif?fit=800%2C600&amp;ssl=1\" data-orig-size=\"800,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US_New_Cases_Map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_New_Cases_Map.gif?fit=708%2C531&amp;ssl=1\" class=\"alignnone size-full wp-image-437\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_New_Cases_Map.gif?resize=708%2C531&#038;ssl=1\" alt=\"\" width=\"708\" height=\"531\" \/><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"436\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/us_new_deaths_map-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_New_Deaths_Map.gif?fit=800%2C600&amp;ssl=1\" data-orig-size=\"800,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"US_New_Deaths_Map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_New_Deaths_Map.gif?fit=708%2C531&amp;ssl=1\" class=\"alignnone size-full wp-image-436\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/US_New_Deaths_Map.gif?resize=708%2C531&#038;ssl=1\" alt=\"\" width=\"708\" height=\"531\" \/><\/p>\n<h3>Regional Analyses<\/h3>\n<p>The following animations display the progression of COVID-19 in New England at the county level.<\/p>\n<h4>Cases<\/h4>\n<h5>7-Day Running Average of New Cases<\/h5>\n<p><img decoding=\"async\" src=\"NE_New_Cases_Map.gif\" alt=\"\" \/><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"435\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/ne_new_cases_map-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NE_New_Cases_Map.gif?fit=800%2C600&amp;ssl=1\" data-orig-size=\"800,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"NE_New_Cases_Map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NE_New_Cases_Map.gif?fit=708%2C531&amp;ssl=1\" class=\"alignnone size-full wp-image-435\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NE_New_Cases_Map.gif?resize=708%2C531&#038;ssl=1\" alt=\"\" width=\"708\" height=\"531\" \/><\/p>\n<h4>Deaths<\/h4>\n<h5>Seven Day Running Average of New Deaths<\/h5>\n<p><img decoding=\"async\" src=\"NE_New_Deaths_Map.gif\" alt=\"\" \/><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"434\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/ne_new_deaths_map-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NE_New_Deaths_Map.gif?fit=800%2C600&amp;ssl=1\" data-orig-size=\"800,600\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"NE_New_Deaths_Map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NE_New_Deaths_Map.gif?fit=708%2C531&amp;ssl=1\" class=\"alignnone size-full wp-image-434\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NE_New_Deaths_Map.gif?resize=708%2C531&#038;ssl=1\" alt=\"\" width=\"708\" height=\"531\" \/><\/p>\n<h3>Local Exposure Risk<\/h3>\n<p>There are also a number of resources available that are tracking how well COVID-19 is being controlled and the current status at a more local level. Two examples are <a href=\"https:\/\/covidactnow.org\/\">CovidActNow<\/a> and <a href=\"https:\/\/globalepidemics.org\/key-metrics-for-covid-suppression\/\">The Path to Zero<\/a>. I check Covid Act Now like I check the weather. Red is kind of like going out into a class 5 hurricane, Orange a tropical storm, Yellow a thunderstorm, and Green some rain. Regardless probably good to have your umbrella.<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"442\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/nh-covid-act-now-status-5\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-COVID-Act-Now-Status.png?fit=611%2C493&amp;ssl=1\" data-orig-size=\"611,493\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"NH COVID Act Now Status\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;COVID Act Now status&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-COVID-Act-Now-Status.png?fit=611%2C493&amp;ssl=1\" class=\"size-full wp-image-442\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-COVID-Act-Now-Status.png?resize=611%2C493&#038;ssl=1\" alt=\"\" width=\"611\" height=\"493\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-COVID-Act-Now-Status.png?w=611&amp;ssl=1 611w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-COVID-Act-Now-Status.png?resize=300%2C242&amp;ssl=1 300w\" sizes=\"auto, (max-width: 611px) 100vw, 611px\" \/><\/p>\n<p>NH COVID Act Now status<\/p>\n<figure id=\"attachment_443\" aria-describedby=\"caption-attachment-443\" style=\"width: 769px\" class=\"wp-caption alignnone\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"443\" data-permalink=\"https:\/\/drjonathancummings.com\/blog\/data-visualization\/2020\/10\/covid-19-analyses-october-31st-edition\/424\/attachment\/nh-map-of-active-cases-zoomed-6\/\" data-orig-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-Map-of-Active-Cases-zoomed.png?fit=769%2C762&amp;ssl=1\" data-orig-size=\"769,762\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"NH Map of Active Cases zoomed\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Number of active cases per town in southeastern NH by town&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-Map-of-Active-Cases-zoomed.png?fit=708%2C702&amp;ssl=1\" class=\"size-full wp-image-443\" src=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-Map-of-Active-Cases-zoomed.png?resize=708%2C702&#038;ssl=1\" alt=\"\" width=\"708\" height=\"702\" srcset=\"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-Map-of-Active-Cases-zoomed.png?w=769&amp;ssl=1 769w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-Map-of-Active-Cases-zoomed.png?resize=300%2C297&amp;ssl=1 300w, https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/NH-Map-of-Active-Cases-zoomed.png?resize=150%2C150&amp;ssl=1 150w\" sizes=\"auto, (max-width: 708px) 100vw, 708px\" \/><figcaption id=\"caption-attachment-443\" class=\"wp-caption-text\">Number of active cases per town in southeastern NH by town<\/figcaption><\/figure>\n<h1>Sources:<\/h1>\n<p><strong>Global, National and State Data<\/strong><br \/>\n<a href=\"https:\/\/www.worldometers.info\/coronavirus\/\">Worldometer<\/a><br \/>\n<em>This is my go to site for the raw data on current COVID-19 status at the global and state level<\/em><br \/>\n<a href=\"https:\/\/ourworldindata.org\/coronavirus?fbclid=IwAR07yo3cNGS_ntGDjaLXjvPM-0mkmdaMP8GfJR62UtlxVa2jLHJmjsE4gDU\">Our World in Data<\/a><br \/>\n<em>I don&#8217;t go here as often, but this site has the most in depth analysis and includes interactive and customizable visualizations<\/em><br \/>\n<a href=\"https:\/\/www.ft.com\/content\/a26fbf7e-48f8-11ea-aeb3-955839e06441\">Financial Times Global Deaths Tracking<\/a> &amp; <a href=\"https:\/\/ig.ft.com\/coronavirus-chart\">Financial Times Trends<\/a><br \/>\n<em>Good visualization for trends through time and comparing regions, nations, and states<\/em><\/p>\n<p><strong>Daily State and County Data<\/strong><br \/>\n<a href=\"https:\/\/usafacts.org\/visualizations\/coronavirus-covid-19-spread-map\/\">USAfacts<\/a> <em>My go to site for daily count data<\/em><\/p>\n<p><strong>New Hampshire Data<\/strong> <a href=\"https:\/\/www.nhpr.org\/post\/explore-data-tracking-covid-19-new-hampshire#stream\/0\">NHPR COVID-19 data tracking<\/a> <em>My go to site for NH data<\/em><\/p>\n<p><strong>Risk Status<\/strong> <a href=\"https:\/\/covidactnow.org\/\">CovidActNow<\/a> and <a href=\"https:\/\/globalepidemics.org\/key-metrics-for-covid-suppression\/\">The Path to Zero<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Depending on your point of view COVID surges on at its study rate of spread, or is starting its second or third peak. Regardless of the point of view, some major statistical milestones have been reached and winter is looking ominous.<\/p>\n","protected":false},"author":1,"featured_media":429,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"COVID-19 Analyses, October 31st edition featuring 100k new cases in a single day.","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[30],"tags":[31],"class_list":["post-424","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-visualization","tag-covid-19"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/drjonathancummings.com\/blog\/wp-content\/uploads\/2020\/10\/figure-8-1.png?fit=672%2C480&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paJPuX-6Q","jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/posts\/424","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/comments?post=424"}],"version-history":[{"count":2,"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/posts\/424\/revisions"}],"predecessor-version":[{"id":445,"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/posts\/424\/revisions\/445"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/media\/429"}],"wp:attachment":[{"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/media?parent=424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/categories?post=424"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/drjonathancummings.com\/blog\/wp-json\/wp\/v2\/tags?post=424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}