{"id":386191,"date":"2025-07-01T15:13:18","date_gmt":"2025-07-01T13:13:18","guid":{"rendered":"https:\/\/climatescience.press\/?p=386191"},"modified":"2025-07-01T15:13:20","modified_gmt":"2025-07-01T13:13:20","slug":"will-fewer-balloon-weather-observations-mean-reduced-forecast-skill","status":"publish","type":"post","link":"https:\/\/climatescience.press\/?p=386191","title":{"rendered":"Will Fewer Balloon Weather Observations Mean Reduced Forecast Skill?"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"491\" data-attachment-id=\"386207\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386207\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?fit=1283%2C872&amp;ssl=1\" data-orig-size=\"1283,872\" 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=\"0Screenshot 2025-07-01 151203\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?fit=723%2C491&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?resize=723%2C491&#038;ssl=1\" alt=\"\" class=\"wp-image-386207\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?resize=1024%2C696&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?resize=300%2C204&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?resize=768%2C522&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?resize=1200%2C816&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?w=1283&amp;ssl=1 1283w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">From The <a href=\"https:\/\/cliffmass.blogspot.com\/2025\/06\/will-fewer-balloon-weather-observations.html\">Cliff Mass Weather Blog<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Due to retirements and hiring suspensions, the number of launches of balloon-launched weather balloons (called radiosondes) has been reduced by about 10% in the U.S.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Specifically, of the 92 U.S. radiosonde locations, about ten have reduced launches either totally or partially.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"697\" height=\"1024\" data-attachment-id=\"386193\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386193\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-6.png?fit=960%2C1410&amp;ssl=1\" data-orig-size=\"960,1410\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-6.png?fit=697%2C1024&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-6.png?resize=697%2C1024&#038;ssl=1\" alt=\"\" class=\"wp-image-386193\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-6.png?resize=697%2C1024&amp;ssl=1 697w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-6.png?resize=204%2C300&amp;ssl=1 204w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-6.png?resize=768%2C1128&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-6.png?w=960&amp;ssl=1 960w\" sizes=\"auto, (max-width: 697px) 100vw, 697px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Several media sources have suggested this reduction could seriously degrade U.S. weather prediction (see samples below).\u00a0 \u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"217\" data-attachment-id=\"386194\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386194\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?fit=2126%2C638&amp;ssl=1\" data-orig-size=\"2126,638\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?fit=723%2C217&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?resize=723%2C217&#038;ssl=1\" alt=\"\" class=\"wp-image-386194\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?resize=1024%2C307&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?resize=300%2C90&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?resize=768%2C230&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?resize=1536%2C461&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?resize=2048%2C615&amp;ssl=1 2048w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?resize=1200%2C360&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-7.png?w=1446&amp;ssl=1 1446w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>But is this true?&nbsp;<\/strong>&nbsp;&nbsp;As discussed below, there are several reasons to expect that the impacts will be very small, not the least because balloon-launched weather observations now play a much, much smaller role in the modern observing network.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Why upper air data matters<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The atmosphere is fully three-dimensional, and predicting the weather requires understanding the 3D distribution of temperature, wind, and humidity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Such three-dimensional data is the starting point of the key technology of weather forecasting:&nbsp;<strong>numerical weather prediction (NWP),&nbsp;<\/strong>in which meteorologists simulate the evolution of the atmosphere by solving the equations describing atmospheric physics on the largest computers available<strong>.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Such forecasts start with a three-dimensional description of the atmosphere, called the&nbsp;<strong>initialization<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">During the early years of NWP (1950-1970), radiosondes were the only source of weather information above the surface.&nbsp; Absolutely critical.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The number of radiosondes has declined modestly over the years, with the current global network shown below.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lots over the U.S., Europe, and Southeast Asia.&nbsp; You will notice a major issue with the radiosonde distribution:&nbsp; there are few over the oceans and the polar regions, which encompass about 70% of the planet!<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"371\" data-attachment-id=\"386196\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386196\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?fit=1294%2C664&amp;ssl=1\" data-orig-size=\"1294,664\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?fit=723%2C371&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?resize=723%2C371&#038;ssl=1\" alt=\"\" class=\"wp-image-386196\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?resize=1024%2C525&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?resize=300%2C154&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?resize=768%2C394&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?resize=1200%2C616&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-8.png?w=1294&amp;ssl=1 1294w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The current U.S. radiosonde network is displayed below, with red circles indicating radiosonde sites that are either suspended or only launched once per day.\u00a0 Keep in mind that at most sites, these observations\u00a0<strong>are only made twice per day.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"526\" data-attachment-id=\"386197\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386197\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?fit=1704%2C1240&amp;ssl=1\" data-orig-size=\"1704,1240\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?fit=723%2C526&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?resize=723%2C526&#038;ssl=1\" alt=\"\" class=\"wp-image-386197\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?resize=1024%2C745&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?resize=300%2C218&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?resize=768%2C559&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?resize=1536%2C1118&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?resize=1200%2C873&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?w=1704&amp;ssl=1 1704w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-9.png?w=1446&amp;ssl=1 1446w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Is there any objective evidence that forecasts have declined with fewer U.S. radiosonde observations?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As far as I can tell, the answer is no.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I have gone through all the objective verification scores and could not find any degradation in National Weather Service forecast skill.&nbsp; For example, the 5-day precipitation scores over the U.S. in March 2025 are better than March 2024.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"493\" data-attachment-id=\"386199\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386199\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?fit=1600%2C1091&amp;ssl=1\" data-orig-size=\"1600,1091\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?fit=723%2C493&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?resize=723%2C493&#038;ssl=1\" alt=\"\" class=\"wp-image-386199\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?resize=1024%2C698&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?resize=300%2C205&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?resize=768%2C524&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?resize=1536%2C1047&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?resize=1200%2C818&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?w=1600&amp;ssl=1 1600w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-10.png?w=1446&amp;ssl=1 1446w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">I could show you a dozen more like this.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But we have to be careful here.&nbsp; Perhaps 2025 was an easier year to forecast.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To do this right, we need to do&nbsp;<strong>OSSEs<\/strong>&#8230;<em>observing system simulation experiments<\/em>&#8230; in which we run identical periods we different amounts of radiosonde data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>However, there are powerful arguments about why the radiosondes are no longer as important to weather prediction, and particularly whether the temporary loss of a few of them would make much of a difference.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Today, three-dimensional satellite observations are dominant&#8211;in fact, approximately 99% of the weather data used today in numerical weather prediction is from satellites.&nbsp; &nbsp; For example, we can determine the winds by tracking features in the infrared part of the spectrum.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"469\" data-attachment-id=\"386201\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386201\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?fit=2276%2C1476&amp;ssl=1\" data-orig-size=\"2276,1476\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?fit=723%2C469&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?resize=723%2C469&#038;ssl=1\" alt=\"\" class=\"wp-image-386201\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?resize=1024%2C664&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?resize=300%2C195&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?resize=768%2C498&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?resize=1536%2C996&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?resize=2048%2C1328&amp;ssl=1 2048w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?resize=1200%2C778&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?w=1446&amp;ssl=1 1446w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-11.png?w=2169&amp;ssl=1 2169w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Or we can use satellites to measure how humidity varies with height.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"459\" data-attachment-id=\"386202\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386202\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?fit=2308%2C1464&amp;ssl=1\" data-orig-size=\"2308,1464\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?fit=723%2C459&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?resize=723%2C459&#038;ssl=1\" alt=\"\" class=\"wp-image-386202\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?resize=1024%2C650&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?resize=300%2C190&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?resize=768%2C487&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?resize=1536%2C974&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?resize=2048%2C1299&amp;ssl=1 2048w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?resize=1200%2C761&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?w=1446&amp;ssl=1 1446w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-12.png?w=2169&amp;ssl=1 2169w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Other satellites measure temperature and humidity with height by noting how GPS signals are bent by the Earth&#8217;s atmosphere.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"463\" data-attachment-id=\"386204\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386204\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?fit=2312%2C1480&amp;ssl=1\" data-orig-size=\"2312,1480\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?fit=723%2C463&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?resize=723%2C463&#038;ssl=1\" alt=\"\" class=\"wp-image-386204\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?resize=1024%2C656&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?resize=300%2C192&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?resize=768%2C492&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?resize=1536%2C983&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?resize=2048%2C1311&amp;ssl=1 2048w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?resize=1200%2C768&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?w=1446&amp;ssl=1 1446w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-13.png?w=2169&amp;ssl=1 2169w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">I have hardly warmed up.&nbsp; There are dozens of other examples of how satellites provide detailed, three-dimensional weather data over the entire planet&#8230;over most of which there are no radiosondes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>But there is more<\/strong>.\u00a0 \u00a0Many aircraft take continuous observations in flight and provide vertical profiles of the atmosphere (called\u00a0<em>soundings<\/em>) are they take off and land at airports (see below).\u00a0 \u00a0Such soundings are very much like the radiosonde data but are taken at more locations and at more times.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"460\" data-attachment-id=\"386205\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=386205\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?fit=2276%2C1450&amp;ssl=1\" data-orig-size=\"2276,1450\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?fit=723%2C460&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?resize=723%2C460&#038;ssl=1\" alt=\"\" class=\"wp-image-386205\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?resize=1024%2C652&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?resize=300%2C191&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?resize=768%2C489&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?resize=1536%2C979&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?resize=2048%2C1305&amp;ssl=1 2048w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?resize=1200%2C764&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?w=1446&amp;ssl=1 1446w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/image-14.png?w=2169&amp;ssl=1 2169w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>The bottom line of all this is that balloon-launched weather instruments (radiosondes) are now only a very, very small proportion of the atmospheric weather data used by meteorologists for weather prediction<\/strong>.&nbsp; &nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As a result, a loss of a few observations over a portion of one country probably has very little impact.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Thus, the headlines of gloom and doom are probably wrong.&nbsp; &nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Let me be clear&#8230;. I think we should restore the U.S. radiosonde network and then complete careful experiments to determine how many of them are really needed for calibrating the satellite data and other uses.\u00a0 From what I have learned, restoration of the missing radiosondes will occur over the next few months, with the National Weather Service now hiring again.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Due to retirements and hiring suspensions, the number of launches of balloon-launched weather balloons (called radiosondes) has been reduced by about 10% in the U.S.\u00a0<\/p>\n","protected":false},"author":121246920,"featured_media":386207,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_crdt_document":"","advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":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":"","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},"jetpack_post_was_ever_published":false},"categories":[1],"tags":[691836176,691836180,691836177,691836179,691836181,691836178],"class_list":{"0":"post-386191","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-uncategorized","8":"tag-balloon-launched-weather-balloons","9":"tag-numerical-weather-prediction-nwp","10":"tag-radiosondes","11":"tag-three-dimensional-data","12":"tag-u-s-radiosonde-network","13":"tag-u-s-weather-prediction","15":"fallback-thumbnail"},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/07\/0Screenshot-2025-07-01-151203.png?fit=1283%2C872&ssl=1","jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paxLW1-1CsT","jetpack-related-posts":[{"id":336492,"url":"https:\/\/climatescience.press\/?p=336492","url_meta":{"origin":386191,"position":0},"title":"CERES team presentations at the DDP conference in El Paso, TX, July 2024","author":"uwe.roland.gross","date":"15\/07\/2024","format":false,"excerpt":"The CERES team were kindly invited to contribute not just one, but three presentations at the Doctors for Disaster Preparedness (DDP)\u2019s 42nd annual conference. This year it was hosted in El Paso, TX and the theme was \u201cAre We in a Hybrid War on Science and the West?\u201c.","rel":"","context":"In \"CERES team\"","block_context":{"text":"CERES team","link":"https:\/\/climatescience.press\/?tag=ceres-team"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/07\/15628779830_875c4f3759_k.jpg?fit=1200%2C636&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/07\/15628779830_875c4f3759_k.jpg?fit=1200%2C636&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/07\/15628779830_875c4f3759_k.jpg?fit=1200%2C636&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/07\/15628779830_875c4f3759_k.jpg?fit=1200%2C636&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/07\/15628779830_875c4f3759_k.jpg?fit=1200%2C636&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":226676,"url":"https:\/\/climatescience.press\/?p=226676","url_meta":{"origin":386191,"position":1},"title":"Third world Australian Met Bureau cuts back on weather balloons. Scientists say it\u2019s \u201ckind of horrific\u201d.","author":"uwe.roland.gross","date":"31\/10\/2022","format":false,"excerpt":"\u201cIf you think your public forecasts have gotten worse, that\u2019s because they have,\u201d\u00a0one meteorologist says.","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/10\/image-1415.png?fit=1080%2C604&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/10\/image-1415.png?fit=1080%2C604&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/10\/image-1415.png?fit=1080%2C604&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/10\/image-1415.png?fit=1080%2C604&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/10\/image-1415.png?fit=1080%2C604&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":200082,"url":"https:\/\/climatescience.press\/?p=200082","url_meta":{"origin":386191,"position":2},"title":"Radiosonde Temps Show Northern Hemisphere, Tropical Warming Has Mostly Paused Since 1998","author":"uwe.roland.gross","date":"16\/05\/2022","format":false,"excerpt":"A new study indicates nearly all the Northern Hemisphere and Tropical warming in the last 40 years occurred by the late 1990s. CO2 has risen by about 50 ppm since 1998 (367 to 418 ppm). Interestingly, upper-air measurements of temperature from balloon-borne sensor radiosonde data, shown below in the image\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/05\/0Northern-Hemisphere-and-Tropics-temperatures-nearly-flat-since-1998-Madonna-2022.jpg?fit=1018%2C811&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/05\/0Northern-Hemisphere-and-Tropics-temperatures-nearly-flat-since-1998-Madonna-2022.jpg?fit=1018%2C811&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/05\/0Northern-Hemisphere-and-Tropics-temperatures-nearly-flat-since-1998-Madonna-2022.jpg?fit=1018%2C811&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2022\/05\/0Northern-Hemisphere-and-Tropics-temperatures-nearly-flat-since-1998-Madonna-2022.jpg?fit=1018%2C811&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":422268,"url":"https:\/\/climatescience.press\/?p=422268","url_meta":{"origin":386191,"position":3},"title":"Weather Reanalysis Models","author":"uwe.roland.gross","date":"20\/01\/2026","format":false,"excerpt":"The reanalysis models assimilate surface measurements and satellite data in addition to radiosonde data and blend the measurements together into a global or regional grid using a general circulation atmospheric model.","rel":"","context":"In \"Dr. Hans Hersbach\"","block_context":{"text":"Dr. Hans Hersbach","link":"https:\/\/climatescience.press\/?tag=dr-hans-hersbach"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/image-360.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/image-360.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/image-360.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/image-360.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":421404,"url":"https:\/\/climatescience.press\/?p=421404","url_meta":{"origin":386191,"position":4},"title":"Tropical Tropospheric Temperature Trends, 1979-2025: The Epic Climate Model Failure Continues","author":"uwe.roland.gross","date":"15\/01\/2026","format":false,"excerpt":"As a follow-on to my\u00a0recent post\u00a0regarding global surface air temperature trends (1979-2025) and how they compare to climate models, this is an update on a similar comparison for tropical tropospheric temperature trends, courtesy of tabulations made by John Christy. It also represents an update to my popular\u00a0\u201cepic fail\u201d blog post\u00a0from\u2026","rel":"","context":"In \"anthropogenic greenhouse gas (GHG)\"","block_context":{"text":"anthropogenic greenhouse gas (GHG)","link":"https:\/\/climatescience.press\/?tag=anthropogenic-greenhouse-gas-ghg"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/0Screenshot-2026-01-15-101000.png?fit=1200%2C602&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/0Screenshot-2026-01-15-101000.png?fit=1200%2C602&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/0Screenshot-2026-01-15-101000.png?fit=1200%2C602&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/0Screenshot-2026-01-15-101000.png?fit=1200%2C602&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/01\/0Screenshot-2026-01-15-101000.png?fit=1200%2C602&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":346699,"url":"https:\/\/climatescience.press\/?p=346699","url_meta":{"origin":386191,"position":5},"title":"Is the Top of Mount Rainier Shrinking Due to Global Warming?","author":"uwe.roland.gross","date":"14\/10\/2024","format":false,"excerpt":"The Seattle Times had a startling revelation on its front page last Sunday: the top of Mount Rainier is shrinking due to global warming. According to this article, the frozen ice cap at the summit is melting \u201cas the atmosphere warms.\u201d Unfortunately, this claim is false and can easily be\u2026","rel":"","context":"In \"climate activists\"","block_context":{"text":"climate activists","link":"https:\/\/climatescience.press\/?tag=climate-activists"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/10\/0071231_142722.jpg?fit=967%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/10\/0071231_142722.jpg?fit=967%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/10\/0071231_142722.jpg?fit=967%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/10\/0071231_142722.jpg?fit=967%2C1200&ssl=1&resize=700%2C400 2x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts\/386191","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/users\/121246920"}],"replies":[{"embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=386191"}],"version-history":[{"count":8,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts\/386191\/revisions"}],"predecessor-version":[{"id":386209,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts\/386191\/revisions\/386209"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/media\/386207"}],"wp:attachment":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=386191"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=386191"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=386191"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}