{"id":5642,"date":"2014-08-21T10:37:33","date_gmt":"2014-08-21T08:37:33","guid":{"rendered":"http:\/\/www.randform.org\/blog\/?p=5642"},"modified":"2021-12-29T12:00:49","modified_gmt":"2021-12-29T11:00:49","slug":"on-the-deterioration-of-data","status":"publish","type":"post","link":"https:\/\/www.randform.org\/blog\/?p=5642","title":{"rendered":"On the deterioration of data"},"content":{"rendered":"<p>Tim and me are currently working on a interactive browser visualization using temperature data from <a href=\"http:\/\/en.wikipedia.org\/wiki\/HadCRUT\">HADCRUT<\/a>, namely the <a href=\"http:\/\/www.cru.uea.ac.uk\/cru\/data\/temperature\/crutem4\/station-data.htm\">CRUTEM 4 temperature station data<\/a> which we map with the help of the open source <a href=\"http:\/\/www.webglearth.org\/api\">web GL earth API<\/a> (which seems to be to quite some extend the work of the <a href=\"http:\/\/www.klokantech.com\/company\/\">Czech-Swiss company Klokan technologies<\/a>) onto a model of the earth (covered with <a href=\"http:\/\/www.openstreetmap.org\/\">open street maps<\/a>).<br \/>\nThe visualization is still work in progress, but what is already visible is that the temperature data is quite deteriorating (please see also the <a href=\"http:\/\/www.randform.org\/blog\/?p=5626\">previous randform post<\/a> on the topic of deteriorization of data). Where it looks as if the deterioration had been bigger in the years from 2000-2009 than in the years 1980-2000. Below you can see screenshots of various regions of the world for the month of January for the years 1980, 2000 and 2009. The color of a rectangle indicates the (monthly) temperature value for the respective station (the station is represented by a rectangle around its coordinates) which is encoded with the usual hue encoding (blue is cold, red is hot). Black rectangles are invalid data. The CRUTEM 4 data file contains the data of 4634 stations. Mapping all the station data makes the visualization very slow, especially for scaling, therefore the slightly different scalings\/views for each region and the fact that screenshots are on display. The interactive application will probably be not for all stations at once.<\/p>\n<p>North America:<br \/>\n<br \/>\n<a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica1980Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica1980Jan450.jpg\" alt=\"\" title=\"NorthAmerica1980Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5643\"  style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica1980Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica1980Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 1980<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2000Jan4501.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2000Jan4501.jpg\" alt=\"\" title=\"NorthAmerica2000Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5645\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2000Jan4501.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2000Jan4501-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2000<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2009Jan450.jpg\"><br \/>\n<img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2009Jan450.jpg\" alt=\"\" title=\"NorthAmerica2009Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5646\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2009Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/NorthAmerica2009Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2009<\/p>\n<p>Africa:<br \/>\n<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa1980Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa1980Jan450.jpg\" alt=\"\" title=\"Africa1980Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5647\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa1980Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa1980Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 1980<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2000Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2000Jan450.jpg\" alt=\"\" title=\"Africa2000Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5648\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2000Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2000Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2000<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2009Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2009Jan450.jpg\" alt=\"\" title=\"Africa2009Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5649\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2009Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Africa2009Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2009<\/p>\n<p>Asia:<br \/>\n<br \/>\n<a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia1980Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia1980Jan450.jpg\" alt=\"\" title=\"Asia1980Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5650\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia1980Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia1980Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 1980<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2000Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2000Jan450.jpg\" alt=\"\" title=\"Asia2000Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5651\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2000Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2000Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2000<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2009Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2009Jan450.jpg\" alt=\"\" title=\"Asia2009Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5652\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2009Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Asia2009Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2009<\/p>\n<p>Eurasia\/Northern Africa:<br \/>\n<br \/>\n<a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica1980Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica1980Jan450.jpg\" alt=\"\" title=\"EurasiaAfrica1980Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5656\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica1980Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica1980Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 1980<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2000Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2000Jan450.jpg\" alt=\"\" title=\"EurasiaAfrica2000Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5657\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2000Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2000Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2000<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2009Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2009Jan450.jpg\" alt=\"\" title=\"EurasiaAfrica2009Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5658\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2009Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/EurasiaAfrica2009Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2009<\/p>\n<p>Northpole:<br \/>\n<br \/>\n<a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole1980Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole1980Jan450.jpg\" alt=\"\" title=\"Northpole1980Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5653\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole1980Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole1980Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 1980<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2000Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2000Jan450.jpg\" alt=\"\" title=\"Northpole2000Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5654\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2000Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2000Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2000<\/p>\n<p><a href=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2009Jan450.jpg\"><img src=\"http:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2009Jan450.jpg\" alt=\"\" title=\"Northpole2009Jan450\" width=\"450\" height=\"300\" class=\"aligncenter size-full wp-image-5655\" style=\"border:5px solid black\" srcset=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2009Jan450.jpg 450w, https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/Northpole2009Jan450-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/a><br \/>\nJan 2009<\/p>\n<p>update June 15, 2019:<br \/>\nThere is now a similar interactive visualization at NASA for the GHCN data set at <a href=\"https:\/\/data.giss.nasa.gov\/gistemp\/stdata\/\">https:\/\/data.giss.nasa.gov\/gistemp\/stdata\/<\/a><\/p>\n<p>update December 29, 2021:<br \/>\nThe link to our interactive temperature visualization, which was announced above in the post is <a href=\"http:\/\/nad0815.github.io\/climate\/tempGlobe\/\">here<\/a>, the corresponding post about it is <a href=\"https:\/\/www.randform.org\/blog\/?p=5676\">here.<\/a><\/p>\n<p>The GHCN page linked on June 15, 2019 doesn&#8217;t show any station data anymore:<br \/>\n<vspace 3mm><br \/>\n<a href=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/GissTempScreenshot0.png\"><img src=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/GissTempScreenshot0.png\" alt=\"\" width=\"450\" height=\"470\" class=\"aligncenter size-full wp-image-7599\" \/><\/a><\/p>\n<p>There is currently a new page with a &#8220;version 4 dataset&#8221; <a href=\"https:\/\/data.giss.nasa.gov\/gistemp\/station_data_v4_globe\/\">here.<\/a> This is how it currently looks like:<br \/>\n<vspace 3mm><br \/>\n<a href=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/GissTempScreenshot2.png\"><img src=\"https:\/\/www.randform.org\/blog\/wp-content\/2014\/08\/GissTempScreenshot2.png\" alt=\"\" width=\"450\" height=\"500\" class=\"aligncenter size-full wp-image-7603\" \/><\/a><br \/>\n<vspace 3mm><br \/>\nApriori this looks as if most of the stations are &#8220;back on track&#8221; but then I couldn&#8217;t find out within a decent time how much of this data is &#8220;reconstructed&#8221; in the sense of &#8220;educated guess&#8221; and how much is actual data from the respective stations. Another thing that caught my attention was that the content of the tooltipmenu of each station is partially non accessible, I don&#8217;t remember whether this is a new phenomenon.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tim and me are currently working on a interactive browser visualization using temperature data from HADCRUT, namely the CRUTEM 4 temperature station data which we map with the help of the open source web GL earth API (which seems to be to quite some extend the work of the Czech-Swiss company Klokan technologies) onto a [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[3,4,25,15,26,8,6,14],"tags":[],"_links":{"self":[{"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=\/wp\/v2\/posts\/5642"}],"collection":[{"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5642"}],"version-history":[{"count":24,"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=\/wp\/v2\/posts\/5642\/revisions"}],"predecessor-version":[{"id":7607,"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=\/wp\/v2\/posts\/5642\/revisions\/7607"}],"wp:attachment":[{"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5642"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.randform.org\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}