all edu.ucar.gdex GRID GRIB-1 Freely Available In ECMWF Technical Memo 859 released in January 2020, Simmons and his coauthors report that "the ERA5 analyses of lower stratospheric temperature exhibit a pronounced cold bias for the years 2000 to 2006. This is due to specifying background error covariances for the data assimilation that were inappropriate prior to availability during 2006 of GNSS radio occultation data in sufficient numbers to constrain a cold bias of the assimilating ERA5 model. A new set of analyses, termed ERA5.1, has thus been produced for the period from 2000 to 2006 using the background error covariances that were used to produce the ERA5 analyses for the years 1979 to 1999. ERA5.1 also includes the more restrictive ensemble assimilation of SBUV ozone data that was used in production of ERA5 for 1979 to 1999." "ERA5.1 provides analyses with better global-mean temperatures in the stratosphere and uppermost troposphere than provided by ERA5. ERA5.1 stands up well in comparison with ERA-Interim and other reanalyses in the lower stratosphere, although there are also lower-stratospheric temperature differences between ERA5 and other reanalyses in the 1980s and 1990s. These are due in part to differences in radiosonde temperature bias adjustment. The pronounced near-tropopause cold bias of ERA5 from 2000 to 2006 has implications for the representation of stratospheric humidity, for which ERA5.1 performs better, though by no means perfectly. ERA5.1 does not exhibit the spuriously high values of ozone that occur close to the South Pole in the polar nights of 2003 and 2004 in the ERA5 analyses. Synoptic evolution in the extratropical stratosphere is seen to be very similar in two cases involving splitting of the stratospheric polar vortex and secondary vortex formation by dynamical instability. The ERA5.1 representation of the QBO agrees slightly better with radiosonde wind data than that of ERA5. The dataset formed by merging ERA5.1 with ERA5 is generally more homogeneous over time than ERA5 alone. It nevertheless is problematic for global-mean upper stratospheric temperature for all but the most recent ten or so years." "ERA5.1 is very close to ERA5 in the lower and middle troposphere." ECMWF NCAR/GDEX 1.844 2020-07-18T18:51:07.807Z 1.317 2020-07-18T18:51:17.366Z 1.844 2020-07-18T18:51:11.568Z 1.320 2020-07-18T18:51:22.393Z 1.844 2020-07-18T18:51:16.743Z 1.305 2020-07-18T18:51:26.515Z 1.844 2020-07-18T18:51:23.179Z 1.325 2020-07-18T18:51:30.779Z 1.844 2020-07-18T18:51:28.413Z 1.341 2020-07-18T18:51:35.658Z 1.844 2020-07-18T18:51:34.555Z 1.335 2020-07-18T18:51:40.628Z 1.844 2020-07-18T18:51:40.959Z 1.321 2020-07-18T18:51:44.392Z 1.844 2020-07-18T18:51:46.353Z 1.344 2020-07-18T18:51:49.066Z 1.844 2020-07-18T18:51:52.782Z 1.329 2020-07-18T18:51:53.646Z 1.844 2020-07-18T18:51:58.721Z 1.338 2020-07-18T18:51:58.062Z 1.844 2020-07-18T18:52:04.813Z 1.339 2020-07-18T18:52:02.520Z 1.844 2020-07-18T18:52:11.053Z 1.328 2020-07-18T18:52:07.220Z 1.844 2020-07-18T18:52:17.439Z 1.324 2020-07-18T18:52:11.503Z 1.844 2020-07-18T18:52:23.376Z 1.311 2020-07-18T18:52:15.652Z 1.844 2020-07-18T18:52:30.044Z 1.311 2020-07-18T18:52:20.160Z 1.844 2020-07-18T18:52:36.374Z 1.308 2020-07-18T18:52:24.416Z 1.844 2020-07-18T18:52:42.520Z 1.312 2020-07-18T18:52:28.898Z 1.844 2020-07-18T18:52:48.395Z 1.298 2020-07-18T18:52:33.133Z 1.844 2020-07-18T18:52:54.253Z 1.341 2020-07-18T18:52:36.968Z 1.844 2020-07-18T18:53:01.220Z 1.335 2020-07-18T18:52:41.686Z 1.844 2020-07-18T18:53:07.153Z 1.325 2020-07-18T18:52:45.971Z 1.844 2020-07-18T18:53:13.833Z 1.329 2020-07-18T18:52:50.612Z 1.844 2020-07-18T18:53:20.419Z 1.344 2020-07-18T18:52:54.419Z 1.844 2020-07-18T18:53:26.401Z 1.344 2020-07-18T18:53:00.288Z 1.844 2020-07-18T18:53:33.932Z 1.338 2020-07-18T18:53:04.557Z 1.844 2020-07-18T18:53:39.721Z 1.333 2020-07-18T18:53:09.702Z 1.844 2020-07-18T18:53:46.067Z 1.321 2020-07-18T18:53:14.093Z 1.844 2020-07-18T18:53:52.027Z 1.329 2020-07-18T18:53:18.729Z 1.844 2020-07-18T18:53:57.516Z 1.335 2020-07-18T18:53:23.170Z 1.844 2020-07-18T18:54:03.938Z 1.336 2020-07-18T18:53:27.996Z 1.844 2020-07-18T18:54:09.605Z 1.329 2020-07-18T18:53:33.635Z 1.003 2020-07-18T18:54:13.396Z 131.2 2020-07-18T18:53:34.119Z 1.036 2020-07-18T18:54:17.016Z 127.7 2020-07-18T18:53:34.712Z 996.8 2020-07-18T18:54:20.852Z 134.6 2020-07-18T18:53:35.262Z 951.1 2020-07-18T18:54:23.582Z 136.9 2020-07-18T18:53:35.854Z 959.4 2020-07-18T18:54:26.648Z 137.9 2020-07-18T18:53:36.372Z 984.3 2020-07-18T18:54:30.374Z 133.7 2020-07-18T18:53:36.844Z 1.017 2020-07-18T18:54:33.479Z 132.2 2020-07-18T18:53:37.340Z 1.023 2020-07-18T18:54:36.608Z 133.7 2020-07-18T18:53:37.766Z 1.046 2020-07-18T18:54:40.152Z 134.7 2020-07-18T18:53:38.201Z 961.5 2020-07-18T18:54:42.941Z 135.9 2020-07-18T18:53:38.724Z 1.036 2020-07-18T18:54:46.980Z 133.1 2020-07-18T18:53:39.268Z 1.034 2020-07-18T18:54:50.273Z 133.3 2020-07-18T18:53:39.792Z 1.000 2020-07-18T18:54:53.074Z 135.0 2020-07-18T18:53:40.236Z 1.025 2020-07-18T18:54:57.063Z 134.2 2020-07-18T18:53:40.751Z 1.040 2020-07-18T18:55:00.740Z 131.8 2020-07-18T18:53:41.273Z 1.000 2020-07-18T18:55:03.990Z 132.6 2020-07-18T18:53:41.977Z 1.021 2020-07-18T18:55:08.014Z 133.4 2020-07-18T18:53:42.484Z 1.030 2020-07-18T18:55:11.805Z 134.3 2020-07-18T18:53:43.050Z 1.038 2020-07-18T18:55:15.692Z 133.0 2020-07-18T18:53:43.693Z 1.036 2020-07-18T18:55:19.215Z 134.0 2020-07-18T18:53:44.290Z 1.023 2020-07-18T18:55:22.878Z 131.6 2020-07-18T18:53:44.917Z 1.036 2020-07-18T18:55:26.030Z 134.6 2020-07-18T18:53:45.476Z 1.032 2020-07-18T18:55:29.846Z 131.4 2020-07-18T18:53:45.949Z 1.036 2020-07-18T18:55:32.931Z 133.3 2020-07-18T18:53:46.375Z 1.044 2020-07-18T18:55:36.674Z 133.8 2020-07-18T18:53:46.786Z 1.000 2020-07-18T18:55:40.536Z 136.0 2020-07-18T18:53:47.317Z 1.019 2020-07-18T18:55:43.500Z 134.1 2020-07-18T18:53:47.774Z 1.000 2020-07-18T18:55:47.216Z 132.3 2020-07-18T18:53:48.244Z 984.3 2020-07-18T18:55:50.458Z 133.6 2020-07-18T18:53:48.769Z 1.036 2020-07-18T18:55:55.548Z 126.3 2020-07-18T18:53:49.435Z 1.044 2020-07-18T18:55:59.364Z 124.2 2020-07-18T18:53:50.012Z 1.391 2020-07-18T18:56:04.665Z 238.2 2020-07-18T18:53:50.922Z 1.391 2020-07-18T18:56:09.411Z 221.8 2020-07-18T18:53:51.788Z 1.395 2020-07-18T18:56:15.226Z 224.9 2020-07-18T18:53:52.668Z 1.387 2020-07-18T18:56:19.322Z 233.1 2020-07-18T18:53:53.571Z 1.389 2020-07-18T18:56:24.524Z 239.1 2020-07-18T18:53:54.438Z 1.393 2020-07-18T18:56:29.514Z 234.8 2020-07-18T18:53:55.142Z 1.395 2020-07-18T18:56:33.837Z 233.2 2020-07-18T18:53:55.826Z 1.395 2020-07-18T18:56:38.880Z 239.0 2020-07-18T18:53:56.518Z 1.389 2020-07-18T18:56:43.682Z 234.5 2020-07-18T18:53:57.232Z 1.391 2020-07-18T18:56:48.598Z 242.0 2020-07-18T18:53:58.135Z 1.391 2020-07-18T18:56:53.483Z 226.4 2020-07-18T18:53:58.927Z 1.393 2020-07-18T18:56:59.006Z 227.2 2020-07-18T18:53:59.813Z 1.393 2020-07-18T18:57:04.035Z 237.9 2020-07-18T18:54:00.775Z 1.395 2020-07-18T18:57:09.276Z 230.6 2020-07-18T18:54:01.864Z 1.391 2020-07-18T18:57:14.634Z 227.5 2020-07-18T18:54:02.890Z 1.395 2020-07-18T18:57:19.193Z 235.2 2020-07-18T18:54:03.672Z 1.395 2020-07-18T18:57:23.769Z 235.6 2020-07-18T18:54:04.428Z 1.399 2020-07-18T18:57:28.882Z 224.9 2020-07-18T18:54:05.041Z 1.395 2020-07-18T18:57:33.818Z 234.6 2020-07-18T18:54:05.632Z 1.393 2020-07-18T18:57:39.435Z 234.6 2020-07-18T18:54:06.355Z 1.391 2020-07-18T18:57:44.233Z 234.0 2020-07-18T18:54:07.162Z 1.393 2020-07-18T18:57:49.655Z 233.4 2020-07-18T18:54:07.993Z 1.393 2020-07-18T18:57:53.661Z 236.7 2020-07-18T18:54:08.860Z 1.395 2020-07-18T18:57:58.328Z 238.5 2020-07-18T18:54:09.821Z 1.393 2020-07-18T18:58:03.208Z 232.4 2020-07-18T18:54:10.716Z 1.393 2020-07-18T18:58:08.772Z 247.9 2020-07-18T18:54:11.704Z 1.393 2020-07-18T18:58:14.058Z 245.2 2020-07-18T18:54:12.655Z 1.395 2020-07-18T18:58:19.554Z 245.5 2020-07-18T18:54:13.459Z 1.395 2020-07-18T18:58:24.518Z 225.5 2020-07-18T18:54:14.038Z 1.395 2020-07-18T18:58:29.710Z 215.1 2020-07-18T18:54:14.881Z 1.395 2020-07-18T18:58:34.742Z 215.6 2020-07-18T18:54:15.713Z 1.844 2020-07-18T18:58:40.617Z 1.059 2020-07-18T18:54:19.454Z 1.844 2020-07-18T18:58:47.803Z 1.057 2020-07-18T18:54:22.602Z 1.844 2020-07-18T18:58:54.170Z 1.031 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2020-07-18T18:55:22.544Z 1.844 2020-07-18T19:00:53.318Z 1.029 2020-07-18T18:55:25.671Z 1.844 2020-07-18T19:00:59.859Z 1.061 2020-07-18T18:55:29.455Z 1.844 2020-07-18T19:01:06.013Z 1.063 2020-07-18T18:55:32.841Z 1.844 2020-07-18T19:01:13.559Z 1.054 2020-07-18T18:55:36.516Z 1.844 2020-07-18T19:01:19.348Z 1.052 2020-07-18T18:55:40.628Z 1.844 2020-07-18T19:01:25.797Z 1.053 2020-07-18T18:55:43.686Z 1.844 2020-07-18T19:01:31.750Z 1.055 2020-07-18T18:55:47.457Z 1.844 2020-07-18T19:01:38.360Z 1.041 2020-07-18T18:55:50.354Z 1.844 2020-07-18T19:01:44.045Z 1.036 2020-07-18T18:55:55.904Z 1.844 2020-07-18T19:01:50.227Z 1.028 2020-07-18T18:55:59.455Z 1.844 2020-07-18T19:01:56.089Z 1.047 2020-07-18T18:56:03.081Z 1.844 2020-07-18T19:02:01.210Z 1.065 2020-07-18T18:56:07.033Z 1.844 2020-07-18T19:02:06.886Z 1.276 2020-07-18T18:56:11.903Z 1.844 2020-07-18T19:02:12.737Z 1.276 2020-07-18T18:56:17.124Z 1.844 2020-07-18T19:02:18.197Z 1.273 2020-07-18T18:56:20.792Z 1.844 2020-07-18T19:02:23.225Z 1.275 2020-07-18T18:56:26.148Z 1.844 2020-07-18T19:02:28.800Z 1.275 2020-07-18T18:56:30.918Z 1.844 2020-07-18T19:02:34.974Z 1.274 2020-07-18T18:56:34.688Z 1.844 2020-07-18T19:02:40.620Z 1.268 2020-07-18T18:56:38.885Z 1.844 2020-07-18T19:02:46.730Z 1.273 2020-07-18T18:56:42.894Z 1.844 2020-07-18T19:02:51.424Z 1.266 2020-07-18T18:56:47.582Z 1.844 2020-07-18T19:02:57.675Z 1.259 2020-07-18T18:56:52.088Z 1.844 2020-07-18T19:03:05.124Z 1.259 2020-07-18T18:56:57.132Z 1.844 2020-07-18T19:03:10.839Z 1.268 2020-07-18T18:57:00.818Z 1.844 2020-07-18T19:03:17.129Z 1.271 2020-07-18T18:57:05.704Z 1.844 2020-07-18T19:03:22.244Z 1.270 2020-07-18T18:57:10.055Z 1.844 2020-07-18T19:03:28.970Z 1.269 2020-07-18T18:57:14.679Z 1.844 2020-07-18T19:03:34.882Z 1.264 2020-07-18T18:57:19.292Z 1.844 2020-07-18T19:03:40.604Z 1.261 2020-07-18T18:57:23.288Z 1.844 2020-07-18T19:03:47.302Z 1.257 2020-07-18T18:57:27.879Z 1.844 2020-07-18T19:03:52.660Z 1.252 2020-07-18T18:57:32.206Z 1.844 2020-07-18T19:03:59.656Z 1.255 2020-07-18T18:57:36.749Z 1.844 2020-07-18T19:04:05.350Z 1.255 2020-07-18T18:57:42.059Z 1.844 2020-07-18T19:04:11.576Z 1.254 2020-07-18T18:57:46.878Z 1.844 2020-07-18T19:04:18.432Z 1.255 2020-07-18T18:57:51.066Z 1.844 2020-07-18T19:04:23.991Z 1.256 2020-07-18T18:57:54.685Z 1.844 2020-07-18T19:04:30.767Z 1.261 2020-07-18T18:57:59.061Z 1.844 2020-07-18T19:04:37.853Z 1.261 2020-07-18T18:58:03.932Z 1.844 2020-07-18T19:04:43.713Z 1.266 2020-07-18T18:58:08.990Z 1.844 2020-07-18T19:04:49.789Z 1.267 2020-07-18T18:58:13.874Z 1.844 2020-07-18T19:04:55.953Z 1.267 2020-07-18T18:58:18.817Z 1.844 2020-07-18T19:05:01.403Z 1.268 2020-07-18T18:58:23.213Z 1.844 2020-07-18T19:05:08.094Z 1.267 2020-07-18T18:58:28.057Z 1.844 2020-07-18T19:05:14.294Z 1.561 2020-07-18T18:58:33.779Z 1.844 2020-07-18T19:05:20.632Z 1.559 2020-07-18T18:58:39.232Z 1.844 2020-07-18T19:05:24.845Z 1.562 2020-07-18T18:58:45.555Z 1.844 2020-07-18T19:05:29.191Z 1.570 2020-07-18T18:58:50.481Z 1.844 2020-07-18T19:05:35.390Z 1.573 2020-07-18T18:58:56.198Z 1.844 2020-07-18T19:05:40.245Z 1.570 2020-07-18T18:59:00.846Z 1.844 2020-07-18T19:05:46.713Z 1.566 2020-07-18T18:59:07.147Z 1.844 2020-07-18T19:05:52.682Z 1.565 2020-07-18T18:59:15.890Z 1.844 2020-07-18T19:05:58.309Z 1.571 2020-07-18T18:59:22.117Z 1.844 2020-07-18T19:06:03.602Z 1.568 2020-07-18T18:59:27.573Z 1.844 2020-07-18T19:06:07.727Z 1.571 2020-07-18T18:59:32.633Z 1.844 2020-07-18T19:06:14.177Z 1.576 2020-07-18T18:59:38.548Z 1.844 2020-07-18T19:06:20.570Z 1.582 2020-07-18T18:59:43.846Z 1.844 2020-07-18T19:06:26.247Z 1.590 2020-07-18T18:59:50.153Z 1.844 2020-07-18T19:06:32.419Z 1.591 2020-07-18T18:59:55.276Z 1.844 2020-07-18T19:06:38.003Z 1.587 2020-07-18T19:00:01.230Z 1.844 2020-07-18T19:06:43.901Z 1.585 2020-07-18T19:00:11.123Z 1.844 2020-07-18T19:06:50.816Z 1.576 2020-07-18T19:00:17.121Z 1.844 2020-07-18T19:06:56.309Z 1.579 2020-07-18T19:00:21.554Z 1.844 2020-07-18T19:07:02.240Z 1.582 2020-07-18T19:00:28.112Z 1.844 2020-07-18T19:07:07.658Z 1.576 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2020-07-18T19:20:55.106Z