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." 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2021-07-05T00:14:31.401Z 1.844 2021-07-04T19:51:41.771Z 1.293 2021-07-05T00:14:32.239Z 1.844 2021-07-04T19:51:42.713Z 1.315 2021-07-05T00:14:33.159Z 1.844 2021-07-04T19:51:43.648Z 1.294 2021-07-05T00:14:34.118Z 1.844 2021-07-04T19:51:44.608Z 1.316 2021-07-05T00:14:35.022Z 1.844 2021-07-04T19:51:45.846Z 1.329 2021-07-05T00:14:35.919Z 1.844 2021-07-04T19:51:47.033Z 1.334 2021-07-05T00:14:36.810Z 1.844 2021-07-04T19:51:48.016Z 1.322 2021-07-05T00:14:37.685Z 1.844 2021-07-04T19:51:49.161Z 1.320 2021-07-05T00:14:38.581Z 1.844 2021-07-04T19:51:50.351Z 1.327 2021-07-05T00:14:39.638Z 1.844 2021-07-04T19:51:51.308Z 1.319 2021-07-05T00:14:40.762Z 1.844 2021-07-04T19:51:52.312Z 1.320 2021-07-05T00:14:41.776Z 1.844 2021-07-04T19:51:53.363Z 1.345 2021-07-05T00:14:42.762Z 1.844 2021-07-04T19:51:54.321Z 1.358 2021-07-05T00:14:43.524Z 1.844 2021-07-04T19:51:55.552Z 1.348 2021-07-05T00:14:44.276Z 1.844 2021-07-04T19:51:56.782Z 1.331 2021-07-05T00:14:45.375Z 1.040 2021-07-04T19:51:57.493Z 125.6 2021-07-05T00:14:45.529Z 1.030 2021-07-04T19:51:58.275Z 127.6 2021-07-05T00:14:45.743Z 1.032 2021-07-04T19:51:58.972Z 132.5 2021-07-05T00:14:45.903Z 1.034 2021-07-04T19:51:59.683Z 128.9 2021-07-05T00:14:46.052Z 1.046 2021-07-04T19:52:00.560Z 131.1 2021-07-05T00:14:46.207Z 1.011 2021-07-04T19:52:01.236Z 133.4 2021-07-05T00:14:46.416Z 1.027 2021-07-04T19:52:01.955Z 131.5 2021-07-05T00:14:46.658Z 1.023 2021-07-04T19:52:02.685Z 130.2 2021-07-05T00:14:46.868Z 1.017 2021-07-04T19:52:03.425Z 129.0 2021-07-05T00:14:47.150Z 1.025 2021-07-04T19:52:04.214Z 130.9 2021-07-05T00:14:47.422Z 1.042 2021-07-04T19:52:04.911Z 131.6 2021-07-05T00:14:47.636Z 1.036 2021-07-04T19:52:05.707Z 131.9 2021-07-05T00:14:47.807Z 1.042 2021-07-04T19:52:06.343Z 129.7 2021-07-05T00:14:47.967Z 1.046 2021-07-04T19:52:07.039Z 125.6 2021-07-05T00:14:48.139Z 1.046 2021-07-04T19:52:07.589Z 124.7 2021-07-05T00:14:48.295Z 1.046 2021-07-04T19:52:08.279Z 125.9 2021-07-05T00:14:48.494Z 1.034 2021-07-04T19:52:08.924Z 129.0 2021-07-05T00:14:48.650Z 1.032 2021-07-04T19:52:09.672Z 131.8 2021-07-05T00:14:48.816Z 1.044 2021-07-04T19:52:10.238Z 133.6 2021-07-05T00:14:48.958Z 1.038 2021-07-04T19:52:10.992Z 133.0 2021-07-05T00:14:49.196Z 1.032 2021-07-04T19:52:11.696Z 136.1 2021-07-05T00:14:49.410Z 1.009 2021-07-04T19:52:12.421Z 139.0 2021-07-05T00:14:49.622Z 1.019 2021-07-04T19:52:13.124Z 137.1 2021-07-05T00:14:49.805Z 1.023 2021-07-04T19:52:13.826Z 136.3 2021-07-05T00:14:50.024Z 1.027 2021-07-04T19:52:14.530Z 138.8 2021-07-05T00:14:50.230Z 996.8 2021-07-04T19:52:15.358Z 135.9 2021-07-05T00:14:50.430Z 1.030 2021-07-04T19:52:16.016Z 136.2 2021-07-05T00:14:50.602Z 1.050 2021-07-04T19:52:16.757Z 134.3 2021-07-05T00:14:50.799Z 1.079 2021-07-04T19:52:17.491Z 128.7 2021-07-05T00:14:50.975Z 1.069 2021-07-04T19:52:18.210Z 129.4 2021-07-05T00:14:51.137Z 1.048 2021-07-04T19:52:19.011Z 134.1 2021-07-05T00:14:51.363Z 1.395 2021-07-04T19:52:19.997Z 229.2 2021-07-05T00:14:51.597Z 1.395 2021-07-04T19:52:21.033Z 224.7 2021-07-05T00:14:51.824Z 1.393 2021-07-04T19:52:22.030Z 223.9 2021-07-05T00:14:52.143Z 1.395 2021-07-04T19:52:23.012Z 222.2 2021-07-05T00:14:52.331Z 1.393 2021-07-04T19:52:23.796Z 229.3 2021-07-05T00:14:52.554Z 1.395 2021-07-04T19:52:24.712Z 235.9 2021-07-05T00:14:52.801Z 1.395 2021-07-04T19:52:25.672Z 230.4 2021-07-05T00:14:53.090Z 1.395 2021-07-04T19:52:26.617Z 224.4 2021-07-05T00:14:53.506Z 1.391 2021-07-04T19:52:30.254Z 223.4 2021-07-05T00:14:53.740Z 1.395 2021-07-04T19:52:31.149Z 221.0 2021-07-05T00:14:54.008Z 1.391 2021-07-04T19:52:32.048Z 223.3 2021-07-05T00:14:54.228Z 1.395 2021-07-04T19:52:33.024Z 224.1 2021-07-05T00:14:54.624Z 1.393 2021-07-04T19:52:33.977Z 223.9 2021-07-05T00:14:54.846Z 1.393 2021-07-04T19:52:34.885Z 229.2 2021-07-05T00:14:55.060Z 1.393 2021-07-04T19:52:36.386Z 235.1 2021-07-05T00:14:55.281Z 1.393 2021-07-04T19:52:37.288Z 228.3 2021-07-05T00:14:55.546Z 1.395 2021-07-04T19:52:38.036Z 230.8 2021-07-05T00:14:55.774Z 1.393 2021-07-04T19:52:38.930Z 228.2 2021-07-05T00:14:56.030Z 1.393 2021-07-04T19:52:39.672Z 226.0 2021-07-05T00:14:56.302Z 1.389 2021-07-04T19:52:40.671Z 231.9 2021-07-05T00:14:56.541Z 1.387 2021-07-04T19:52:41.736Z 236.4 2021-07-05T00:14:56.814Z 1.385 2021-07-04T19:52:42.785Z 236.2 2021-07-05T00:14:57.048Z 1.383 2021-07-04T19:52:43.684Z 234.4 2021-07-05T00:14:57.264Z 1.391 2021-07-04T19:52:44.842Z 231.3 2021-07-05T00:14:57.487Z 1.395 2021-07-04T19:52:46.107Z 227.9 2021-07-05T00:14:57.750Z 1.387 2021-07-04T19:52:47.636Z 233.3 2021-07-05T00:14:57.971Z 1.395 2021-07-04T19:52:48.663Z 230.4 2021-07-05T00:14:58.207Z 1.395 2021-07-04T19:52:49.557Z 228.6 2021-07-05T00:14:58.446Z 1.395 2021-07-04T19:52:50.631Z 228.9 2021-07-05T00:14:58.682Z 1.395 2021-07-04T19:52:52.285Z 228.8 2021-07-05T00:14:58.954Z 1.395 2021-07-04T19:52:53.311Z 220.7 2021-07-05T00:14:59.259Z 1.844 2021-07-04T19:52:54.622Z 1.062 2021-07-05T00:15:00.068Z 1.844 2021-07-04T19:52:55.966Z 1.055 2021-07-05T00:15:00.820Z 1.844 2021-07-04T19:52:57.134Z 1.045 2021-07-05T00:15:01.536Z 1.844 2021-07-04T19:52:58.162Z 1.052 2021-07-05T00:15:02.139Z 1.844 2021-07-04T19:52:59.339Z 1.059 2021-07-05T00:15:03.069Z 1.844 2021-07-04T19:53:00.374Z 1.059 2021-07-05T00:15:03.719Z 1.844 2021-07-04T19:53:01.463Z 1.037 2021-07-05T00:15:04.405Z 1.844 2021-07-04T19:53:02.579Z 1.011 2021-07-05T00:15:04.991Z 1.844 2021-07-04T19:53:03.731Z 1.016 2021-07-05T00:15:05.568Z 1.844 2021-07-04T19:53:05.099Z 1.023 2021-07-05T00:15:06.304Z 1.844 2021-07-04T19:53:06.322Z 1.047 2021-07-05T00:15:07.008Z 1.844 2021-07-04T19:53:07.499Z 1.013 2021-07-05T00:15:07.740Z 1.844 2021-07-04T19:53:08.785Z 1.023 2021-07-05T00:15:08.501Z 1.844 2021-07-04T19:53:09.762Z 1.036 2021-07-05T00:15:09.101Z 1.844 2021-07-04T19:53:10.724Z 1.050 2021-07-05T00:15:09.878Z 1.844 2021-07-04T19:53:11.972Z 1.044 2021-07-05T00:15:10.501Z 1.844 2021-07-04T19:53:13.428Z 1.045 2021-07-05T00:15:11.228Z 1.844 2021-07-04T19:53:15.050Z 1.047 2021-07-05T00:15:11.935Z 1.844 2021-07-04T19:53:16.598Z 1.051 2021-07-05T00:15:12.785Z 1.844 2021-07-04T19:53:17.908Z 1.051 2021-07-05T00:15:13.530Z 1.844 2021-07-04T19:53:18.957Z 1.052 2021-07-05T00:15:14.155Z 1.844 2021-07-04T19:53:20.137Z 1.044 2021-07-05T00:15:15.072Z 1.844 2021-07-04T19:53:21.300Z 1.040 2021-07-05T00:15:15.693Z 1.844 2021-07-04T19:53:22.463Z 1.050 2021-07-05T00:15:16.407Z 1.844 2021-07-04T19:53:23.762Z 1.054 2021-07-05T00:15:17.534Z 1.844 2021-07-04T19:53:26.812Z 1.029 2021-07-05T00:15:18.191Z 1.844 2021-07-04T19:53:28.333Z 1.037 2021-07-05T00:15:18.843Z 1.844 2021-07-04T19:53:29.367Z 1.056 2021-07-05T00:15:19.435Z 1.844 2021-07-04T19:53:30.616Z 1.052 2021-07-05T00:15:20.140Z 1.844 2021-07-04T19:53:31.978Z 1.051 2021-07-05T00:15:20.794Z 1.844 2021-07-04T19:53:33.415Z 1.053 2021-07-05T00:15:21.710Z 1.844 2021-07-04T19:53:34.663Z 1.285 2021-07-05T00:15:23.034Z 1.844 2021-07-04T19:53:35.975Z 1.284 2021-07-05T00:15:23.951Z 1.844 2021-07-04T19:53:37.283Z 1.282 2021-07-05T00:15:24.983Z 1.844 2021-07-04T19:53:38.537Z 1.283 2021-07-05T00:15:25.805Z 1.844 2021-07-04T19:53:39.837Z 1.287 2021-07-05T00:15:26.610Z 1.844 2021-07-04T19:53:41.068Z 1.285 2021-07-05T00:15:27.453Z 1.844 2021-07-04T19:53:42.246Z 1.281 2021-07-05T00:15:28.443Z 1.844 2021-07-04T19:53:43.226Z 1.280 2021-07-05T00:15:29.349Z 1.844 2021-07-04T19:53:44.462Z 1.279 2021-07-05T00:15:30.306Z 1.844 2021-07-04T19:53:45.683Z 1.278 2021-07-05T00:15:31.120Z 1.844 2021-07-04T19:53:46.852Z 1.276 2021-07-05T00:15:31.998Z 1.844 2021-07-04T19:53:47.917Z 1.271 2021-07-05T00:15:32.791Z 1.844 2021-07-04T19:53:49.113Z 1.271 2021-07-05T00:15:33.670Z 1.844 2021-07-04T19:53:50.215Z 1.272 2021-07-05T00:15:34.527Z 1.844 2021-07-04T19:53:51.318Z 1.275 2021-07-05T00:15:35.379Z 1.844 2021-07-04T19:53:52.614Z 1.272 2021-07-05T00:15:36.296Z 1.844 2021-07-04T19:53:53.914Z 1.269 2021-07-05T00:15:37.218Z 1.844 2021-07-04T19:53:55.148Z 1.269 2021-07-05T00:15:38.214Z 1.844 2021-07-04T19:53:56.272Z 1.274 2021-07-05T00:15:39.100Z 1.844 2021-07-04T19:53:57.503Z 1.277 2021-07-05T00:15:40.097Z 1.844 2021-07-04T19:53:58.722Z 1.274 2021-07-05T00:15:40.919Z 1.844 2021-07-04T19:53:59.987Z 1.267 2021-07-05T00:15:41.634Z 1.844 2021-07-04T19:54:01.215Z 1.270 2021-07-05T00:15:42.519Z 1.844 2021-07-04T19:54:02.498Z 1.270 2021-07-05T00:15:43.361Z 1.844 2021-07-04T19:54:04.319Z 1.269 2021-07-05T00:15:44.305Z 1.844 2021-07-04T19:54:05.667Z 1.269 2021-07-05T00:15:45.001Z 1.844 2021-07-04T19:54:06.796Z 1.268 2021-07-05T00:15:45.976Z 1.844 2021-07-04T19:54:07.863Z 1.268 2021-07-05T00:15:46.882Z 1.844 2021-07-04T19:54:09.055Z 1.266 2021-07-05T00:15:47.757Z 1.844 2021-07-04T19:54:10.140Z 1.268 2021-07-05T00:15:48.688Z 1.844 2021-07-04T19:54:11.354Z 1.266 2021-07-05T00:15:49.553Z 1.844 2021-07-04T19:54:12.570Z 1.579 2021-07-05T00:15:50.669Z 1.844 2021-07-04T19:54:13.868Z 1.579 2021-07-05T00:15:51.591Z 1.844 2021-07-04T19:54:15.200Z 1.582 2021-07-05T00:15:52.807Z 1.844 2021-07-04T19:54:16.585Z 1.594 2021-07-05T00:15:54.034Z 1.844 2021-07-04T19:54:17.912Z 1.605 2021-07-05T00:15:55.286Z 1.844 2021-07-04T19:54:19.109Z 1.602 2021-07-05T00:15:56.864Z 1.844 2021-07-04T19:54:20.253Z 1.576 2021-07-05T00:15:58.873Z 1.844 2021-07-04T19:54:21.338Z 1.574 2021-07-05T00:15:59.872Z 1.844 2021-07-04T19:54:22.584Z 1.577 2021-07-05T00:16:00.908Z 1.844 2021-07-04T19:54:23.700Z 1.581 2021-07-05T00:16:02.123Z 1.844 2021-07-04T19:54:24.819Z 1.583 2021-07-05T00:16:03.120Z 1.844 2021-07-04T19:54:26.015Z 1.580 2021-07-05T00:16:04.279Z 1.844 2021-07-04T19:54:27.056Z 1.582 2021-07-05T00:16:05.430Z 1.844 2021-07-04T19:54:28.005Z 1.583 2021-07-05T00:16:06.704Z 1.844 2021-07-04T19:54:28.952Z 1.583 2021-07-05T00:16:08.024Z 1.844 2021-07-04T19:54:30.163Z 1.585 2021-07-05T00:16:09.203Z 1.844 2021-07-04T19:54:31.412Z 1.579 2021-07-05T00:16:10.334Z 1.844 2021-07-04T19:54:32.558Z 1.582 2021-07-05T00:16:11.514Z 1.844 2021-07-04T19:54:33.989Z 1.579 2021-07-05T00:16:12.763Z 1.844 2021-07-04T19:54:34.978Z 1.601 2021-07-05T00:16:13.739Z 1.844 2021-07-04T19:54:36.347Z 1.583 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2021-07-05T00:21:06.271Z