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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2020-06-15T12:58:48.423Z 1.844 2020-06-15T12:59:59.748Z 1.316 2020-06-15T12:58:59.390Z 1.844 2020-06-15T13:00:13.949Z 1.278 2020-06-15T12:59:09.021Z 1.844 2020-06-15T13:00:26.610Z 1.299 2020-06-15T12:59:21.008Z 1.844 2020-06-15T13:00:40.491Z 1.329 2020-06-15T12:59:32.325Z 1.844 2020-06-15T13:00:56.307Z 1.310 2020-06-15T12:59:43.001Z 1.844 2020-06-15T13:01:11.695Z 1.332 2020-06-15T12:59:53.489Z 1.844 2020-06-15T13:01:27.022Z 1.314 2020-06-15T13:00:02.990Z 1.844 2020-06-15T13:01:40.801Z 1.314 2020-06-15T13:00:12.173Z 1.844 2020-06-15T13:01:55.265Z 1.327 2020-06-15T13:00:22.800Z 1.844 2020-06-15T13:02:08.097Z 1.310 2020-06-15T13:00:33.332Z 1.844 2020-06-15T13:02:22.079Z 1.335 2020-06-15T13:00:43.172Z 1.844 2020-06-15T13:02:35.522Z 1.316 2020-06-15T13:00:54.631Z 1.844 2020-06-15T13:02:46.522Z 1.312 2020-06-15T13:01:04.925Z 1.844 2020-06-15T13:02:59.767Z 1.321 2020-06-15T13:01:14.974Z 1.844 2020-06-15T13:03:14.361Z 1.358 2020-06-15T13:01:25.224Z 1.005 2020-06-15T13:03:22.355Z 131.9 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2020-06-15T13:01:42.035Z 1.000 2020-06-15T13:05:31.525Z 136.1 2020-06-15T13:01:43.120Z 1.042 2020-06-15T13:05:39.751Z 135.8 2020-06-15T13:01:43.837Z 1.017 2020-06-15T13:05:48.070Z 133.5 2020-06-15T13:01:44.835Z 1.038 2020-06-15T13:05:55.698Z 135.1 2020-06-15T13:01:46.160Z 1.000 2020-06-15T13:06:07.320Z 133.8 2020-06-15T13:01:47.529Z 996.8 2020-06-15T13:06:15.460Z 133.8 2020-06-15T13:01:48.848Z 1.034 2020-06-15T13:06:24.123Z 134.7 2020-06-15T13:01:49.785Z 1.036 2020-06-15T13:06:31.582Z 135.3 2020-06-15T13:01:50.864Z 1.019 2020-06-15T13:06:39.167Z 135.3 2020-06-15T13:01:51.972Z 1.021 2020-06-15T13:06:46.916Z 136.2 2020-06-15T13:01:53.102Z 1.050 2020-06-15T13:06:56.522Z 134.0 2020-06-15T13:01:53.875Z 1.040 2020-06-15T13:07:04.257Z 134.7 2020-06-15T13:01:54.597Z 980.1 2020-06-15T13:07:12.502Z 136.2 2020-06-15T13:01:55.620Z 988.5 2020-06-15T13:07:18.214Z 137.5 2020-06-15T13:01:56.812Z 1.393 2020-06-15T13:07:28.103Z 232.3 2020-06-15T13:01:58.666Z 1.395 2020-06-15T13:07:38.172Z 228.0 2020-06-15T13:02:00.671Z 1.395 2020-06-15T13:07:46.607Z 229.7 2020-06-15T13:02:02.836Z 1.393 2020-06-15T13:07:57.703Z 236.4 2020-06-15T13:02:04.692Z 1.391 2020-06-15T13:08:07.198Z 230.8 2020-06-15T13:02:06.558Z 1.391 2020-06-15T13:08:19.293Z 233.8 2020-06-15T13:02:07.768Z 1.395 2020-06-15T13:08:28.454Z 235.3 2020-06-15T13:02:09.433Z 1.395 2020-06-15T13:08:41.331Z 235.5 2020-06-15T13:02:11.163Z 1.395 2020-06-15T13:08:52.927Z 228.6 2020-06-15T13:02:12.957Z 1.393 2020-06-15T13:09:02.637Z 237.0 2020-06-15T13:02:15.538Z 1.395 2020-06-15T13:09:13.624Z 228.5 2020-06-15T13:02:18.036Z 1.389 2020-06-15T13:09:23.490Z 229.6 2020-06-15T13:02:19.625Z 1.393 2020-06-15T13:09:32.864Z 230.4 2020-06-15T13:02:21.035Z 1.395 2020-06-15T13:09:43.785Z 228.2 2020-06-15T13:02:22.877Z 1.391 2020-06-15T13:09:54.887Z 231.1 2020-06-15T13:02:24.009Z 1.391 2020-06-15T13:10:05.212Z 230.4 2020-06-15T13:02:25.417Z 1.395 2020-06-15T13:10:17.983Z 221.1 2020-06-15T13:02:27.330Z 1.395 2020-06-15T13:10:27.599Z 222.6 2020-06-15T13:02:29.253Z 1.391 2020-06-15T13:10:38.549Z 215.8 2020-06-15T13:02:30.790Z 1.389 2020-06-15T13:10:50.043Z 214.6 2020-06-15T13:02:31.645Z 1.395 2020-06-15T13:11:02.201Z 219.3 2020-06-15T13:02:32.762Z 1.387 2020-06-15T13:11:13.984Z 224.6 2020-06-15T13:02:34.934Z 1.395 2020-06-15T13:11:22.652Z 224.9 2020-06-15T13:02:37.080Z 1.395 2020-06-15T13:11:35.711Z 226.2 2020-06-15T13:02:39.162Z 1.395 2020-06-15T13:11:48.816Z 215.5 2020-06-15T13:02:41.057Z 1.395 2020-06-15T13:11:58.644Z 222.8 2020-06-15T13:02:42.521Z 1.395 2020-06-15T13:12:09.454Z 228.4 2020-06-15T13:02:43.415Z 1.395 2020-06-15T13:12:17.520Z 223.2 2020-06-15T13:02:44.277Z 1.395 2020-06-15T13:12:28.451Z 227.9 2020-06-15T13:02:45.134Z 1.399 2020-06-15T13:12:37.558Z 246.4 2020-06-15T13:02:47.223Z 1.416 2020-06-15T13:12:47.954Z 248.9 2020-06-15T13:02:49.617Z 1.844 2020-06-15T13:13:01.812Z 1.051 2020-06-15T13:02:57.728Z 1.844 2020-06-15T13:13:13.270Z 1.049 2020-06-15T13:03:06.844Z 1.844 2020-06-15T13:13:27.259Z 1.055 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2020-06-15T13:05:19.160Z 1.844 2020-06-15T13:17:20.359Z 1.046 2020-06-15T13:05:26.719Z 1.844 2020-06-15T13:17:34.228Z 1.040 2020-06-15T13:05:33.989Z 1.844 2020-06-15T13:17:48.184Z 1.042 2020-06-15T13:05:39.711Z 1.844 2020-06-15T13:17:59.419Z 1.041 2020-06-15T13:05:47.811Z 1.844 2020-06-15T13:18:10.581Z 1.046 2020-06-15T13:06:00.424Z 1.844 2020-06-15T13:18:23.128Z 1.049 2020-06-15T13:06:07.672Z 1.844 2020-06-15T13:18:35.110Z 1.045 2020-06-15T13:06:16.418Z 1.844 2020-06-15T13:18:48.249Z 1.048 2020-06-15T13:06:25.224Z 1.844 2020-06-15T13:19:00.897Z 1.051 2020-06-15T13:06:31.371Z 1.844 2020-06-15T13:19:13.029Z 1.056 2020-06-15T13:06:39.495Z 1.844 2020-06-15T13:19:25.117Z 1.061 2020-06-15T13:06:48.486Z 1.844 2020-06-15T13:19:36.864Z 1.060 2020-06-15T13:06:57.016Z 1.844 2020-06-15T13:19:47.713Z 1.285 2020-06-15T13:07:07.293Z 1.844 2020-06-15T13:20:00.086Z 1.281 2020-06-15T13:07:17.458Z 1.844 2020-06-15T13:20:12.026Z 1.280 2020-06-15T13:07:26.749Z 1.844 2020-06-15T13:20:25.680Z 1.276 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2020-06-15T13:44:40.293Z