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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2021-01-18T04:10:11.523Z 1.844 2021-01-18T04:14:52.345Z 1.343 2021-01-18T04:10:45.478Z 1.844 2021-01-18T04:15:41.695Z 1.341 2021-01-18T04:11:24.770Z 1.844 2021-01-18T04:16:32.382Z 1.340 2021-01-18T04:12:09.485Z 1.844 2021-01-18T04:17:21.535Z 1.338 2021-01-18T04:12:45.324Z 1.844 2021-01-18T04:18:12.995Z 1.351 2021-01-18T04:13:23.459Z 1.844 2021-01-18T04:18:56.042Z 1.349 2021-01-18T04:14:04.976Z 1.844 2021-01-18T04:19:33.699Z 1.346 2021-01-18T04:14:41.794Z 1.844 2021-01-18T04:20:17.737Z 1.332 2021-01-18T04:15:17.688Z 1.844 2021-01-18T04:21:04.592Z 1.329 2021-01-18T04:15:53.059Z 1.844 2021-01-18T04:21:50.641Z 1.334 2021-01-18T04:16:27.191Z 1.844 2021-01-18T04:22:36.614Z 1.338 2021-01-18T04:17:03.573Z 1.844 2021-01-18T04:23:24.147Z 1.340 2021-01-18T04:17:39.719Z 1.844 2021-01-18T04:24:10.337Z 1.327 2021-01-18T04:18:14.393Z 1.844 2021-01-18T04:24:55.064Z 1.356 2021-01-18T04:18:51.668Z 1.844 2021-01-18T04:25:39.822Z 1.352 2021-01-18T04:19:22.688Z 1.011 2021-01-18T04:26:06.957Z 129.8 2021-01-18T04:19:25.398Z 1.021 2021-01-18T04:26:29.878Z 128.8 2021-01-18T04:19:27.860Z 1.034 2021-01-18T04:26:55.971Z 130.3 2021-01-18T04:19:30.713Z 1.048 2021-01-18T04:27:26.091Z 127.0 2021-01-18T04:19:32.916Z 1.025 2021-01-18T04:27:48.348Z 123.9 2021-01-18T04:19:35.542Z 988.5 2021-01-18T04:28:14.481Z 125.2 2021-01-18T04:19:38.420Z 1.013 2021-01-18T04:28:41.238Z 126.0 2021-01-18T04:19:42.627Z 1.027 2021-01-18T04:29:09.559Z 124.9 2021-01-18T04:19:45.192Z 1.052 2021-01-18T04:29:34.063Z 123.9 2021-01-18T04:19:48.379Z 1.032 2021-01-18T04:30:01.250Z 125.2 2021-01-18T04:19:53.013Z 1.036 2021-01-18T04:30:27.333Z 126.4 2021-01-18T04:19:56.615Z 1.048 2021-01-18T04:30:54.477Z 122.7 2021-01-18T04:19:59.402Z 1.030 2021-01-18T04:31:19.783Z 126.0 2021-01-18T04:20:03.018Z 1.067 2021-01-18T04:31:47.409Z 121.8 2021-01-18T04:20:05.810Z 998.8 2021-01-18T04:32:09.935Z 126.0 2021-01-18T04:20:08.540Z 1.034 2021-01-18T04:32:35.135Z 124.8 2021-01-18T04:20:11.376Z 1.027 2021-01-18T04:33:00.861Z 126.8 2021-01-18T04:20:15.244Z 1.030 2021-01-18T04:33:31.990Z 126.1 2021-01-18T04:20:17.506Z 1.038 2021-01-18T04:34:03.130Z 126.7 2021-01-18T04:20:20.405Z 1.046 2021-01-18T04:34:31.835Z 122.5 2021-01-18T04:20:22.221Z 1.038 2021-01-18T04:34:56.970Z 127.1 2021-01-18T04:20:24.831Z 1.044 2021-01-18T04:35:23.763Z 129.6 2021-01-18T04:20:29.113Z 1.044 2021-01-18T04:35:51.092Z 129.1 2021-01-18T04:20:32.047Z 1.034 2021-01-18T04:36:16.049Z 128.8 2021-01-18T04:20:35.576Z 1.013 2021-01-18T04:36:39.578Z 131.3 2021-01-18T04:20:38.047Z 1.036 2021-01-18T04:37:06.153Z 129.0 2021-01-18T04:20:40.589Z 1.034 2021-01-18T04:37:29.276Z 130.8 2021-01-18T04:20:43.981Z 1.044 2021-01-18T04:37:55.615Z 128.2 2021-01-18T04:20:47.996Z 1.023 2021-01-18T04:38:20.648Z 126.6 2021-01-18T04:20:52.561Z 994.7 2021-01-18T04:38:43.366Z 130.9 2021-01-18T04:20:56.103Z 1.030 2021-01-18T04:39:03.216Z 128.9 2021-01-18T04:20:59.381Z 1.395 2021-01-18T04:39:34.212Z 224.4 2021-01-18T04:21:05.452Z 1.393 2021-01-18T04:40:03.033Z 224.3 2021-01-18T04:21:11.285Z 1.395 2021-01-18T04:40:30.266Z 223.8 2021-01-18T04:21:16.806Z 1.391 2021-01-18T04:40:58.673Z 225.4 2021-01-18T04:21:23.394Z 1.393 2021-01-18T04:41:28.896Z 224.8 2021-01-18T04:21:30.454Z 1.393 2021-01-18T04:41:59.871Z 224.4 2021-01-18T04:21:37.495Z 1.395 2021-01-18T04:42:28.247Z 216.5 2021-01-18T04:21:43.015Z 1.395 2021-01-18T04:42:54.901Z 221.6 2021-01-18T04:21:48.765Z 1.395 2021-01-18T04:43:23.669Z 217.4 2021-01-18T04:21:55.360Z 1.395 2021-01-18T04:43:47.022Z 224.4 2021-01-18T04:22:00.816Z 1.393 2021-01-18T04:44:14.828Z 227.9 2021-01-18T04:22:07.982Z 1.395 2021-01-18T04:44:42.866Z 232.1 2021-01-18T04:22:13.263Z 1.391 2021-01-18T04:45:12.235Z 222.6 2021-01-18T04:22:19.412Z 1.395 2021-01-18T04:45:41.807Z 223.9 2021-01-18T04:22:26.996Z 1.395 2021-01-18T04:46:08.745Z 233.7 2021-01-18T04:22:32.388Z 1.395 2021-01-18T04:46:35.216Z 225.3 2021-01-18T04:22:37.252Z 1.393 2021-01-18T04:47:00.162Z 229.8 2021-01-18T04:22:45.742Z 1.391 2021-01-18T04:47:24.175Z 230.1 2021-01-18T04:22:51.774Z 1.395 2021-01-18T04:47:48.734Z 235.2 2021-01-18T04:22:56.546Z 1.395 2021-01-18T04:48:16.019Z 239.5 2021-01-18T04:23:03.538Z 1.393 2021-01-18T04:48:42.220Z 239.8 2021-01-18T04:23:09.589Z 1.393 2021-01-18T04:49:06.105Z 227.9 2021-01-18T04:23:16.234Z 1.393 2021-01-18T04:49:28.167Z 230.3 2021-01-18T04:23:23.191Z 1.395 2021-01-18T04:49:46.530Z 230.6 2021-01-18T04:23:29.289Z 1.395 2021-01-18T04:50:12.988Z 232.0 2021-01-18T04:23:36.593Z 1.393 2021-01-18T04:50:37.801Z 222.8 2021-01-18T04:23:43.976Z 1.395 2021-01-18T04:51:01.498Z 223.0 2021-01-18T04:23:49.104Z 1.395 2021-01-18T04:51:26.022Z 223.1 2021-01-18T04:23:55.973Z 1.391 2021-01-18T04:51:55.838Z 227.2 2021-01-18T04:24:01.722Z 1.395 2021-01-18T04:52:24.488Z 232.6 2021-01-18T04:24:07.113Z 1.395 2021-01-18T04:52:49.093Z 230.3 2021-01-18T04:24:12.044Z 1.844 2021-01-18T04:53:21.314Z 1.072 2021-01-18T04:24:37.769Z 1.844 2021-01-18T04:53:54.764Z 1.074 2021-01-18T04:25:03.695Z 1.844 2021-01-18T04:54:28.041Z 1.072 2021-01-18T04:25:31.929Z 1.844 2021-01-18T04:55:04.172Z 1.073 2021-01-18T04:26:00.363Z 1.844 2021-01-18T04:55:38.148Z 1.077 2021-01-18T04:26:22.531Z 1.844 2021-01-18T04:56:01.944Z 1.082 2021-01-18T04:26:49.982Z 1.844 2021-01-18T04:56:27.897Z 1.087 2021-01-18T04:27:18.504Z 1.844 2021-01-18T04:56:59.143Z 1.054 2021-01-18T04:27:44.726Z 1.844 2021-01-18T04:57:33.254Z 1.090 2021-01-18T04:28:12.716Z 1.844 2021-01-18T04:58:05.078Z 1.093 2021-01-18T04:28:41.864Z 1.844 2021-01-18T04:58:45.536Z 1.084 2021-01-18T04:29:07.306Z 1.844 2021-01-18T04:59:19.347Z 1.079 2021-01-18T04:29:34.565Z 1.844 2021-01-18T04:59:47.806Z 1.079 2021-01-18T04:30:04.143Z 1.844 2021-01-18T05:00:22.264Z 1.061 2021-01-18T04:30:31.641Z 1.844 2021-01-18T05:00:57.936Z 1.079 2021-01-18T04:30:59.361Z 1.844 2021-01-18T05:01:35.231Z 1.093 2021-01-18T04:31:28.026Z 1.844 2021-01-18T05:02:05.295Z 1.101 2021-01-18T04:31:55.427Z 1.844 2021-01-18T05:02:39.216Z 1.098 2021-01-18T04:32:20.857Z 1.844 2021-01-18T05:03:08.211Z 1.078 2021-01-18T04:32:47.935Z 1.844 2021-01-18T05:03:37.254Z 1.091 2021-01-18T04:33:15.726Z 1.844 2021-01-18T05:04:11.145Z 1.096 2021-01-18T04:33:46.081Z 1.844 2021-01-18T05:04:46.843Z 1.075 2021-01-18T04:34:12.797Z 1.844 2021-01-18T05:05:17.520Z 1.081 2021-01-18T04:34:40.297Z 1.844 2021-01-18T05:05:50.827Z 1.088 2021-01-18T04:35:08.618Z 1.844 2021-01-18T05:06:21.310Z 1.088 2021-01-18T04:35:35.272Z 1.844 2021-01-18T05:06:56.050Z 1.082 2021-01-18T04:36:04.230Z 1.844 2021-01-18T05:07:30.262Z 1.056 2021-01-18T04:36:31.052Z 1.844 2021-01-18T05:07:53.616Z 1.072 2021-01-18T04:37:00.246Z 1.844 2021-01-18T05:08:17.099Z 1.086 2021-01-18T04:37:27.639Z 1.844 2021-01-18T05:08:44.554Z 1.090 2021-01-18T04:37:53.529Z 1.844 2021-01-18T05:09:14.875Z 1.081 2021-01-18T04:38:20.897Z 1.844 2021-01-18T05:09:48.371Z 1.284 2021-01-18T04:38:52.126Z 1.844 2021-01-18T05:10:20.583Z 1.288 2021-01-18T04:39:19.739Z 1.844 2021-01-18T05:10:58.304Z 1.287 2021-01-18T04:39:46.653Z 1.844 2021-01-18T05:11:24.248Z 1.292 2021-01-18T04:40:08.398Z 1.844 2021-01-18T05:11:55.153Z 1.289 2021-01-18T04:40:34.119Z 1.844 2021-01-18T05:12:25.154Z 1.281 2021-01-18T04:41:01.920Z 1.844 2021-01-18T05:12:55.694Z 1.281 2021-01-18T04:41:28.740Z 1.844 2021-01-18T05:13:31.226Z 1.277 2021-01-18T04:41:56.267Z 1.844 2021-01-18T05:13:58.453Z 1.274 2021-01-18T04:42:24.319Z 1.844 2021-01-18T05:14:22.131Z 1.276 2021-01-18T04:42:49.131Z 1.844 2021-01-18T05:14:48.608Z 1.277 2021-01-18T04:43:14.406Z 1.844 2021-01-18T05:15:17.092Z 1.274 2021-01-18T04:43:37.119Z 1.844 2021-01-18T05:15:46.585Z 1.274 2021-01-18T04:43:57.242Z 1.844 2021-01-18T05:16:18.840Z 1.278 2021-01-18T04:44:28.725Z 1.844 2021-01-18T05:16:44.715Z 1.287 2021-01-18T04:44:57.143Z 1.844 2021-01-18T05:17:03.439Z 1.294 2021-01-18T04:45:22.986Z 1.844 2021-01-18T05:17:26.492Z 1.292 2021-01-18T04:45:47.593Z 1.844 2021-01-18T05:17:51.222Z 1.286 2021-01-18T04:46:10.266Z 1.844 2021-01-18T05:18:18.743Z 1.284 2021-01-18T04:46:37.901Z 1.844 2021-01-18T05:18:49.229Z 1.289 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2021-01-18T06:21:53.711Z 799.0 2021-01-18T06:50:40.771Z 185.4 2021-01-18T06:21:54.615Z 783.4 2021-01-18T06:50:52.339Z 183.5 2021-01-18T06:21:55.350Z 785.0 2021-01-18T06:51:03.214Z 181.2 2021-01-18T06:21:56.574Z 785.0 2021-01-18T06:51:12.590Z 180.5 2021-01-18T06:21:57.563Z 785.0 2021-01-18T06:51:23.244Z 177.6 2021-01-18T06:21:58.909Z 785.0 2021-01-18T06:51:34.125Z 186.2 2021-01-18T06:22:00.398Z 785.0 2021-01-18T06:51:43.969Z 187.4 2021-01-18T06:22:01.585Z 785.0 2021-01-18T06:51:54.390Z 189.5 2021-01-18T06:22:03.474Z 785.0 2021-01-18T06:52:06.048Z 183.5 2021-01-18T06:22:04.846Z 785.0 2021-01-18T06:52:15.229Z 182.5 2021-01-18T06:22:05.945Z 785.0 2021-01-18T06:52:25.255Z 177.2 2021-01-18T06:22:07.113Z 785.0 2021-01-18T06:52:34.753Z 182.9 2021-01-18T06:22:08.244Z 785.0 2021-01-18T06:52:48.112Z 175.9 2021-01-18T06:22:09.617Z 785.0 2021-01-18T06:52:59.960Z 182.9 2021-01-18T06:22:10.814Z 785.0 2021-01-18T06:53:12.509Z 183.5 2021-01-18T06:22:11.965Z 785.0 2021-01-18T06:53:24.481Z 180.1 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2021-01-18T06:25:01.630Z