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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2020-06-20T00:56:17.593Z 1.017 2020-06-20T01:01:16.542Z 150.1 2020-06-20T00:56:18.660Z 980.1 2020-06-20T01:01:25.579Z 150.7 2020-06-20T00:56:19.771Z 1.015 2020-06-20T01:01:35.756Z 148.5 2020-06-20T00:56:21.029Z 1.032 2020-06-20T01:01:45.852Z 147.4 2020-06-20T00:56:22.151Z 1.017 2020-06-20T01:01:55.255Z 148.9 2020-06-20T00:56:23.354Z 1.019 2020-06-20T01:02:05.086Z 149.8 2020-06-20T00:56:25.106Z 1.038 2020-06-20T01:02:14.928Z 147.8 2020-06-20T00:56:27.117Z 1.019 2020-06-20T01:02:25.011Z 146.2 2020-06-20T00:56:28.808Z 973.9 2020-06-20T01:02:34.613Z 146.7 2020-06-20T00:56:30.500Z 1.044 2020-06-20T01:02:45.278Z 150.2 2020-06-20T00:56:32.071Z 1.032 2020-06-20T01:02:54.869Z 146.2 2020-06-20T00:56:33.026Z 1.007 2020-06-20T01:03:05.722Z 145.6 2020-06-20T00:56:34.200Z 982.2 2020-06-20T01:03:14.746Z 145.3 2020-06-20T00:56:35.443Z 990.5 2020-06-20T01:03:24.870Z 143.9 2020-06-20T00:56:36.703Z 1.426 2020-06-20T01:03:38.862Z 208.3 2020-06-20T00:56:38.525Z 1.414 2020-06-20T01:03:53.658Z 214.0 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2020-06-20T00:57:11.330Z 1.391 2020-06-20T01:08:02.902Z 218.4 2020-06-20T00:57:13.129Z 1.383 2020-06-20T01:08:16.578Z 213.8 2020-06-20T00:57:15.703Z 1.372 2020-06-20T01:08:28.067Z 211.2 2020-06-20T00:57:17.958Z 1.376 2020-06-20T01:08:42.006Z 208.5 2020-06-20T00:57:19.423Z 1.376 2020-06-20T01:08:55.552Z 212.6 2020-06-20T00:57:21.773Z 1.376 2020-06-20T01:09:08.639Z 202.4 2020-06-20T00:57:23.698Z 1.387 2020-06-20T01:09:22.982Z 205.5 2020-06-20T00:57:25.190Z 1.387 2020-06-20T01:09:38.455Z 212.1 2020-06-20T00:57:27.427Z 1.393 2020-06-20T01:09:58.016Z 211.2 2020-06-20T00:57:29.809Z 1.395 2020-06-20T01:10:11.117Z 209.4 2020-06-20T00:57:31.964Z 1.383 2020-06-20T01:10:25.939Z 207.6 2020-06-20T00:57:33.986Z 1.389 2020-06-20T01:10:39.882Z 215.3 2020-06-20T00:57:38.192Z 1.383 2020-06-20T01:10:53.974Z 216.5 2020-06-20T00:57:39.550Z 1.844 2020-06-20T01:11:12.799Z 1.008 2020-06-20T00:57:47.298Z 1.844 2020-06-20T01:11:30.112Z 1.010 2020-06-20T00:57:56.331Z 1.844 2020-06-20T01:11:48.472Z 1.017 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2020-06-20T01:50:09.913Z 1.844 2020-06-20T02:04:15.986Z 1.234 2020-06-20T01:50:16.540Z 1.844 2020-06-20T02:04:24.002Z 1.239 2020-06-20T01:50:22.042Z 1.844 2020-06-20T02:04:30.918Z 1.241 2020-06-20T01:50:29.027Z 797.4 2020-06-20T02:04:34.592Z 203.8 2020-06-20T01:50:30.214Z 786.5 2020-06-20T02:04:38.644Z 207.4 2020-06-20T01:50:31.185Z 786.5 2020-06-20T02:04:41.883Z 208.5 2020-06-20T01:50:32.211Z 786.5 2020-06-20T02:04:45.215Z 211.6 2020-06-20T01:50:33.094Z 816.1 2020-06-20T02:04:49.403Z 205.7 2020-06-20T01:50:33.883Z 813.0 2020-06-20T02:04:52.907Z 210.2 2020-06-20T01:50:34.669Z 806.8 2020-06-20T02:04:56.705Z 201.7 2020-06-20T01:50:35.427Z 795.9 2020-06-20T02:05:00.410Z 207.0 2020-06-20T01:50:36.213Z 805.2 2020-06-20T02:05:03.926Z 212.4 2020-06-20T01:50:37.504Z 811.4 2020-06-20T02:05:07.498Z 208.5 2020-06-20T01:50:38.472Z 803.6 2020-06-20T02:05:10.496Z 206.5 2020-06-20T01:50:39.474Z 799.0 2020-06-20T02:05:13.702Z 208.1 2020-06-20T01:50:40.516Z 799.0 2020-06-20T02:05:17.719Z 206.8 2020-06-20T01:50:41.568Z 806.8 2020-06-20T02:05:21.437Z 208.1 2020-06-20T01:50:43.079Z 809.9 2020-06-20T02:05:24.430Z 206.2 2020-06-20T01:50:44.198Z 799.0 2020-06-20T02:05:28.834Z 208.3 2020-06-20T01:50:45.178Z 806.8 2020-06-20T02:05:32.664Z 210.2 2020-06-20T01:50:46.486Z 800.5 2020-06-20T02:05:35.769Z 205.6 2020-06-20T01:50:47.476Z 816.1 2020-06-20T02:05:39.115Z 215.9 2020-06-20T01:50:48.322Z 811.4 2020-06-20T02:05:42.944Z 217.6 2020-06-20T01:50:49.233Z 805.2 2020-06-20T02:05:46.284Z 204.2 2020-06-20T01:50:50.031Z 789.6 2020-06-20T02:05:49.521Z 207.6 2020-06-20T01:50:50.877Z 788.1 2020-06-20T02:05:52.371Z 212.5 2020-06-20T01:50:52.523Z 794.3 2020-06-20T02:05:55.071Z 204.4 2020-06-20T01:50:53.684Z 789.6 2020-06-20T02:05:58.839Z 202.4 2020-06-20T01:50:54.637Z 799.0 2020-06-20T02:06:02.240Z 199.3 2020-06-20T01:50:55.764Z 814.5 2020-06-20T02:06:05.095Z 202.2 2020-06-20T01:50:56.620Z 811.4 2020-06-20T02:06:08.287Z 204.8 2020-06-20T01:50:57.637Z 814.5 2020-06-20T02:06:11.184Z 206.3 2020-06-20T01:50:58.450Z 802.1 2020-06-20T02:06:14.159Z 205.8 2020-06-20T01:50:59.293Z 789.6 2020-06-20T02:06:17.326Z 204.5 2020-06-20T01:51:00.481Z 1.183 2020-06-20T02:06:23.100Z 200.6 2020-06-20T01:51:02.050Z 1.160 2020-06-20T02:06:27.587Z 198.1 2020-06-20T01:51:03.455Z 1.158 2020-06-20T02:06:31.514Z 199.2 2020-06-20T01:51:04.661Z 1.158 2020-06-20T02:06:36.303Z 192.4 2020-06-20T01:51:05.881Z 1.158 2020-06-20T02:06:40.754Z 195.5 2020-06-20T01:51:07.381Z 1.158 2020-06-20T02:06:44.566Z 198.9 2020-06-20T01:51:08.491Z 1.158 2020-06-20T02:06:49.732Z 194.2 2020-06-20T01:51:09.351Z 1.165 2020-06-20T02:06:55.300Z 195.5 2020-06-20T01:51:10.603Z 1.231 2020-06-20T02:07:00.432Z 196.1 2020-06-20T01:51:11.574Z 1.245 2020-06-20T02:07:06.090Z 195.2 2020-06-20T01:51:12.426Z 1.245 2020-06-20T02:07:11.451Z 198.3 2020-06-20T01:51:13.280Z 1.208 2020-06-20T02:07:16.589Z 194.7 2020-06-20T01:51:14.413Z 1.205 2020-06-20T02:07:22.151Z 199.1 2020-06-20T01:51:15.356Z 1.168 2020-06-20T02:07:26.910Z 198.4 2020-06-20T01:51:16.884Z 1.182 2020-06-20T02:07:31.382Z 195.3 2020-06-20T01:51:18.047Z 1.174 2020-06-20T02:07:37.010Z 191.8 2020-06-20T01:51:18.879Z 1.152 2020-06-20T02:07:42.543Z 191.8 2020-06-20T01:51:19.888Z 1.189 2020-06-20T02:07:47.707Z 194.3 2020-06-20T01:51:21.148Z 1.163 2020-06-20T02:07:54.007Z 195.2 2020-06-20T01:51:22.043Z 1.158 2020-06-20T02:07:58.950Z 194.5 2020-06-20T01:51:22.895Z 1.146 2020-06-20T02:08:05.238Z 197.0 2020-06-20T01:51:23.729Z 1.155 2020-06-20T02:08:09.905Z 198.5 2020-06-20T01:51:24.566Z 1.157 2020-06-20T02:08:16.908Z 196.9 2020-06-20T01:51:25.589Z 1.158 2020-06-20T02:08:22.397Z 191.4 2020-06-20T01:51:26.831Z 1.158 2020-06-20T02:08:26.512Z 192.1 2020-06-20T01:51:27.818Z 1.158 2020-06-20T02:08:31.572Z 191.2 2020-06-20T01:51:28.685Z 1.158 2020-06-20T02:08:36.793Z 193.2 2020-06-20T01:51:29.508Z 1.158 2020-06-20T02:08:42.010Z 193.6 2020-06-20T01:51:30.469Z 1.160 2020-06-20T02:08:46.874Z 196.2 2020-06-20T01:51:31.453Z 1.174 2020-06-20T02:08:52.859Z 198.9 2020-06-20T01:51:32.298Z 1.158 2020-06-20T02:08:58.662Z 200.9 2020-06-20T01:51:33.435Z 789.1 2020-06-20T02:09:06.864Z 232.9 2020-06-20T01:51:34.899Z 773.5 2020-06-20T02:09:09.905Z 235.1 2020-06-20T01:51:36.368Z 772.5 2020-06-20T02:09:13.990Z 234.2 2020-06-20T01:51:37.823Z 772.5 2020-06-20T02:09:17.630Z 232.2 2020-06-20T01:51:39.127Z 772.5 2020-06-20T02:09:20.766Z 232.5 2020-06-20T01:51:40.246Z 772.5 2020-06-20T02:09:24.845Z 232.0 2020-06-20T01:51:41.867Z 772.5 2020-06-20T02:09:29.703Z 232.1 2020-06-20T01:51:42.978Z 776.6 2020-06-20T02:09:35.022Z 233.6 2020-06-20T01:51:44.334Z 821.3 2020-06-20T02:09:38.746Z 235.7 2020-06-20T01:51:45.836Z 830.6 2020-06-20T02:09:42.715Z 235.4 2020-06-20T01:51:46.975Z 830.6 2020-06-20T02:09:46.151Z 236.4 2020-06-20T01:51:48.823Z 805.7 2020-06-20T02:09:49.181Z 234.7 2020-06-20T01:51:49.993Z 803.6 2020-06-20T02:09:52.629Z 233.9 2020-06-20T01:51:51.476Z 778.7 2020-06-20T02:09:56.182Z 234.4 2020-06-20T01:51:52.594Z 788.1 2020-06-20T02:09:58.868Z 234.8 2020-06-20T01:51:53.775Z 782.9 2020-06-20T02:10:00.932Z 233.2 2020-06-20T01:51:54.975Z 768.3 2020-06-20T02:10:03.571Z 232.1 2020-06-20T01:51:55.927Z 793.3 2020-06-20T02:10:06.382Z 234.2 2020-06-20T01:51:56.884Z 775.6 2020-06-20T02:10:08.853Z 236.0 2020-06-20T01:51:57.935Z 772.5 2020-06-20T02:10:11.132Z 233.1 2020-06-20T01:51:58.973Z 764.2 2020-06-20T02:10:14.465Z 232.3 2020-06-20T01:52:00.750Z 770.4 2020-06-20T02:10:16.846Z 232.1 2020-06-20T01:52:02.574Z 771.5 2020-06-20T02:10:19.083Z 233.3 2020-06-20T01:52:04.191Z 772.5 2020-06-20T02:10:22.166Z 229.0 2020-06-20T01:52:05.418Z 772.5 2020-06-20T02:10:24.943Z 228.5 2020-06-20T01:52:06.533Z 772.5 2020-06-20T02:10:27.921Z 228.3 2020-06-20T01:52:07.656Z 772.5 2020-06-20T02:10:30.374Z 230.8 2020-06-20T01:52:08.831Z 772.5 2020-06-20T02:10:32.602Z 230.0 2020-06-20T01:52:09.822Z 773.5 2020-06-20T02:10:34.646Z 229.9 2020-06-20T01:52:11.188Z 782.9 2020-06-20T02:10:37.762Z 231.6 2020-06-20T01:52:12.143Z 772.5 2020-06-20T02:10:40.376Z 230.6 2020-06-20T01:52:13.135Z