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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2021-06-27T23:09:50.083Z 1.844 2021-06-27T18:34:11.898Z 1.320 2021-06-27T23:09:50.901Z 1.844 2021-06-27T18:34:12.699Z 1.318 2021-06-27T23:09:51.701Z 1.844 2021-06-27T18:34:13.551Z 1.307 2021-06-27T23:09:52.486Z 1.844 2021-06-27T18:34:14.549Z 1.312 2021-06-27T23:09:53.380Z 1.844 2021-06-27T18:34:15.505Z 1.299 2021-06-27T23:09:54.182Z 1.844 2021-06-27T18:34:16.367Z 1.293 2021-06-27T23:09:55.123Z 1.844 2021-06-27T18:34:17.495Z 1.319 2021-06-27T23:09:55.884Z 1.844 2021-06-27T18:34:18.424Z 1.328 2021-06-27T23:09:56.549Z 1.844 2021-06-27T18:34:19.444Z 1.336 2021-06-27T23:09:57.237Z 1.844 2021-06-27T18:34:20.298Z 1.329 2021-06-27T23:09:58.070Z 1.844 2021-06-27T18:34:21.129Z 1.324 2021-06-27T23:09:58.811Z 1.844 2021-06-27T18:34:22.307Z 1.326 2021-06-27T23:09:59.427Z 1.844 2021-06-27T18:34:23.225Z 1.330 2021-06-27T23:10:00.058Z 1.844 2021-06-27T18:34:24.127Z 1.322 2021-06-27T23:10:00.665Z 982.2 2021-06-27T18:34:24.715Z 133.4 2021-06-27T23:10:00.820Z 1.021 2021-06-27T18:34:25.291Z 133.1 2021-06-27T23:10:01.035Z 1.048 2021-06-27T18:34:26.193Z 127.9 2021-06-27T23:10:01.237Z 990.5 2021-06-27T18:34:26.812Z 132.4 2021-06-27T23:10:01.412Z 1.038 2021-06-27T18:34:27.551Z 126.2 2021-06-27T23:10:01.625Z 1.021 2021-06-27T18:34:28.229Z 128.9 2021-06-27T23:10:01.807Z 1.030 2021-06-27T18:34:28.919Z 129.7 2021-06-27T23:10:01.986Z 1.021 2021-06-27T18:34:29.503Z 130.1 2021-06-27T23:10:02.249Z 1.046 2021-06-27T18:34:30.163Z 127.3 2021-06-27T23:10:02.465Z 1.027 2021-06-27T18:34:30.815Z 131.5 2021-06-27T23:10:02.685Z 1.038 2021-06-27T18:34:31.394Z 131.4 2021-06-27T23:10:02.919Z 1.038 2021-06-27T18:34:32.021Z 133.8 2021-06-27T23:10:03.088Z 1.025 2021-06-27T18:34:32.690Z 133.2 2021-06-27T23:10:03.277Z 1.030 2021-06-27T18:34:33.670Z 133.0 2021-06-27T23:10:03.488Z 1.027 2021-06-27T18:34:34.269Z 135.3 2021-06-27T23:10:03.684Z 1.000 2021-06-27T18:34:34.819Z 135.2 2021-06-27T23:10:03.858Z 1.015 2021-06-27T18:34:35.462Z 133.8 2021-06-27T23:10:04.090Z 994.7 2021-06-27T18:34:35.980Z 131.6 2021-06-27T23:10:04.293Z 1.011 2021-06-27T18:34:36.560Z 133.2 2021-06-27T23:10:04.480Z 1.032 2021-06-27T18:34:37.182Z 133.7 2021-06-27T23:10:04.692Z 1.040 2021-06-27T18:34:37.696Z 133.1 2021-06-27T23:10:04.918Z 1.046 2021-06-27T18:34:38.279Z 131.6 2021-06-27T23:10:05.152Z 1.048 2021-06-27T18:34:38.902Z 133.3 2021-06-27T23:10:05.344Z 1.034 2021-06-27T18:34:39.444Z 132.6 2021-06-27T23:10:05.521Z 1.040 2021-06-27T18:34:40.228Z 132.5 2021-06-27T23:10:05.684Z 1.003 2021-06-27T18:34:40.815Z 132.9 2021-06-27T23:10:05.883Z 1.036 2021-06-27T18:34:41.437Z 130.7 2021-06-27T23:10:06.062Z 1.040 2021-06-27T18:34:41.947Z 127.1 2021-06-27T23:10:06.231Z 1.046 2021-06-27T18:34:42.454Z 130.9 2021-06-27T23:10:06.436Z 1.048 2021-06-27T18:34:43.072Z 127.3 2021-06-27T23:10:06.591Z 1.395 2021-06-27T18:34:43.849Z 230.8 2021-06-27T23:10:06.839Z 1.393 2021-06-27T18:34:44.486Z 231.0 2021-06-27T23:10:07.066Z 1.395 2021-06-27T18:34:45.235Z 228.6 2021-06-27T23:10:07.375Z 1.395 2021-06-27T18:34:45.870Z 233.8 2021-06-27T23:10:07.607Z 1.393 2021-06-27T18:34:48.653Z 219.3 2021-06-27T23:10:07.845Z 1.391 2021-06-27T18:34:49.379Z 224.5 2021-06-27T23:10:08.084Z 1.393 2021-06-27T18:34:50.155Z 229.7 2021-06-27T23:10:08.364Z 1.395 2021-06-27T18:34:50.818Z 229.9 2021-06-27T23:10:08.638Z 1.395 2021-06-27T18:34:51.565Z 228.7 2021-06-27T23:10:08.918Z 1.391 2021-06-27T18:34:52.195Z 237.2 2021-06-27T23:10:09.159Z 1.393 2021-06-27T18:34:52.976Z 240.3 2021-06-27T23:10:09.436Z 1.395 2021-06-27T18:34:53.729Z 237.8 2021-06-27T23:10:09.660Z 1.395 2021-06-27T18:34:54.492Z 234.3 2021-06-27T23:10:09.945Z 1.393 2021-06-27T18:34:55.280Z 228.3 2021-06-27T23:10:10.252Z 1.393 2021-06-27T18:34:56.073Z 232.8 2021-06-27T23:10:10.513Z 1.393 2021-06-27T18:34:56.764Z 232.8 2021-06-27T23:10:10.752Z 1.393 2021-06-27T18:34:57.555Z 237.7 2021-06-27T23:10:11.068Z 1.395 2021-06-27T18:34:58.246Z 228.0 2021-06-27T23:10:11.328Z 1.395 2021-06-27T18:34:59.045Z 230.1 2021-06-27T23:10:11.539Z 1.395 2021-06-27T18:34:59.750Z 234.1 2021-06-27T23:10:11.845Z 1.395 2021-06-27T18:35:00.630Z 221.8 2021-06-27T23:10:12.074Z 1.395 2021-06-27T18:35:01.380Z 217.3 2021-06-27T23:10:12.313Z 1.395 2021-06-27T18:35:02.355Z 222.7 2021-06-27T23:10:12.562Z 1.395 2021-06-27T18:35:03.188Z 234.1 2021-06-27T23:10:12.814Z 1.391 2021-06-27T18:35:04.069Z 230.7 2021-06-27T23:10:13.053Z 1.395 2021-06-27T18:35:04.902Z 228.2 2021-06-27T23:10:13.276Z 1.395 2021-06-27T18:35:05.741Z 223.4 2021-06-27T23:10:13.523Z 1.395 2021-06-27T18:35:06.502Z 223.9 2021-06-27T23:10:13.760Z 1.395 2021-06-27T18:35:07.286Z 232.1 2021-06-27T23:10:14.031Z 1.395 2021-06-27T18:35:07.976Z 234.5 2021-06-27T23:10:14.304Z 1.844 2021-06-27T18:35:09.103Z 1.087 2021-06-27T23:10:14.840Z 1.844 2021-06-27T18:35:10.156Z 1.085 2021-06-27T23:10:15.613Z 1.844 2021-06-27T18:35:11.285Z 1.086 2021-06-27T23:10:16.370Z 1.844 2021-06-27T18:35:12.177Z 1.062 2021-06-27T23:10:17.030Z 1.844 2021-06-27T18:35:12.963Z 1.089 2021-06-27T23:10:17.783Z 1.844 2021-06-27T18:35:14.098Z 1.079 2021-06-27T23:10:18.531Z 1.844 2021-06-27T18:35:15.068Z 1.076 2021-06-27T23:10:19.249Z 1.844 2021-06-27T18:35:16.006Z 1.090 2021-06-27T23:10:19.971Z 1.844 2021-06-27T18:35:17.001Z 1.097 2021-06-27T23:10:20.710Z 1.844 2021-06-27T18:35:17.954Z 1.087 2021-06-27T23:10:21.910Z 1.844 2021-06-27T18:35:18.944Z 1.084 2021-06-27T23:10:22.660Z 1.844 2021-06-27T18:35:19.774Z 1.089 2021-06-27T23:10:23.424Z 1.844 2021-06-27T18:35:20.735Z 1.096 2021-06-27T23:10:24.248Z 1.844 2021-06-27T18:35:21.684Z 1.086 2021-06-27T23:10:24.892Z 1.844 2021-06-27T18:35:22.812Z 1.082 2021-06-27T23:10:25.557Z 1.844 2021-06-27T18:35:23.743Z 1.086 2021-06-27T23:10:26.409Z 1.844 2021-06-27T18:35:24.738Z 1.085 2021-06-27T23:10:27.215Z 1.844 2021-06-27T18:35:25.683Z 1.080 2021-06-27T23:10:27.881Z 1.844 2021-06-27T18:35:26.476Z 1.065 2021-06-27T23:10:28.534Z 1.844 2021-06-27T18:35:27.475Z 1.076 2021-06-27T23:10:29.226Z 1.844 2021-06-27T18:35:28.417Z 1.082 2021-06-27T23:10:29.889Z 1.844 2021-06-27T18:35:29.317Z 1.085 2021-06-27T23:10:30.574Z 1.844 2021-06-27T18:35:30.285Z 1.090 2021-06-27T23:10:31.144Z 1.844 2021-06-27T18:35:31.270Z 1.086 2021-06-27T23:10:31.697Z 1.844 2021-06-27T18:35:32.250Z 1.096 2021-06-27T23:10:32.393Z 1.844 2021-06-27T18:35:33.061Z 1.085 2021-06-27T23:10:33.262Z 1.844 2021-06-27T18:35:34.044Z 1.040 2021-06-27T23:10:33.880Z 1.844 2021-06-27T18:35:34.984Z 1.040 2021-06-27T23:10:34.446Z 1.844 2021-06-27T18:35:35.798Z 1.063 2021-06-27T23:10:35.114Z 1.844 2021-06-27T18:35:36.731Z 1.070 2021-06-27T23:10:35.791Z 1.844 2021-06-27T18:35:37.614Z 1.288 2021-06-27T23:10:36.515Z 1.844 2021-06-27T18:35:38.565Z 1.290 2021-06-27T23:10:37.403Z 1.844 2021-06-27T18:35:39.469Z 1.289 2021-06-27T23:10:38.325Z 1.844 2021-06-27T18:35:40.315Z 1.289 2021-06-27T23:10:39.240Z 1.844 2021-06-27T18:35:41.115Z 1.292 2021-06-27T23:10:40.185Z 1.844 2021-06-27T18:35:42.114Z 1.294 2021-06-27T23:10:41.141Z 1.844 2021-06-27T18:35:43.269Z 1.294 2021-06-27T23:10:41.837Z 1.844 2021-06-27T18:35:44.409Z 1.294 2021-06-27T23:10:42.634Z 1.844 2021-06-27T18:35:45.364Z 1.294 2021-06-27T23:10:43.350Z 1.844 2021-06-27T18:35:46.378Z 1.293 2021-06-27T23:10:44.190Z 1.844 2021-06-27T18:35:47.375Z 1.290 2021-06-27T23:10:44.862Z 1.844 2021-06-27T18:35:48.380Z 1.290 2021-06-27T23:10:45.569Z 1.844 2021-06-27T18:35:49.186Z 1.293 2021-06-27T23:10:46.250Z 1.844 2021-06-27T18:35:50.226Z 1.291 2021-06-27T23:10:46.882Z 1.844 2021-06-27T18:35:51.131Z 1.287 2021-06-27T23:10:47.566Z 1.844 2021-06-27T18:35:52.210Z 1.285 2021-06-27T23:10:48.219Z 1.844 2021-06-27T18:35:53.345Z 1.292 2021-06-27T23:10:49.116Z 1.844 2021-06-27T18:35:54.484Z 1.296 2021-06-27T23:10:49.890Z 1.844 2021-06-27T18:35:55.647Z 1.299 2021-06-27T23:10:50.657Z 1.844 2021-06-27T18:35:56.763Z 1.296 2021-06-27T23:10:51.401Z 1.844 2021-06-27T18:35:57.661Z 1.294 2021-06-27T23:10:52.077Z 1.844 2021-06-27T18:35:58.505Z 1.291 2021-06-27T23:10:52.853Z 1.844 2021-06-27T18:35:59.526Z 1.293 2021-06-27T23:10:53.616Z 1.844 2021-06-27T18:36:00.350Z 1.292 2021-06-27T23:10:54.396Z 1.844 2021-06-27T18:36:01.221Z 1.293 2021-06-27T23:10:55.212Z 1.844 2021-06-27T18:36:02.151Z 1.291 2021-06-27T23:10:56.160Z 1.844 2021-06-27T18:36:03.143Z 1.289 2021-06-27T23:10:56.899Z 1.844 2021-06-27T18:36:04.255Z 1.288 2021-06-27T23:10:57.672Z 1.844 2021-06-27T18:36:05.394Z 1.290 2021-06-27T23:10:58.365Z 1.844 2021-06-27T18:36:06.453Z 1.286 2021-06-27T23:10:58.975Z 1.844 2021-06-27T18:36:07.258Z 1.588 2021-06-27T23:10:59.865Z 1.844 2021-06-27T18:36:08.172Z 1.588 2021-06-27T23:11:00.709Z 1.844 2021-06-27T18:36:09.145Z 1.582 2021-06-27T23:11:01.707Z 1.844 2021-06-27T18:36:10.052Z 1.581 2021-06-27T23:11:02.860Z 1.844 2021-06-27T18:36:10.879Z 1.580 2021-06-27T23:11:03.919Z 1.844 2021-06-27T18:36:11.880Z 1.590 2021-06-27T23:11:04.815Z 1.844 2021-06-27T18:36:12.757Z 1.587 2021-06-27T23:11:05.702Z 1.844 2021-06-27T18:36:13.704Z 1.589 2021-06-27T23:11:06.692Z 1.844 2021-06-27T18:36:15.038Z 1.591 2021-06-27T23:11:07.770Z 1.844 2021-06-27T18:36:15.992Z 1.585 2021-06-27T23:11:08.878Z 1.844 2021-06-27T18:36:17.031Z 1.586 2021-06-27T23:11:09.965Z 1.844 2021-06-27T18:36:17.984Z 1.595 2021-06-27T23:11:10.998Z 1.844 2021-06-27T18:36:18.906Z 1.592 2021-06-27T23:11:11.974Z 1.844 2021-06-27T18:36:19.972Z 1.593 2021-06-27T23:11:13.155Z 1.844 2021-06-27T18:36:20.998Z 1.595 2021-06-27T23:11:14.108Z 1.844 2021-06-27T18:36:21.981Z 1.600 2021-06-27T23:11:15.051Z 1.844 2021-06-27T18:36:22.994Z 1.598 2021-06-27T23:11:15.817Z 1.844 2021-06-27T18:36:24.094Z 1.593 2021-06-27T23:11:16.639Z 1.844 2021-06-27T18:36:25.169Z 1.579 2021-06-27T23:11:17.449Z 1.844 2021-06-27T18:36:26.094Z 1.581 2021-06-27T23:11:18.233Z 1.844 2021-06-27T18:36:27.178Z 1.590 2021-06-27T23:11:18.989Z 1.844 2021-06-27T18:36:28.299Z 1.591 2021-06-27T23:11:19.770Z 1.844 2021-06-27T18:36:29.441Z 1.593 2021-06-27T23:11:20.750Z 1.844 2021-06-27T18:36:30.407Z 1.590 2021-06-27T23:11:21.946Z 1.844 2021-06-27T18:36:31.416Z 1.592 2021-06-27T23:11:22.910Z 1.844 2021-06-27T18:36:32.394Z 1.594 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2021-06-27T23:14:49.528Z 785.0 2021-06-27T18:40:15.022Z 188.6 2021-06-27T23:14:49.764Z 785.0 2021-06-27T18:40:15.517Z 192.9 2021-06-27T23:14:49.986Z 785.0 2021-06-27T18:40:15.985Z 197.1 2021-06-27T23:14:50.191Z 785.0 2021-06-27T18:40:16.493Z 195.6 2021-06-27T23:14:50.389Z 785.0 2021-06-27T18:40:16.927Z 188.2 2021-06-27T23:14:50.609Z 785.0 2021-06-27T18:40:17.446Z 191.2 2021-06-27T23:14:50.863Z 785.0 2021-06-27T18:40:17.832Z 186.2 2021-06-27T23:14:51.080Z 785.0 2021-06-27T18:40:18.331Z 186.4 2021-06-27T23:14:51.419Z 785.0 2021-06-27T18:40:18.822Z 179.9 2021-06-27T23:14:51.613Z 785.0 2021-06-27T18:40:19.260Z 178.9 2021-06-27T23:14:51.846Z 785.0 2021-06-27T18:40:19.721Z 181.5 2021-06-27T23:14:52.049Z 785.0 2021-06-27T18:40:20.209Z 179.1 2021-06-27T23:14:52.236Z 785.0 2021-06-27T18:40:20.692Z 183.9 2021-06-27T23:14:52.451Z 785.0 2021-06-27T18:40:21.218Z 183.2 2021-06-27T23:14:52.671Z 785.0 2021-06-27T18:40:21.631Z 188.3 2021-06-27T23:14:52.915Z 785.0 2021-06-27T18:40:22.092Z 190.8 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2021-06-27T23:14:57.102Z 1.046 2021-06-27T18:40:31.781Z 218.4 2021-06-27T23:14:57.366Z 1.046 2021-06-27T18:40:32.442Z 211.8 2021-06-27T23:14:57.587Z 1.046 2021-06-27T18:40:33.126Z 212.3 2021-06-27T23:14:57.856Z 1.046 2021-06-27T18:40:33.939Z 211.5 2021-06-27T23:14:58.210Z 1.046 2021-06-27T18:40:34.888Z 211.6 2021-06-27T23:14:58.470Z 1.046 2021-06-27T18:40:35.519Z 212.4 2021-06-27T23:14:58.688Z 1.046 2021-06-27T18:40:36.132Z 212.7 2021-06-27T23:14:58.937Z 1.046 2021-06-27T18:40:36.781Z 211.4 2021-06-27T23:14:59.236Z 1.046 2021-06-27T18:40:37.498Z 201.4 2021-06-27T23:14:59.482Z 1.046 2021-06-27T18:40:38.088Z 197.6 2021-06-27T23:14:59.672Z 1.046 2021-06-27T18:40:38.824Z 208.1 2021-06-27T23:14:59.890Z 1.046 2021-06-27T18:40:39.592Z 210.4 2021-06-27T23:15:00.106Z 1.046 2021-06-27T18:40:40.233Z 208.2 2021-06-27T23:15:00.334Z 1.046 2021-06-27T18:40:40.938Z 205.6 2021-06-27T23:15:00.574Z 1.046 2021-06-27T18:40:41.650Z 204.1 2021-06-27T23:15:00.775Z 1.046 2021-06-27T18:40:42.332Z 210.0 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2021-06-27T23:15:04.761Z 697.7 2021-06-27T18:40:50.386Z 231.9 2021-06-27T23:15:04.972Z 697.7 2021-06-27T18:40:50.852Z 232.5 2021-06-27T23:15:05.196Z 697.7 2021-06-27T18:40:51.255Z 232.5 2021-06-27T23:15:05.495Z 697.7 2021-06-27T18:40:51.741Z 229.7 2021-06-27T23:15:05.724Z 697.7 2021-06-27T18:40:52.277Z 226.4 2021-06-27T23:15:05.988Z 697.7 2021-06-27T18:40:52.781Z 228.4 2021-06-27T23:15:06.261Z 697.7 2021-06-27T18:40:53.212Z 224.2 2021-06-27T23:15:06.556Z 697.7 2021-06-27T18:40:53.709Z 221.6 2021-06-27T23:15:06.762Z 697.7 2021-06-27T18:40:54.137Z 226.0 2021-06-27T23:15:06.952Z 697.7 2021-06-27T18:40:54.614Z 225.7 2021-06-27T23:15:07.201Z 697.7 2021-06-27T18:40:55.050Z 226.7 2021-06-27T23:15:07.624Z 697.7 2021-06-27T18:40:55.549Z 227.4 2021-06-27T23:15:07.840Z 697.7 2021-06-27T18:40:55.950Z 226.4 2021-06-27T23:15:08.119Z 697.7 2021-06-27T18:40:56.431Z 225.5 2021-06-27T23:15:08.346Z 697.7 2021-06-27T18:40:56.848Z 229.6 2021-06-27T23:15:08.569Z 697.7 2021-06-27T18:40:57.300Z 228.9 2021-06-27T23:15:08.804Z