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." ECMWF NCAR/GDEX 1.844 2021-04-28T19:44:13.648Z 1.344 2021-04-29T00:22:45.471Z 1.844 2021-04-28T19:44:14.474Z 1.340 2021-04-29T00:22:46.215Z 1.844 2021-04-28T19:44:15.332Z 1.342 2021-04-29T00:22:46.857Z 1.844 2021-04-28T19:44:16.205Z 1.355 2021-04-29T00:22:47.498Z 1.844 2021-04-28T19:44:17.084Z 1.351 2021-04-29T00:22:48.184Z 1.844 2021-04-28T19:44:17.887Z 1.318 2021-04-29T00:22:48.817Z 1.844 2021-04-28T19:44:18.697Z 1.322 2021-04-29T00:22:49.459Z 1.844 2021-04-28T19:44:19.600Z 1.343 2021-04-29T00:22:50.086Z 1.844 2021-04-28T19:44:20.597Z 1.340 2021-04-29T00:22:50.818Z 1.844 2021-04-28T19:44:21.396Z 1.329 2021-04-29T00:22:52.048Z 1.844 2021-04-28T19:44:22.186Z 1.318 2021-04-29T00:22:52.657Z 1.844 2021-04-28T19:44:22.997Z 1.300 2021-04-29T00:22:53.385Z 1.844 2021-04-28T19:44:24.251Z 1.322 2021-04-29T00:22:54.117Z 1.844 2021-04-28T19:44:25.116Z 1.327 2021-04-29T00:22:54.764Z 1.844 2021-04-28T19:44:25.987Z 1.323 2021-04-29T00:22:55.496Z 1.844 2021-04-28T19:44:26.856Z 1.329 2021-04-29T00:22:56.227Z 1.844 2021-04-28T19:44:27.703Z 1.348 2021-04-29T00:22:56.985Z 1.844 2021-04-28T19:44:28.543Z 1.345 2021-04-29T00:22:57.732Z 1.844 2021-04-28T19:44:29.370Z 1.318 2021-04-29T00:22:58.486Z 1.844 2021-04-28T19:44:30.184Z 1.305 2021-04-29T00:22:59.272Z 1.844 2021-04-28T19:44:31.021Z 1.318 2021-04-29T00:22:59.976Z 1.844 2021-04-28T19:44:31.852Z 1.276 2021-04-29T00:23:00.561Z 1.844 2021-04-28T19:44:32.699Z 1.283 2021-04-29T00:23:01.189Z 1.844 2021-04-28T19:44:33.549Z 1.323 2021-04-29T00:23:01.814Z 1.844 2021-04-28T19:44:34.411Z 1.320 2021-04-29T00:23:02.479Z 1.844 2021-04-28T19:44:35.241Z 1.337 2021-04-29T00:23:03.187Z 1.844 2021-04-28T19:44:36.040Z 1.336 2021-04-29T00:23:03.836Z 1.844 2021-04-28T19:44:36.897Z 1.320 2021-04-29T00:23:04.504Z 1.844 2021-04-28T19:44:37.883Z 1.314 2021-04-29T00:23:05.229Z 1.844 2021-04-28T19:44:38.738Z 1.317 2021-04-29T00:23:05.984Z 1.844 2021-04-28T19:44:39.572Z 1.321 2021-04-29T00:23:06.680Z 1.036 2021-04-28T19:44:40.106Z 147.5 2021-04-29T00:23:06.917Z 1.023 2021-04-28T19:44:40.620Z 150.9 2021-04-29T00:23:07.089Z 1.036 2021-04-28T19:44:41.151Z 151.9 2021-04-29T00:23:07.314Z 1.023 2021-04-28T19:44:41.651Z 150.0 2021-04-29T00:23:07.520Z 1.025 2021-04-28T19:44:42.160Z 150.5 2021-04-29T00:23:07.698Z 1.040 2021-04-28T19:44:42.661Z 147.1 2021-04-29T00:23:07.915Z 1.025 2021-04-28T19:44:43.186Z 150.9 2021-04-29T00:23:08.104Z 1.057 2021-04-28T19:44:43.733Z 147.4 2021-04-29T00:23:08.278Z 1.025 2021-04-28T19:44:44.227Z 147.0 2021-04-29T00:23:08.445Z 1.005 2021-04-28T19:44:44.727Z 143.7 2021-04-29T00:23:08.620Z 1.017 2021-04-28T19:44:45.254Z 148.4 2021-04-29T00:23:08.820Z 1.005 2021-04-28T19:44:45.756Z 149.2 2021-04-29T00:23:09.112Z 1.023 2021-04-28T19:44:46.263Z 149.4 2021-04-29T00:23:09.307Z 1.038 2021-04-28T19:44:46.761Z 147.2 2021-04-29T00:23:09.520Z 1.021 2021-04-28T19:44:47.286Z 149.7 2021-04-29T00:23:09.682Z 1.030 2021-04-28T19:44:47.809Z 150.1 2021-04-29T00:23:09.892Z 1.025 2021-04-28T19:44:48.309Z 149.5 2021-04-29T00:23:10.109Z 1.027 2021-04-28T19:44:48.821Z 149.9 2021-04-29T00:23:10.318Z 1.023 2021-04-28T19:44:49.366Z 147.2 2021-04-29T00:23:10.507Z 994.7 2021-04-28T19:44:49.905Z 146.7 2021-04-29T00:23:10.675Z 1.015 2021-04-28T19:44:50.455Z 144.3 2021-04-29T00:23:10.906Z 1.040 2021-04-28T19:44:50.985Z 146.7 2021-04-29T00:23:11.072Z 998.8 2021-04-28T19:44:51.489Z 148.0 2021-04-29T00:23:11.298Z 1.011 2021-04-28T19:44:52.019Z 147.5 2021-04-29T00:23:11.503Z 980.1 2021-04-28T19:44:52.544Z 148.0 2021-04-29T00:23:11.666Z 1.003 2021-04-28T19:44:53.045Z 146.7 2021-04-29T00:23:11.820Z 1.013 2021-04-28T19:44:53.551Z 147.2 2021-04-29T00:23:12.014Z 1.021 2021-04-28T19:44:54.076Z 147.9 2021-04-29T00:23:12.223Z 1.073 2021-04-28T19:44:54.567Z 142.2 2021-04-29T00:23:12.446Z 1.030 2021-04-28T19:44:55.089Z 147.1 2021-04-29T00:23:12.622Z 1.046 2021-04-28T19:44:55.607Z 145.4 2021-04-29T00:23:12.820Z 1.387 2021-04-28T19:44:56.257Z 198.6 2021-04-29T00:23:13.013Z 1.397 2021-04-28T19:44:56.908Z 203.9 2021-04-29T00:23:13.214Z 1.391 2021-04-28T19:44:57.551Z 203.2 2021-04-29T00:23:13.434Z 1.387 2021-04-28T19:44:58.201Z 209.7 2021-04-29T00:23:13.627Z 1.387 2021-04-28T19:44:58.861Z 207.1 2021-04-29T00:23:13.854Z 1.399 2021-04-28T19:44:59.536Z 204.9 2021-04-29T00:23:14.071Z 1.385 2021-04-28T19:45:00.178Z 208.4 2021-04-29T00:23:14.243Z 1.430 2021-04-28T19:45:00.841Z 211.8 2021-04-29T00:23:14.457Z 1.385 2021-04-28T19:45:01.587Z 212.6 2021-04-29T00:23:14.718Z 1.426 2021-04-28T19:45:02.286Z 221.6 2021-04-29T00:23:14.975Z 1.397 2021-04-28T19:45:03.001Z 217.1 2021-04-29T00:23:15.212Z 1.410 2021-04-28T19:45:03.707Z 217.5 2021-04-29T00:23:15.432Z 1.387 2021-04-28T19:45:04.374Z 208.4 2021-04-29T00:23:15.621Z 1.389 2021-04-28T19:45:05.044Z 217.8 2021-04-29T00:23:15.872Z 1.389 2021-04-28T19:45:05.686Z 221.8 2021-04-29T00:23:16.194Z 1.391 2021-04-28T19:45:06.348Z 219.5 2021-04-29T00:23:16.427Z 1.389 2021-04-28T19:45:06.987Z 228.9 2021-04-29T00:23:16.654Z 1.397 2021-04-28T19:45:07.641Z 222.7 2021-04-29T00:23:16.882Z 1.410 2021-04-28T19:45:08.339Z 219.7 2021-04-29T00:23:17.096Z 1.449 2021-04-28T19:45:09.050Z 218.4 2021-04-29T00:23:17.299Z 1.434 2021-04-28T19:45:09.776Z 217.2 2021-04-29T00:23:17.496Z 1.405 2021-04-28T19:45:10.426Z 223.2 2021-04-29T00:23:18.476Z 1.464 2021-04-28T19:45:11.114Z 221.1 2021-04-29T00:23:18.676Z 1.441 2021-04-28T19:45:11.814Z 215.3 2021-04-29T00:23:18.865Z 1.470 2021-04-28T19:45:12.529Z 223.0 2021-04-29T00:23:19.073Z 1.393 2021-04-28T19:45:13.176Z 225.7 2021-04-29T00:23:19.313Z 1.391 2021-04-28T19:45:13.804Z 211.9 2021-04-29T00:23:19.504Z 1.395 2021-04-28T19:45:14.485Z 210.2 2021-04-29T00:23:19.743Z 1.441 2021-04-28T19:45:15.148Z 211.6 2021-04-29T00:23:19.999Z 1.461 2021-04-28T19:45:15.859Z 222.5 2021-04-29T00:23:20.201Z 1.414 2021-04-28T19:45:16.482Z 217.1 2021-04-29T00:23:20.399Z 1.844 2021-04-28T19:45:17.285Z 1.022 2021-04-29T00:23:20.922Z 1.844 2021-04-28T19:45:18.124Z 1.021 2021-04-29T00:23:21.431Z 1.844 2021-04-28T19:45:19.067Z 1.027 2021-04-29T00:23:21.931Z 1.844 2021-04-28T19:45:19.924Z 1.036 2021-04-29T00:23:22.484Z 1.844 2021-04-28T19:45:20.815Z 1.039 2021-04-29T00:23:23.022Z 1.844 2021-04-28T19:45:21.636Z 1.039 2021-04-29T00:23:23.547Z 1.844 2021-04-28T19:45:22.469Z 1.006 2021-04-29T00:23:24.137Z 1.844 2021-04-28T19:45:23.306Z 1.009 2021-04-29T00:23:24.716Z 1.844 2021-04-28T19:45:24.165Z 1.001 2021-04-29T00:23:25.192Z 1.844 2021-04-28T19:45:24.971Z 1.003 2021-04-29T00:23:25.738Z 1.844 2021-04-28T19:45:25.814Z 1.001 2021-04-29T00:23:26.348Z 1.844 2021-04-28T19:45:26.670Z 1.023 2021-04-29T00:23:26.995Z 1.844 2021-04-28T19:45:27.566Z 1.031 2021-04-29T00:23:27.580Z 1.844 2021-04-28T19:45:28.413Z 1.015 2021-04-29T00:23:28.162Z 1.844 2021-04-28T19:45:29.218Z 1.029 2021-04-29T00:23:28.750Z 1.844 2021-04-28T19:45:30.061Z 1.043 2021-04-29T00:23:29.295Z 1.844 2021-04-28T19:45:30.882Z 1.037 2021-04-29T00:23:29.812Z 1.844 2021-04-28T19:45:31.737Z 1.051 2021-04-29T00:23:30.384Z 1.844 2021-04-28T19:45:32.548Z 1.025 2021-04-29T00:23:31.058Z 1.844 2021-04-28T19:45:33.421Z 1.018 2021-04-29T00:23:31.639Z 1.844 2021-04-28T19:45:34.359Z 1.035 2021-04-29T00:23:32.247Z 1.844 2021-04-28T19:45:35.195Z 1.034 2021-04-29T00:23:32.951Z 1.844 2021-04-28T19:45:36.043Z 1.024 2021-04-29T00:23:33.594Z 1.844 2021-04-28T19:45:36.871Z 1.032 2021-04-29T00:23:34.221Z 1.844 2021-04-28T19:45:37.833Z 1.024 2021-04-29T00:23:34.851Z 1.844 2021-04-28T19:45:38.840Z 1.030 2021-04-29T00:23:35.365Z 1.844 2021-04-28T19:45:39.894Z 1.040 2021-04-29T00:23:35.868Z 1.844 2021-04-28T19:45:40.939Z 1.043 2021-04-29T00:23:36.382Z 1.844 2021-04-28T19:45:41.940Z 1.026 2021-04-29T00:23:36.864Z 1.844 2021-04-28T19:45:42.994Z 1.043 2021-04-29T00:23:37.468Z 1.844 2021-04-28T19:45:44.048Z 1.043 2021-04-29T00:23:38.802Z 1.844 2021-04-28T19:45:45.030Z 1.254 2021-04-29T00:23:39.384Z 1.844 2021-04-28T19:45:46.042Z 1.253 2021-04-29T00:23:39.959Z 1.844 2021-04-28T19:45:47.141Z 1.261 2021-04-29T00:23:40.569Z 1.844 2021-04-28T19:45:48.132Z 1.268 2021-04-29T00:23:41.164Z 1.844 2021-04-28T19:45:49.138Z 1.268 2021-04-29T00:23:41.782Z 1.844 2021-04-28T19:45:50.327Z 1.267 2021-04-29T00:23:42.397Z 1.844 2021-04-28T19:45:51.187Z 1.269 2021-04-29T00:23:43.063Z 1.844 2021-04-28T19:45:52.088Z 1.270 2021-04-29T00:23:43.645Z 1.844 2021-04-28T19:45:52.984Z 1.273 2021-04-29T00:23:44.969Z 1.844 2021-04-28T19:45:53.805Z 1.265 2021-04-29T00:23:45.685Z 1.844 2021-04-28T19:45:54.612Z 1.262 2021-04-29T00:23:46.404Z 1.844 2021-04-28T19:45:55.530Z 1.269 2021-04-29T00:23:47.129Z 1.844 2021-04-28T19:45:56.553Z 1.274 2021-04-29T00:23:47.797Z 1.844 2021-04-28T19:45:57.528Z 1.275 2021-04-29T00:23:48.487Z 1.844 2021-04-28T19:45:58.528Z 1.275 2021-04-29T00:23:49.363Z 1.844 2021-04-28T19:45:59.394Z 1.274 2021-04-29T00:23:50.058Z 1.844 2021-04-28T19:46:00.375Z 1.275 2021-04-29T00:23:50.789Z 1.844 2021-04-28T19:46:01.348Z 1.277 2021-04-29T00:23:51.407Z 1.844 2021-04-28T19:46:02.772Z 1.276 2021-04-29T00:23:51.987Z 1.844 2021-04-28T19:46:03.700Z 1.273 2021-04-29T00:23:52.714Z 1.844 2021-04-28T19:46:06.215Z 1.271 2021-04-29T00:23:53.307Z 1.844 2021-04-28T19:46:07.095Z 1.269 2021-04-29T00:23:53.975Z 1.844 2021-04-28T19:46:07.954Z 1.267 2021-04-29T00:23:54.556Z 1.844 2021-04-28T19:46:08.774Z 1.267 2021-04-29T00:23:55.223Z 1.844 2021-04-28T19:46:09.598Z 1.270 2021-04-29T00:23:55.897Z 1.844 2021-04-28T19:46:10.397Z 1.274 2021-04-29T00:23:56.616Z 1.844 2021-04-28T19:46:11.206Z 1.271 2021-04-29T00:23:57.340Z 1.844 2021-04-28T19:46:11.995Z 1.279 2021-04-29T00:23:57.928Z 1.844 2021-04-28T19:46:12.864Z 1.279 2021-04-29T00:23:58.528Z 1.844 2021-04-28T19:46:13.724Z 1.276 2021-04-29T00:23:59.153Z 1.844 2021-04-28T19:46:14.528Z 1.273 2021-04-29T00:23:59.735Z 1.844 2021-04-28T19:46:15.347Z 1.536 2021-04-29T00:24:00.497Z 1.844 2021-04-28T19:46:16.192Z 1.530 2021-04-29T00:24:01.235Z 1.844 2021-04-28T19:46:17.052Z 1.535 2021-04-29T00:24:01.994Z 1.844 2021-04-28T19:46:17.884Z 1.543 2021-04-29T00:24:02.888Z 1.844 2021-04-28T19:46:18.779Z 1.548 2021-04-29T00:24:03.759Z 1.844 2021-04-28T19:46:19.591Z 1.550 2021-04-29T00:24:04.588Z 1.844 2021-04-28T19:46:20.406Z 1.549 2021-04-29T00:24:05.426Z 1.844 2021-04-28T19:46:21.242Z 1.550 2021-04-29T00:24:06.326Z 1.844 2021-04-28T19:46:24.704Z 1.549 2021-04-29T00:24:07.071Z 1.844 2021-04-28T19:46:25.543Z 1.547 2021-04-29T00:24:07.738Z 1.844 2021-04-28T19:46:26.401Z 1.551 2021-04-29T00:24:08.446Z 1.844 2021-04-28T19:46:27.235Z 1.554 2021-04-29T00:24:09.154Z 1.844 2021-04-28T19:46:28.027Z 1.548 2021-04-29T00:24:09.880Z 1.844 2021-04-28T19:46:28.848Z 1.553 2021-04-29T00:24:10.639Z 1.844 2021-04-28T19:46:29.686Z 1.561 2021-04-29T00:24:11.489Z 1.844 2021-04-28T19:46:30.524Z 1.564 2021-04-29T00:24:12.321Z 1.844 2021-04-28T19:46:31.350Z 1.559 2021-04-29T00:24:13.169Z 1.844 2021-04-28T19:46:32.245Z 1.559 2021-04-29T00:24:13.923Z 1.844 2021-04-28T19:46:33.121Z 1.557 2021-04-29T00:24:14.646Z 1.844 2021-04-28T19:46:33.996Z 1.555 2021-04-29T00:24:15.328Z 1.844 2021-04-28T19:46:34.854Z 1.554 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2021-04-29T00:27:20.994Z 808.3 2021-04-28T19:50:45.827Z 199.5 2021-04-29T00:27:21.195Z 817.7 2021-04-28T19:50:46.288Z 199.1 2021-04-29T00:27:21.472Z 1.158 2021-04-28T19:50:47.023Z 191.2 2021-04-29T00:27:21.693Z 1.158 2021-04-28T19:50:47.614Z 192.9 2021-04-29T00:27:21.906Z 1.158 2021-04-28T19:50:48.185Z 192.3 2021-04-29T00:27:22.099Z 1.138 2021-04-28T19:50:48.738Z 191.4 2021-04-29T00:27:22.272Z 1.126 2021-04-28T19:50:49.294Z 193.3 2021-04-29T00:27:22.472Z 1.158 2021-04-28T19:50:49.849Z 191.7 2021-04-29T00:27:22.720Z 1.110 2021-04-28T19:50:50.474Z 190.7 2021-04-29T00:27:23.015Z 1.158 2021-04-28T19:50:51.190Z 194.8 2021-04-29T00:27:23.226Z 1.141 2021-04-28T19:50:51.865Z 196.8 2021-04-29T00:27:23.483Z 1.136 2021-04-28T19:50:52.475Z 197.2 2021-04-29T00:27:23.687Z 1.155 2021-04-28T19:50:53.174Z 198.9 2021-04-29T00:27:23.895Z 1.158 2021-04-28T19:50:53.798Z 203.1 2021-04-29T00:27:24.126Z 1.158 2021-04-28T19:50:54.376Z 197.7 2021-04-29T00:27:24.391Z 1.158 2021-04-28T19:50:55.017Z 201.6 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2021-04-29T00:27:31.911Z 772.5 2021-04-28T19:51:13.169Z 238.8 2021-04-29T00:27:32.195Z 772.5 2021-04-28T19:51:13.583Z 237.3 2021-04-29T00:27:32.406Z 772.5 2021-04-28T19:51:14.022Z 235.8 2021-04-29T00:27:32.647Z 772.5 2021-04-28T19:51:14.459Z 235.8 2021-04-29T00:27:32.867Z 772.5 2021-04-28T19:51:14.886Z 235.9 2021-04-29T00:27:33.116Z 774.6 2021-04-28T19:51:15.304Z 235.2 2021-04-29T00:27:33.322Z 775.6 2021-04-28T19:51:15.718Z 239.1 2021-04-29T00:27:33.560Z 791.2 2021-04-28T19:51:16.138Z 236.3 2021-04-29T00:27:33.786Z 785.0 2021-04-28T19:51:16.636Z 234.7 2021-04-29T00:27:33.975Z 782.9 2021-04-28T19:51:17.126Z 233.7 2021-04-29T00:27:34.199Z 772.5 2021-04-28T19:51:17.592Z 234.4 2021-04-29T00:27:34.437Z 772.5 2021-04-28T19:51:17.984Z 232.4 2021-04-29T00:27:34.669Z 743.4 2021-04-28T19:51:18.389Z 229.1 2021-04-29T00:27:34.890Z 770.4 2021-04-28T19:51:18.821Z 229.1 2021-04-29T00:27:35.086Z 772.5 2021-04-28T19:51:19.340Z 233.4 2021-04-29T00:27:35.352Z 768.3 2021-04-28T19:51:19.748Z 234.1 2021-04-29T00:27:35.584Z