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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2021-03-13T20:30:32.309Z 1.844 2021-03-13T16:52:31.226Z 1.358 2021-03-13T20:30:33.113Z 1.844 2021-03-13T16:52:32.122Z 1.352 2021-03-13T20:30:33.833Z 1.844 2021-03-13T16:52:33.096Z 1.341 2021-03-13T20:30:34.585Z 1.844 2021-03-13T16:52:34.178Z 1.328 2021-03-13T20:30:35.332Z 1.844 2021-03-13T16:52:35.068Z 1.314 2021-03-13T20:30:36.090Z 1.844 2021-03-13T16:52:36.120Z 1.315 2021-03-13T20:30:36.891Z 1.844 2021-03-13T16:52:37.145Z 1.321 2021-03-13T20:30:37.609Z 1.844 2021-03-13T16:52:38.538Z 1.327 2021-03-13T20:30:38.301Z 1.844 2021-03-13T16:52:40.124Z 1.333 2021-03-13T20:30:39.005Z 1.844 2021-03-13T16:52:41.569Z 1.328 2021-03-13T20:30:39.684Z 1.844 2021-03-13T16:52:42.889Z 1.331 2021-03-13T20:30:40.455Z 1.844 2021-03-13T16:52:43.761Z 1.313 2021-03-13T20:30:41.179Z 1.844 2021-03-13T16:52:44.656Z 1.323 2021-03-13T20:30:41.923Z 1.844 2021-03-13T16:52:45.577Z 1.321 2021-03-13T20:30:42.826Z 1.844 2021-03-13T16:52:46.588Z 1.341 2021-03-13T20:30:43.619Z 1.046 2021-03-13T16:52:47.205Z 137.3 2021-03-13T20:30:43.792Z 1.032 2021-03-13T16:52:47.856Z 134.7 2021-03-13T20:30:43.963Z 1.023 2021-03-13T16:52:48.401Z 138.9 2021-03-13T20:30:44.110Z 1.046 2021-03-13T16:52:49.160Z 138.8 2021-03-13T20:30:44.310Z 1.007 2021-03-13T16:52:49.811Z 135.9 2021-03-13T20:30:44.484Z 1.075 2021-03-13T16:52:50.528Z 133.8 2021-03-13T20:30:44.662Z 1.038 2021-03-13T16:52:51.117Z 134.1 2021-03-13T20:30:44.885Z 1.063 2021-03-13T16:52:51.786Z 126.6 2021-03-13T20:30:45.088Z 1.065 2021-03-13T16:52:52.484Z 128.8 2021-03-13T20:30:45.238Z 1.059 2021-03-13T16:52:53.126Z 133.2 2021-03-13T20:30:45.441Z 1.063 2021-03-13T16:52:53.771Z 131.0 2021-03-13T20:30:45.612Z 1.054 2021-03-13T16:52:54.394Z 132.9 2021-03-13T20:30:45.769Z 1.059 2021-03-13T16:52:54.996Z 130.6 2021-03-13T20:30:45.945Z 1.063 2021-03-13T16:52:55.620Z 130.5 2021-03-13T20:30:46.138Z 1.048 2021-03-13T16:52:56.254Z 129.3 2021-03-13T20:30:46.321Z 1.046 2021-03-13T16:52:56.900Z 131.4 2021-03-13T20:30:46.633Z 1.048 2021-03-13T16:52:57.483Z 132.5 2021-03-13T20:30:46.825Z 1.005 2021-03-13T16:52:58.222Z 133.6 2021-03-13T20:30:46.999Z 1.040 2021-03-13T16:52:58.790Z 129.5 2021-03-13T20:30:47.202Z 1.042 2021-03-13T16:52:59.406Z 130.4 2021-03-13T20:30:47.357Z 1.044 2021-03-13T16:53:00.015Z 136.2 2021-03-13T20:30:47.519Z 1.046 2021-03-13T16:53:00.696Z 135.9 2021-03-13T20:30:47.689Z 1.042 2021-03-13T16:53:01.381Z 133.3 2021-03-13T20:30:47.873Z 1.030 2021-03-13T16:53:02.033Z 136.4 2021-03-13T20:30:48.071Z 1.030 2021-03-13T16:53:02.727Z 137.0 2021-03-13T20:30:48.236Z 1.021 2021-03-13T16:53:03.427Z 137.7 2021-03-13T20:30:48.435Z 1.038 2021-03-13T16:53:04.102Z 132.3 2021-03-13T20:30:48.606Z 1.025 2021-03-13T16:53:04.847Z 138.9 2021-03-13T20:30:48.808Z 1.021 2021-03-13T16:53:05.460Z 140.4 2021-03-13T20:30:48.993Z 1.009 2021-03-13T16:53:06.082Z 141.8 2021-03-13T20:30:49.170Z 1.032 2021-03-13T16:53:06.763Z 143.1 2021-03-13T20:30:49.351Z 1.393 2021-03-13T16:53:07.543Z 233.6 2021-03-13T20:30:49.590Z 1.395 2021-03-13T16:53:08.326Z 233.1 2021-03-13T20:30:49.821Z 1.395 2021-03-13T16:53:09.128Z 230.3 2021-03-13T20:30:50.062Z 1.395 2021-03-13T16:53:10.056Z 224.2 2021-03-13T20:30:50.423Z 1.395 2021-03-13T16:53:10.775Z 224.6 2021-03-13T20:30:50.631Z 1.395 2021-03-13T16:53:11.454Z 214.0 2021-03-13T20:30:50.843Z 1.395 2021-03-13T16:53:12.185Z 220.6 2021-03-13T20:30:51.110Z 1.395 2021-03-13T16:53:12.887Z 218.2 2021-03-13T20:30:51.367Z 1.395 2021-03-13T16:53:13.561Z 209.3 2021-03-13T20:30:51.567Z 1.393 2021-03-13T16:53:14.317Z 206.9 2021-03-13T20:30:51.766Z 1.393 2021-03-13T16:53:15.101Z 212.3 2021-03-13T20:30:52.017Z 1.393 2021-03-13T16:53:15.886Z 217.7 2021-03-13T20:30:52.203Z 1.395 2021-03-13T16:53:16.610Z 212.3 2021-03-13T20:30:52.410Z 1.395 2021-03-13T16:53:17.508Z 216.8 2021-03-13T20:30:52.616Z 1.395 2021-03-13T16:53:18.200Z 222.5 2021-03-13T20:30:52.832Z 1.395 2021-03-13T16:53:18.973Z 222.3 2021-03-13T20:30:53.055Z 1.395 2021-03-13T16:53:19.741Z 223.2 2021-03-13T20:30:53.277Z 1.395 2021-03-13T16:53:20.529Z 227.5 2021-03-13T20:30:53.522Z 1.414 2021-03-13T16:53:21.430Z 221.0 2021-03-13T20:30:53.742Z 1.457 2021-03-13T16:53:22.183Z 220.0 2021-03-13T20:30:53.944Z 1.378 2021-03-13T16:53:22.990Z 224.0 2021-03-13T20:30:54.152Z 1.389 2021-03-13T16:53:23.780Z 222.0 2021-03-13T20:30:54.371Z 1.393 2021-03-13T16:53:24.539Z 218.6 2021-03-13T20:30:54.605Z 1.395 2021-03-13T16:53:25.441Z 230.3 2021-03-13T20:30:54.849Z 1.389 2021-03-13T16:53:26.244Z 226.9 2021-03-13T20:30:55.068Z 1.389 2021-03-13T16:53:27.060Z 230.9 2021-03-13T20:30:55.341Z 1.387 2021-03-13T16:53:27.851Z 228.2 2021-03-13T20:30:55.595Z 1.385 2021-03-13T16:53:28.569Z 229.2 2021-03-13T20:30:55.821Z 1.387 2021-03-13T16:53:29.331Z 235.9 2021-03-13T20:30:56.020Z 1.383 2021-03-13T16:53:30.094Z 239.4 2021-03-13T20:30:56.218Z 1.393 2021-03-13T16:53:31.146Z 235.7 2021-03-13T20:30:56.455Z 1.844 2021-03-13T16:53:32.144Z 1.064 2021-03-13T20:30:57.127Z 1.844 2021-03-13T16:53:33.032Z 1.039 2021-03-13T20:30:57.690Z 1.844 2021-03-13T16:53:33.887Z 1.064 2021-03-13T20:30:58.322Z 1.844 2021-03-13T16:53:34.884Z 1.061 2021-03-13T20:30:59.013Z 1.844 2021-03-13T16:53:35.885Z 1.038 2021-03-13T20:30:59.799Z 1.844 2021-03-13T16:53:36.852Z 1.030 2021-03-13T20:31:00.638Z 1.844 2021-03-13T16:53:37.903Z 1.044 2021-03-13T20:31:01.300Z 1.844 2021-03-13T16:53:39.050Z 1.031 2021-03-13T20:31:01.950Z 1.844 2021-03-13T16:53:40.279Z 1.038 2021-03-13T20:31:02.592Z 1.844 2021-03-13T16:53:41.563Z 1.052 2021-03-13T20:31:03.293Z 1.844 2021-03-13T16:53:45.334Z 1.048 2021-03-13T20:31:04.004Z 1.844 2021-03-13T16:53:50.012Z 1.052 2021-03-13T20:31:05.056Z 1.844 2021-03-13T16:53:51.281Z 1.053 2021-03-13T20:31:05.668Z 1.844 2021-03-13T16:53:55.669Z 1.042 2021-03-13T20:31:06.277Z 1.844 2021-03-13T16:53:59.618Z 1.049 2021-03-13T20:31:06.865Z 1.844 2021-03-13T16:54:01.119Z 1.055 2021-03-13T20:31:07.546Z 1.844 2021-03-13T16:54:02.255Z 1.054 2021-03-13T20:31:08.149Z 1.844 2021-03-13T16:54:03.223Z 1.056 2021-03-13T20:31:08.787Z 1.844 2021-03-13T16:54:04.153Z 1.046 2021-03-13T20:31:09.336Z 1.844 2021-03-13T16:54:05.181Z 1.054 2021-03-13T20:31:09.878Z 1.844 2021-03-13T16:54:06.163Z 1.042 2021-03-13T20:31:10.452Z 1.844 2021-03-13T16:54:07.117Z 1.041 2021-03-13T20:31:11.033Z 1.844 2021-03-13T16:54:08.191Z 1.031 2021-03-13T20:31:11.653Z 1.844 2021-03-13T16:54:09.303Z 1.039 2021-03-13T20:31:12.220Z 1.844 2021-03-13T16:54:10.338Z 1.040 2021-03-13T20:31:12.798Z 1.844 2021-03-13T16:54:11.180Z 1.044 2021-03-13T20:31:13.315Z 1.844 2021-03-13T16:54:12.228Z 1.052 2021-03-13T20:31:13.892Z 1.844 2021-03-13T16:54:13.504Z 1.036 2021-03-13T20:31:14.469Z 1.844 2021-03-13T16:54:14.541Z 1.017 2021-03-13T20:31:15.184Z 1.844 2021-03-13T16:54:15.817Z 1.038 2021-03-13T20:31:15.732Z 1.844 2021-03-13T16:54:16.909Z 1.015 2021-03-13T20:31:16.403Z 1.844 2021-03-13T16:54:17.798Z 1.283 2021-03-13T20:31:17.111Z 1.844 2021-03-13T16:54:18.760Z 1.280 2021-03-13T20:31:17.785Z 1.844 2021-03-13T16:54:19.612Z 1.274 2021-03-13T20:31:18.488Z 1.844 2021-03-13T16:54:20.553Z 1.273 2021-03-13T20:31:19.292Z 1.844 2021-03-13T16:54:21.717Z 1.274 2021-03-13T20:31:20.016Z 1.844 2021-03-13T16:54:22.620Z 1.276 2021-03-13T20:31:20.609Z 1.844 2021-03-13T16:54:23.674Z 1.275 2021-03-13T20:31:21.277Z 1.844 2021-03-13T16:54:24.527Z 1.272 2021-03-13T20:31:22.015Z 1.844 2021-03-13T16:54:25.523Z 1.269 2021-03-13T20:31:22.654Z 1.844 2021-03-13T16:54:26.557Z 1.272 2021-03-13T20:31:23.342Z 1.844 2021-03-13T16:54:27.483Z 1.270 2021-03-13T20:31:24.139Z 1.844 2021-03-13T16:54:28.516Z 1.271 2021-03-13T20:31:25.002Z 1.844 2021-03-13T16:54:29.397Z 1.274 2021-03-13T20:31:25.782Z 1.844 2021-03-13T16:54:30.339Z 1.277 2021-03-13T20:31:26.591Z 1.844 2021-03-13T16:54:31.307Z 1.272 2021-03-13T20:31:27.502Z 1.844 2021-03-13T16:54:32.230Z 1.271 2021-03-13T20:31:28.429Z 1.844 2021-03-13T16:54:33.282Z 1.269 2021-03-13T20:31:29.271Z 1.844 2021-03-13T16:54:34.398Z 1.266 2021-03-13T20:31:29.928Z 1.844 2021-03-13T16:54:35.445Z 1.265 2021-03-13T20:31:30.712Z 1.844 2021-03-13T16:54:36.513Z 1.264 2021-03-13T20:31:31.340Z 1.844 2021-03-13T16:54:37.933Z 1.264 2021-03-13T20:31:32.035Z 1.844 2021-03-13T16:54:38.795Z 1.262 2021-03-13T20:31:32.767Z 1.844 2021-03-13T16:54:40.754Z 1.264 2021-03-13T20:31:33.676Z 1.844 2021-03-13T16:54:41.778Z 1.265 2021-03-13T20:31:34.391Z 1.844 2021-03-13T16:54:42.816Z 1.263 2021-03-13T20:31:35.181Z 1.844 2021-03-13T16:54:43.606Z 1.258 2021-03-13T20:31:35.981Z 1.844 2021-03-13T16:54:44.530Z 1.264 2021-03-13T20:31:36.628Z 1.844 2021-03-13T16:54:45.473Z 1.267 2021-03-13T20:31:37.365Z 1.844 2021-03-13T16:54:46.338Z 1.266 2021-03-13T20:31:38.045Z 1.844 2021-03-13T16:54:47.156Z 1.266 2021-03-13T20:31:38.711Z 1.844 2021-03-13T16:54:48.132Z 1.265 2021-03-13T20:31:39.366Z 1.844 2021-03-13T16:54:49.014Z 1.589 2021-03-13T20:31:40.277Z 1.844 2021-03-13T16:54:50.083Z 1.586 2021-03-13T20:31:41.135Z 1.844 2021-03-13T16:54:51.198Z 1.574 2021-03-13T20:31:41.985Z 1.844 2021-03-13T16:54:52.423Z 1.580 2021-03-13T20:31:42.757Z 1.844 2021-03-13T16:54:53.277Z 1.588 2021-03-13T20:31:43.632Z 1.844 2021-03-13T16:54:54.205Z 1.580 2021-03-13T20:31:44.642Z 1.844 2021-03-13T16:54:55.452Z 1.580 2021-03-13T20:31:45.593Z 1.844 2021-03-13T16:54:56.382Z 1.586 2021-03-13T20:31:46.528Z 1.844 2021-03-13T16:54:57.454Z 1.579 2021-03-13T20:31:47.541Z 1.844 2021-03-13T16:54:58.517Z 1.582 2021-03-13T20:31:48.486Z 1.844 2021-03-13T16:54:59.439Z 1.580 2021-03-13T20:31:49.419Z 1.844 2021-03-13T16:55:00.450Z 1.582 2021-03-13T20:31:50.257Z 1.844 2021-03-13T16:55:01.708Z 1.583 2021-03-13T20:31:51.058Z 1.844 2021-03-13T16:55:02.686Z 1.581 2021-03-13T20:31:51.902Z 1.844 2021-03-13T16:55:04.093Z 1.575 2021-03-13T20:31:52.750Z 1.844 2021-03-13T16:55:05.672Z 1.573 2021-03-13T20:31:53.754Z 1.844 2021-03-13T16:55:07.272Z 1.572 2021-03-13T20:31:54.589Z 1.844 2021-03-13T16:55:08.552Z 1.578 2021-03-13T20:31:55.359Z 1.844 2021-03-13T16:55:09.564Z 1.577 2021-03-13T20:31:56.118Z 1.844 2021-03-13T16:55:10.547Z 1.575 2021-03-13T20:31:57.619Z 1.844 2021-03-13T16:55:11.612Z 1.574 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2021-03-13T20:35:50.825Z