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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2021-04-19T02:02:50.440Z 1.844 2021-04-19T01:01:21.437Z 1.335 2021-04-19T02:02:51.168Z 1.844 2021-04-19T01:01:22.468Z 1.322 2021-04-19T02:02:51.977Z 1.844 2021-04-19T01:01:23.556Z 1.342 2021-04-19T02:02:52.778Z 1.844 2021-04-19T01:01:24.559Z 1.350 2021-04-19T02:02:53.580Z 1.844 2021-04-19T01:01:25.549Z 1.352 2021-04-19T02:02:54.502Z 1.844 2021-04-19T01:01:26.943Z 1.299 2021-04-19T02:02:55.317Z 1.844 2021-04-19T01:01:27.880Z 1.332 2021-04-19T02:02:56.240Z 1.844 2021-04-19T01:01:28.995Z 1.309 2021-04-19T02:02:57.003Z 1.844 2021-04-19T01:01:30.053Z 1.317 2021-04-19T02:02:57.841Z 1.844 2021-04-19T01:01:31.165Z 1.309 2021-04-19T02:02:58.927Z 1.844 2021-04-19T01:01:32.198Z 1.334 2021-04-19T02:02:59.787Z 1.844 2021-04-19T01:01:33.399Z 1.327 2021-04-19T02:03:00.571Z 1.844 2021-04-19T01:01:34.473Z 1.351 2021-04-19T02:03:01.306Z 1.844 2021-04-19T01:01:35.547Z 1.354 2021-04-19T02:03:02.173Z 1.057 2021-04-19T01:01:36.192Z 137.3 2021-04-19T02:03:02.323Z 1.025 2021-04-19T01:01:36.790Z 139.1 2021-04-19T02:03:02.499Z 1.054 2021-04-19T01:01:37.406Z 138.1 2021-04-19T02:03:02.674Z 1.044 2021-04-19T01:01:38.021Z 139.5 2021-04-19T02:03:02.884Z 1.025 2021-04-19T01:01:38.662Z 142.7 2021-04-19T02:03:03.073Z 1.011 2021-04-19T01:01:39.263Z 142.2 2021-04-19T02:03:03.277Z 1.036 2021-04-19T01:01:39.852Z 143.7 2021-04-19T02:03:03.463Z 1.040 2021-04-19T01:01:40.448Z 142.4 2021-04-19T02:03:03.658Z 1.048 2021-04-19T01:01:41.065Z 141.0 2021-04-19T02:03:03.889Z 1.057 2021-04-19T01:01:41.742Z 142.4 2021-04-19T02:03:04.082Z 1.042 2021-04-19T01:01:42.365Z 140.0 2021-04-19T02:03:04.281Z 1.048 2021-04-19T01:01:42.965Z 141.6 2021-04-19T02:03:04.578Z 1.063 2021-04-19T01:01:43.704Z 139.8 2021-04-19T02:03:04.770Z 1.048 2021-04-19T01:01:44.324Z 142.9 2021-04-19T02:03:04.930Z 1.044 2021-04-19T01:01:44.909Z 141.5 2021-04-19T02:03:05.164Z 1.038 2021-04-19T01:01:45.511Z 142.2 2021-04-19T02:03:05.399Z 1.046 2021-04-19T01:01:46.167Z 141.1 2021-04-19T02:03:05.568Z 1.042 2021-04-19T01:01:46.775Z 139.4 2021-04-19T02:03:05.728Z 1.034 2021-04-19T01:01:47.430Z 141.2 2021-04-19T02:03:05.931Z 1.036 2021-04-19T01:01:48.089Z 143.3 2021-04-19T02:03:06.119Z 1.021 2021-04-19T01:01:48.724Z 144.9 2021-04-19T02:03:06.346Z 1.034 2021-04-19T01:01:49.330Z 143.9 2021-04-19T02:03:06.590Z 1.009 2021-04-19T01:01:49.943Z 147.0 2021-04-19T02:03:06.797Z 1.032 2021-04-19T01:01:50.540Z 147.5 2021-04-19T02:03:07.067Z 1.048 2021-04-19T01:01:51.147Z 147.2 2021-04-19T02:03:07.289Z 1.054 2021-04-19T01:01:52.021Z 146.9 2021-04-19T02:03:07.532Z 1.040 2021-04-19T01:01:52.714Z 149.1 2021-04-19T02:03:07.711Z 1.048 2021-04-19T01:01:53.368Z 148.8 2021-04-19T02:03:07.864Z 1.021 2021-04-19T01:01:53.984Z 153.9 2021-04-19T02:03:08.074Z 1.032 2021-04-19T01:01:54.586Z 151.0 2021-04-19T02:03:08.285Z 1.405 2021-04-19T01:01:55.363Z 211.6 2021-04-19T02:03:08.518Z 1.414 2021-04-19T01:01:56.175Z 218.6 2021-04-19T02:03:08.726Z 1.395 2021-04-19T01:01:56.998Z 204.1 2021-04-19T02:03:08.980Z 1.395 2021-04-19T01:01:57.785Z 210.4 2021-04-19T02:03:09.384Z 1.395 2021-04-19T01:01:58.554Z 219.0 2021-04-19T02:03:09.593Z 1.389 2021-04-19T01:01:59.312Z 217.4 2021-04-19T02:03:09.820Z 1.389 2021-04-19T01:02:00.114Z 214.0 2021-04-19T02:03:10.029Z 1.387 2021-04-19T01:02:00.913Z 212.5 2021-04-19T02:03:10.251Z 1.395 2021-04-19T01:02:01.716Z 218.9 2021-04-19T02:03:10.476Z 1.395 2021-04-19T01:02:02.541Z 209.8 2021-04-19T02:03:10.695Z 1.395 2021-04-19T01:02:03.334Z 213.6 2021-04-19T02:03:10.984Z 1.393 2021-04-19T01:02:04.134Z 209.5 2021-04-19T02:03:11.234Z 1.395 2021-04-19T01:02:04.961Z 207.4 2021-04-19T02:03:11.442Z 1.395 2021-04-19T01:02:05.755Z 203.6 2021-04-19T02:03:11.688Z 1.424 2021-04-19T01:02:06.595Z 205.5 2021-04-19T02:03:11.903Z 1.451 2021-04-19T01:02:07.404Z 201.9 2021-04-19T02:03:12.143Z 1.395 2021-04-19T01:02:08.149Z 203.1 2021-04-19T02:03:12.326Z 1.418 2021-04-19T01:02:08.947Z 206.7 2021-04-19T02:03:12.530Z 1.528 2021-04-19T01:02:09.759Z 208.0 2021-04-19T02:03:12.734Z 1.447 2021-04-19T01:02:10.563Z 217.3 2021-04-19T02:03:12.986Z 1.422 2021-04-19T01:02:11.366Z 219.0 2021-04-19T02:03:13.276Z 1.457 2021-04-19T01:02:12.134Z 209.9 2021-04-19T02:03:13.543Z 1.432 2021-04-19T01:02:12.936Z 213.0 2021-04-19T02:03:13.849Z 1.407 2021-04-19T01:02:13.757Z 209.6 2021-04-19T02:03:14.079Z 1.522 2021-04-19T01:02:14.607Z 207.9 2021-04-19T02:03:14.290Z 1.412 2021-04-19T01:02:15.354Z 206.1 2021-04-19T02:03:14.530Z 1.428 2021-04-19T01:02:16.151Z 203.1 2021-04-19T02:03:14.812Z 1.480 2021-04-19T01:02:16.987Z 206.4 2021-04-19T02:03:15.021Z 1.407 2021-04-19T01:02:17.822Z 211.7 2021-04-19T02:03:15.282Z 1.399 2021-04-19T01:02:18.598Z 211.1 2021-04-19T02:03:15.543Z 1.844 2021-04-19T01:02:19.563Z 1.051 2021-04-19T02:03:16.216Z 1.844 2021-04-19T01:02:20.547Z 1.049 2021-04-19T02:03:16.968Z 1.844 2021-04-19T01:02:21.544Z 1.048 2021-04-19T02:03:17.676Z 1.844 2021-04-19T01:02:22.550Z 1.045 2021-04-19T02:03:18.343Z 1.844 2021-04-19T01:02:23.564Z 1.050 2021-04-19T02:03:19.123Z 1.844 2021-04-19T01:02:25.287Z 1.050 2021-04-19T02:03:19.779Z 1.844 2021-04-19T01:02:26.288Z 1.049 2021-04-19T02:03:20.503Z 1.844 2021-04-19T01:02:27.305Z 1.049 2021-04-19T02:03:21.228Z 1.844 2021-04-19T01:02:28.360Z 1.053 2021-04-19T02:03:21.926Z 1.844 2021-04-19T01:02:29.425Z 1.055 2021-04-19T02:03:22.613Z 1.844 2021-04-19T01:02:30.420Z 1.055 2021-04-19T02:03:23.341Z 1.844 2021-04-19T01:02:31.427Z 1.052 2021-04-19T02:03:23.956Z 1.844 2021-04-19T01:02:32.475Z 1.050 2021-04-19T02:03:24.637Z 1.844 2021-04-19T01:02:33.557Z 1.042 2021-04-19T02:03:25.313Z 1.844 2021-04-19T01:02:34.528Z 1.047 2021-04-19T02:03:26.041Z 1.844 2021-04-19T01:02:35.568Z 1.051 2021-04-19T02:03:26.777Z 1.844 2021-04-19T01:02:36.768Z 1.049 2021-04-19T02:03:27.458Z 1.844 2021-04-19T01:02:37.851Z 1.043 2021-04-19T02:03:28.065Z 1.844 2021-04-19T01:02:38.875Z 1.056 2021-04-19T02:03:28.646Z 1.844 2021-04-19T01:02:39.867Z 1.056 2021-04-19T02:03:29.505Z 1.844 2021-04-19T01:02:40.903Z 1.048 2021-04-19T02:03:30.355Z 1.844 2021-04-19T01:02:43.689Z 1.043 2021-04-19T02:03:30.931Z 1.844 2021-04-19T01:02:44.773Z 1.041 2021-04-19T02:03:31.525Z 1.844 2021-04-19T01:02:46.055Z 1.006 2021-04-19T02:03:32.096Z 1.844 2021-04-19T01:02:47.148Z 1.007 2021-04-19T02:03:32.690Z 1.844 2021-04-19T01:02:48.183Z 1.033 2021-04-19T02:03:33.378Z 1.844 2021-04-19T01:02:49.171Z 1.048 2021-04-19T02:03:34.087Z 1.844 2021-04-19T01:02:50.186Z 1.048 2021-04-19T02:03:34.761Z 1.844 2021-04-19T01:02:51.212Z 1.050 2021-04-19T02:03:35.423Z 1.844 2021-04-19T01:02:52.240Z 1.042 2021-04-19T02:03:36.188Z 1.844 2021-04-19T01:02:53.245Z 1.261 2021-04-19T02:03:36.894Z 1.844 2021-04-19T01:02:54.247Z 1.263 2021-04-19T02:03:37.684Z 1.844 2021-04-19T01:02:55.574Z 1.265 2021-04-19T02:03:38.511Z 1.844 2021-04-19T01:02:56.587Z 1.262 2021-04-19T02:03:39.382Z 1.844 2021-04-19T01:02:57.632Z 1.264 2021-04-19T02:03:40.258Z 1.844 2021-04-19T01:02:58.606Z 1.263 2021-04-19T02:03:41.075Z 1.844 2021-04-19T01:02:59.618Z 1.263 2021-04-19T02:03:41.898Z 1.844 2021-04-19T01:03:00.605Z 1.267 2021-04-19T02:03:42.714Z 1.844 2021-04-19T01:03:01.587Z 1.266 2021-04-19T02:03:43.525Z 1.844 2021-04-19T01:03:02.583Z 1.267 2021-04-19T02:03:44.351Z 1.844 2021-04-19T01:03:03.593Z 1.265 2021-04-19T02:03:45.201Z 1.844 2021-04-19T01:03:04.600Z 1.266 2021-04-19T02:03:45.896Z 1.844 2021-04-19T01:03:05.803Z 1.264 2021-04-19T02:03:46.610Z 1.844 2021-04-19T01:03:06.863Z 1.258 2021-04-19T02:03:47.424Z 1.844 2021-04-19T01:03:07.855Z 1.255 2021-04-19T02:03:48.242Z 1.844 2021-04-19T01:03:08.878Z 1.259 2021-04-19T02:03:49.103Z 1.844 2021-04-19T01:03:09.920Z 1.260 2021-04-19T02:03:49.902Z 1.844 2021-04-19T01:03:10.953Z 1.259 2021-04-19T02:03:50.686Z 1.844 2021-04-19T01:03:12.022Z 1.263 2021-04-19T02:03:51.514Z 1.844 2021-04-19T01:03:13.057Z 1.268 2021-04-19T02:03:52.338Z 1.844 2021-04-19T01:03:14.133Z 1.263 2021-04-19T02:03:53.203Z 1.844 2021-04-19T01:03:15.152Z 1.259 2021-04-19T02:03:53.985Z 1.844 2021-04-19T01:03:16.136Z 1.261 2021-04-19T02:03:54.818Z 1.844 2021-04-19T01:03:17.161Z 1.260 2021-04-19T02:03:55.661Z 1.844 2021-04-19T01:03:18.159Z 1.255 2021-04-19T02:03:56.479Z 1.844 2021-04-19T01:03:19.168Z 1.256 2021-04-19T02:03:57.315Z 1.844 2021-04-19T01:03:20.171Z 1.258 2021-04-19T02:03:58.116Z 1.844 2021-04-19T01:03:21.152Z 1.260 2021-04-19T02:03:58.810Z 1.844 2021-04-19T01:03:22.194Z 1.263 2021-04-19T02:03:59.499Z 1.844 2021-04-19T01:03:23.187Z 1.265 2021-04-19T02:04:00.183Z 1.844 2021-04-19T01:03:24.186Z 1.557 2021-04-19T02:04:01.009Z 1.844 2021-04-19T01:03:25.214Z 1.554 2021-04-19T02:04:01.852Z 1.844 2021-04-19T01:03:26.213Z 1.550 2021-04-19T02:04:02.794Z 1.844 2021-04-19T01:03:27.697Z 1.554 2021-04-19T02:04:03.662Z 1.844 2021-04-19T01:03:28.801Z 1.561 2021-04-19T02:04:04.581Z 1.844 2021-04-19T01:03:29.764Z 1.560 2021-04-19T02:04:05.388Z 1.844 2021-04-19T01:03:30.759Z 1.557 2021-04-19T02:04:06.207Z 1.844 2021-04-19T01:03:31.779Z 1.553 2021-04-19T02:04:07.029Z 1.844 2021-04-19T01:03:32.842Z 1.554 2021-04-19T02:04:07.900Z 1.844 2021-04-19T01:03:33.856Z 1.558 2021-04-19T02:04:08.709Z 1.844 2021-04-19T01:03:34.849Z 1.557 2021-04-19T02:04:09.574Z 1.844 2021-04-19T01:03:35.966Z 1.559 2021-04-19T02:04:10.379Z 1.844 2021-04-19T01:03:37.067Z 1.550 2021-04-19T02:04:11.318Z 1.844 2021-04-19T01:03:38.107Z 1.537 2021-04-19T02:04:12.255Z 1.844 2021-04-19T01:03:39.096Z 1.548 2021-04-19T02:04:13.084Z 1.844 2021-04-19T01:03:40.107Z 1.552 2021-04-19T02:04:13.904Z 1.844 2021-04-19T01:03:41.115Z 1.553 2021-04-19T02:04:14.719Z 1.844 2021-04-19T01:03:42.173Z 1.547 2021-04-19T02:04:15.606Z 1.844 2021-04-19T01:03:43.170Z 1.551 2021-04-19T02:04:16.629Z 1.844 2021-04-19T01:03:44.229Z 1.555 2021-04-19T02:04:17.702Z 1.844 2021-04-19T01:03:45.274Z 1.549 2021-04-19T02:04:18.639Z 1.844 2021-04-19T01:03:46.339Z 1.549 2021-04-19T02:04:19.466Z 1.844 2021-04-19T01:03:47.320Z 1.553 2021-04-19T02:04:20.299Z 1.844 2021-04-19T01:03:48.290Z 1.553 2021-04-19T02:04:21.195Z 1.844 2021-04-19T01:03:49.420Z 1.548 2021-04-19T02:04:22.149Z 1.844 2021-04-19T01:03:50.446Z 1.533 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2021-04-19T02:08:18.596Z 740.3 2021-04-19T01:08:36.750Z 226.9 2021-04-19T02:08:18.809Z 760.0 2021-04-19T01:08:37.241Z 228.4 2021-04-19T02:08:19.034Z 740.3 2021-04-19T01:08:37.721Z 227.1 2021-04-19T02:08:19.508Z 768.3 2021-04-19T01:08:38.318Z 226.1 2021-04-19T02:08:19.797Z 799.5 2021-04-19T01:08:38.805Z 229.5 2021-04-19T02:08:20.106Z 772.5 2021-04-19T01:08:40.528Z 232.2 2021-04-19T02:08:20.357Z 778.7 2021-04-19T01:08:41.044Z 231.3 2021-04-19T02:08:20.626Z 774.6 2021-04-19T01:08:41.657Z 229.5 2021-04-19T02:08:20.881Z 774.6 2021-04-19T01:08:42.213Z 230.5 2021-04-19T02:08:21.121Z 772.5 2021-04-19T01:08:42.760Z 231.1 2021-04-19T02:08:21.373Z 786.0 2021-04-19T01:08:43.339Z 232.6 2021-04-19T02:08:21.610Z 775.6 2021-04-19T01:08:43.963Z 234.5 2021-04-19T02:08:21.853Z 781.8 2021-04-19T01:08:44.524Z 234.9 2021-04-19T02:08:22.085Z 795.3 2021-04-19T01:08:45.050Z 234.4 2021-04-19T02:08:22.360Z 772.5 2021-04-19T01:08:45.611Z 233.9 2021-04-19T02:08:22.607Z 772.5 2021-04-19T01:08:46.150Z 232.7 2021-04-19T02:08:22.871Z