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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2021-02-18T02:09:29.303Z 1.844 2021-02-17T22:11:07.923Z 1.368 2021-02-18T02:09:34.446Z 1.844 2021-02-17T22:11:38.619Z 1.374 2021-02-18T02:09:37.090Z 1.844 2021-02-17T22:12:20.410Z 1.365 2021-02-18T02:09:39.509Z 1.844 2021-02-17T22:12:51.666Z 1.347 2021-02-18T02:09:41.480Z 1.844 2021-02-17T22:13:14.003Z 1.355 2021-02-18T02:09:46.510Z 1.844 2021-02-17T22:13:40.538Z 1.346 2021-02-18T02:09:49.420Z 1.844 2021-02-17T22:13:57.765Z 1.345 2021-02-18T02:09:51.353Z 1.844 2021-02-17T22:14:03.142Z 1.344 2021-02-18T02:09:53.592Z 1.844 2021-02-17T22:14:13.235Z 1.346 2021-02-18T02:09:57.686Z 1.844 2021-02-17T22:14:29.839Z 1.337 2021-02-18T02:09:59.664Z 1.844 2021-02-17T22:14:44.300Z 1.350 2021-02-18T02:10:01.333Z 1.844 2021-02-17T22:14:57.592Z 1.377 2021-02-18T02:10:04.840Z 1.844 2021-02-17T22:15:11.530Z 1.374 2021-02-18T02:10:06.916Z 1.019 2021-02-17T22:15:23.995Z 131.3 2021-02-18T02:10:07.236Z 1.019 2021-02-17T22:15:40.006Z 131.9 2021-02-18T02:10:08.872Z 1.007 2021-02-17T22:15:55.314Z 131.9 2021-02-18T02:10:12.851Z 1.046 2021-02-17T22:16:16.702Z 130.7 2021-02-18T02:10:13.197Z 1.050 2021-02-17T22:16:37.003Z 128.4 2021-02-18T02:10:13.540Z 1.019 2021-02-17T22:16:52.599Z 129.0 2021-02-18T02:10:13.853Z 1.011 2021-02-17T22:17:06.713Z 128.1 2021-02-18T02:10:14.154Z 1.042 2021-02-17T22:17:23.417Z 124.0 2021-02-18T02:10:14.477Z 1.071 2021-02-17T22:17:46.072Z 125.4 2021-02-18T02:10:14.779Z 1.059 2021-02-17T22:18:06.290Z 126.0 2021-02-18T02:10:15.854Z 1.067 2021-02-17T22:18:27.509Z 127.4 2021-02-18T02:10:16.676Z 1.048 2021-02-17T22:18:47.003Z 127.9 2021-02-18T02:10:17.018Z 1.009 2021-02-17T22:18:55.645Z 130.2 2021-02-18T02:10:17.280Z 1.003 2021-02-17T22:19:08.116Z 127.6 2021-02-18T02:10:17.631Z 1.003 2021-02-17T22:19:19.462Z 129.7 2021-02-18T02:10:18.292Z 1.025 2021-02-17T22:19:35.146Z 127.3 2021-02-18T02:10:18.596Z 1.036 2021-02-17T22:19:51.506Z 128.0 2021-02-18T02:10:18.823Z 1.038 2021-02-17T22:20:09.346Z 126.7 2021-02-18T02:10:19.030Z 1.013 2021-02-17T22:20:35.382Z 127.7 2021-02-18T02:10:19.331Z 1.013 2021-02-17T22:20:53.035Z 131.3 2021-02-18T02:10:19.554Z 976.0 2021-02-17T22:21:07.813Z 131.8 2021-02-18T02:10:19.748Z 1.015 2021-02-17T22:21:23.267Z 130.4 2021-02-18T02:10:19.986Z 1.000 2021-02-17T22:21:39.373Z 129.5 2021-02-18T02:10:20.397Z 996.8 2021-02-17T22:21:58.947Z 129.3 2021-02-18T02:10:20.625Z 1.040 2021-02-17T22:22:11.739Z 127.2 2021-02-18T02:10:20.889Z 984.3 2021-02-17T22:22:18.184Z 127.7 2021-02-18T02:10:21.124Z 1.000 2021-02-17T22:22:21.394Z 127.9 2021-02-18T02:10:21.403Z 1.019 2021-02-17T22:22:23.897Z 130.0 2021-02-18T02:10:25.045Z 1.046 2021-02-17T22:22:26.356Z 129.4 2021-02-18T02:10:26.162Z 1.395 2021-02-17T22:22:29.564Z 234.3 2021-02-18T02:10:26.629Z 1.395 2021-02-17T22:22:35.853Z 227.3 2021-02-18T02:10:27.162Z 1.395 2021-02-17T22:22:46.338Z 226.6 2021-02-18T02:10:27.563Z 1.395 2021-02-17T22:22:57.564Z 220.6 2021-02-18T02:10:27.809Z 1.395 2021-02-17T22:23:07.696Z 218.3 2021-02-18T02:10:28.127Z 1.395 2021-02-17T22:23:16.905Z 225.2 2021-02-18T02:10:29.039Z 1.395 2021-02-17T22:23:27.947Z 226.2 2021-02-18T02:10:29.695Z 1.395 2021-02-17T22:23:43.897Z 223.1 2021-02-18T02:10:30.032Z 1.395 2021-02-17T22:24:06.576Z 222.1 2021-02-18T02:10:30.358Z 1.395 2021-02-17T22:24:34.324Z 216.7 2021-02-18T02:10:30.720Z 1.395 2021-02-17T22:25:00.313Z 216.5 2021-02-18T02:10:31.014Z 1.395 2021-02-17T22:25:21.752Z 221.3 2021-02-18T02:10:31.338Z 1.393 2021-02-17T22:25:42.352Z 222.6 2021-02-18T02:10:31.620Z 1.395 2021-02-17T22:26:07.673Z 228.7 2021-02-18T02:10:32.436Z 1.395 2021-02-17T22:26:37.779Z 222.5 2021-02-18T02:10:32.797Z 1.393 2021-02-17T22:27:00.256Z 219.9 2021-02-18T02:10:33.164Z 1.395 2021-02-17T22:27:12.231Z 215.6 2021-02-18T02:10:33.444Z 1.393 2021-02-17T22:27:27.770Z 222.5 2021-02-18T02:10:33.667Z 1.395 2021-02-17T22:27:41.444Z 215.4 2021-02-18T02:10:33.951Z 1.395 2021-02-17T22:28:05.667Z 219.0 2021-02-18T02:10:34.198Z 1.395 2021-02-17T22:28:32.172Z 218.0 2021-02-18T02:10:35.378Z 1.393 2021-02-17T22:29:05.539Z 217.5 2021-02-18T02:10:35.925Z 1.395 2021-02-17T22:29:24.447Z 224.8 2021-02-18T02:10:36.409Z 1.393 2021-02-17T22:29:48.288Z 220.7 2021-02-18T02:10:36.924Z 1.395 2021-02-17T22:30:08.600Z 218.3 2021-02-18T02:10:37.470Z 1.395 2021-02-17T22:30:28.376Z 227.1 2021-02-18T02:10:38.010Z 1.395 2021-02-17T22:30:39.417Z 240.0 2021-02-18T02:10:38.409Z 1.395 2021-02-17T22:30:43.269Z 239.2 2021-02-18T02:10:40.112Z 1.395 2021-02-17T22:30:46.616Z 234.6 2021-02-18T02:10:40.624Z 1.844 2021-02-17T22:30:52.371Z 1.087 2021-02-18T02:10:42.554Z 1.844 2021-02-17T22:30:56.655Z 1.096 2021-02-18T02:10:44.053Z 1.844 2021-02-17T22:31:08.155Z 1.096 2021-02-18T02:10:46.273Z 1.844 2021-02-17T22:31:25.398Z 1.092 2021-02-18T02:10:49.052Z 1.844 2021-02-17T22:31:42.372Z 1.090 2021-02-18T02:10:50.834Z 1.844 2021-02-17T22:31:55.279Z 1.087 2021-02-18T02:10:53.203Z 1.844 2021-02-17T22:32:21.261Z 1.081 2021-02-18T02:10:56.561Z 1.844 2021-02-17T22:32:50.907Z 1.087 2021-02-18T02:10:57.570Z 1.844 2021-02-17T22:33:28.371Z 1.086 2021-02-18T02:10:58.421Z 1.844 2021-02-17T22:33:57.213Z 1.086 2021-02-18T02:11:01.021Z 1.844 2021-02-17T22:34:33.313Z 1.086 2021-02-18T02:11:02.387Z 1.844 2021-02-17T22:35:11.003Z 1.078 2021-02-18T02:11:03.261Z 1.844 2021-02-17T22:35:30.854Z 1.071 2021-02-18T02:11:04.189Z 1.844 2021-02-17T22:35:49.069Z 1.091 2021-02-18T02:11:05.975Z 1.844 2021-02-17T22:36:13.804Z 1.091 2021-02-18T02:11:07.988Z 1.844 2021-02-17T22:36:44.847Z 1.095 2021-02-18T02:11:09.337Z 1.844 2021-02-17T22:37:18.619Z 1.093 2021-02-18T02:11:11.062Z 1.844 2021-02-17T22:37:51.431Z 1.090 2021-02-18T02:11:14.961Z 1.844 2021-02-17T22:38:32.293Z 1.100 2021-02-18T02:11:17.702Z 1.844 2021-02-17T22:39:11.664Z 1.097 2021-02-18T02:11:20.123Z 1.844 2021-02-17T22:39:20.897Z 1.084 2021-02-18T02:11:21.862Z 1.844 2021-02-17T22:39:31.216Z 1.098 2021-02-18T02:11:23.315Z 1.844 2021-02-17T22:39:38.066Z 1.091 2021-02-18T02:11:24.841Z 1.844 2021-02-17T22:39:44.413Z 1.089 2021-02-18T02:11:26.100Z 1.844 2021-02-17T22:39:48.400Z 1.084 2021-02-18T02:11:27.340Z 1.844 2021-02-17T22:39:51.519Z 1.097 2021-02-18T02:11:29.484Z 1.844 2021-02-17T22:39:54.796Z 1.104 2021-02-18T02:11:30.774Z 1.844 2021-02-17T22:39:58.099Z 1.105 2021-02-18T02:11:32.198Z 1.844 2021-02-17T22:40:01.307Z 1.107 2021-02-18T02:11:33.194Z 1.844 2021-02-17T22:40:04.505Z 1.255 2021-02-18T02:11:34.337Z 1.844 2021-02-17T22:40:07.467Z 1.262 2021-02-18T02:11:36.340Z 1.844 2021-02-17T22:40:10.703Z 1.258 2021-02-18T02:11:38.317Z 1.844 2021-02-17T22:40:17.463Z 1.257 2021-02-18T02:11:41.212Z 1.844 2021-02-17T22:40:35.819Z 1.257 2021-02-18T02:11:46.105Z 1.844 2021-02-17T22:41:08.498Z 1.261 2021-02-18T02:11:47.684Z 1.844 2021-02-17T22:41:36.368Z 1.265 2021-02-18T02:11:50.372Z 1.844 2021-02-17T22:42:02.146Z 1.271 2021-02-18T02:11:53.311Z 1.844 2021-02-17T22:42:36.101Z 1.271 2021-02-18T02:11:55.564Z 1.844 2021-02-17T22:43:11.495Z 1.277 2021-02-18T02:11:57.062Z 1.844 2021-02-17T22:43:34.451Z 1.283 2021-02-18T02:11:58.559Z 1.844 2021-02-17T22:43:53.619Z 1.283 2021-02-18T02:11:59.789Z 1.844 2021-02-17T22:44:12Z 1.272 2021-02-18T02:12:01.272Z 1.844 2021-02-17T22:44:33.244Z 1.272 2021-02-18T02:12:03.412Z 1.844 2021-02-17T22:45:03.081Z 1.280 2021-02-18T02:12:05.804Z 1.844 2021-02-17T22:45:39.781Z 1.290 2021-02-18T02:12:07.333Z 1.844 2021-02-17T22:46:08.201Z 1.292 2021-02-18T02:12:10.968Z 1.844 2021-02-17T22:46:38.048Z 1.289 2021-02-18T02:12:12.193Z 1.844 2021-02-17T22:47:14.754Z 1.284 2021-02-18T02:12:13.346Z 1.844 2021-02-17T22:47:45.712Z 1.286 2021-02-18T02:12:14.535Z 1.844 2021-02-17T22:48:04.063Z 1.286 2021-02-18T02:12:16.409Z 1.844 2021-02-17T22:48:20.940Z 1.289 2021-02-18T02:12:17.937Z 1.844 2021-02-17T22:48:37.568Z 1.288 2021-02-18T02:12:19.557Z 1.844 2021-02-17T22:48:54.661Z 1.285 2021-02-18T02:12:22.514Z 1.844 2021-02-17T22:49:12.846Z 1.276 2021-02-18T02:12:23.784Z 1.844 2021-02-17T22:49:27.462Z 1.282 2021-02-18T02:12:25.005Z 1.844 2021-02-17T22:49:41.673Z 1.290 2021-02-18T02:12:27.138Z 1.844 2021-02-17T22:50:01.429Z 1.287 2021-02-18T02:12:32.753Z 1.844 2021-02-17T22:50:36.772Z 1.286 2021-02-18T02:12:34.776Z 1.844 2021-02-17T22:50:54.359Z 1.547 2021-02-18T02:12:38.242Z 1.844 2021-02-17T22:51:12.034Z 1.547 2021-02-18T02:12:40.662Z 1.844 2021-02-17T22:51:28.992Z 1.542 2021-02-18T02:12:43.269Z 1.844 2021-02-17T22:51:54.270Z 1.533 2021-02-18T02:12:44.630Z 1.844 2021-02-17T22:52:22.083Z 1.534 2021-02-18T02:12:52.011Z 1.844 2021-02-17T22:52:59.657Z 1.543 2021-02-18T02:12:55.031Z 1.844 2021-02-17T22:53:28.493Z 1.536 2021-02-18T02:12:57.190Z 1.844 2021-02-17T22:53:58.884Z 1.535 2021-02-18T02:12:58.361Z 1.844 2021-02-17T22:54:35.458Z 1.540 2021-02-18T02:13:04.116Z 1.844 2021-02-17T22:55:10.861Z 1.543 2021-02-18T02:13:06.482Z 1.844 2021-02-17T22:55:31.973Z 1.552 2021-02-18T02:13:08.786Z 1.844 2021-02-17T22:55:52.127Z 1.550 2021-02-18T02:13:10.565Z 1.844 2021-02-17T22:56:21.463Z 1.551 2021-02-18T02:13:12.141Z 1.844 2021-02-17T22:56:58.928Z 1.559 2021-02-18T02:13:14.523Z 1.844 2021-02-17T22:57:30.256Z 1.576 2021-02-18T02:13:16.051Z 1.844 2021-02-17T22:57:59.939Z 1.574 2021-02-18T02:13:18.023Z 1.844 2021-02-17T22:58:22.507Z 1.570 2021-02-18T02:13:20.944Z 1.844 2021-02-17T22:58:39.726Z 1.568 2021-02-18T02:13:22.244Z 1.844 2021-02-17T22:58:47.886Z 1.561 2021-02-18T02:13:25.294Z 1.844 2021-02-17T22:58:55.448Z 1.559 2021-02-18T02:13:27.440Z 1.844 2021-02-17T22:59:01.497Z 1.554 2021-02-18T02:13:33.546Z 1.844 2021-02-17T22:59:07.596Z 1.561 2021-02-18T02:13:37.994Z 1.844 2021-02-17T22:59:17.893Z 1.565 2021-02-18T02:13:40.845Z 1.844 2021-02-17T22:59:28.564Z 1.566 2021-02-18T02:13:48.664Z 1.844 2021-02-17T22:59:44.717Z 1.570 2021-02-18T02:13:50.708Z 1.844 2021-02-17T23:00:00.050Z 1.560 2021-02-18T02:13:53.838Z 1.844 2021-02-17T23:00:23.831Z 1.561 2021-02-18T02:13:55.695Z 1.844 2021-02-17T23:00:53.399Z 1.572 2021-02-18T02:13:58.359Z 1.844 2021-02-17T23:01:28.182Z 1.572 2021-02-18T02:14:00.683Z 1.844 2021-02-17T23:01:54.794Z 1.683 2021-02-18T02:14:09.651Z 1.844 2021-02-17T23:02:25.308Z 1.677 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2021-02-18T02:25:27.463Z