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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2021-01-13T19:25:19.030Z 1.844 2021-01-13T19:25:48.316Z 1.374 2021-01-13T19:25:25.030Z 1.844 2021-01-13T19:25:55.445Z 1.372 2021-01-13T19:25:29.635Z 1.844 2021-01-13T19:26:01.697Z 1.384 2021-01-13T19:25:33.878Z 1.844 2021-01-13T19:26:09.261Z 1.359 2021-01-13T19:25:38.926Z 1.844 2021-01-13T19:26:16.221Z 1.359 2021-01-13T19:25:44.714Z 1.844 2021-01-13T19:26:23.215Z 1.350 2021-01-13T19:25:50.551Z 1.844 2021-01-13T19:26:30.417Z 1.363 2021-01-13T19:25:55.804Z 1.844 2021-01-13T19:26:36.634Z 1.344 2021-01-13T19:25:59.446Z 1.844 2021-01-13T19:26:43.420Z 1.334 2021-01-13T19:26:04.590Z 1.844 2021-01-13T19:26:48.242Z 1.352 2021-01-13T19:26:10.122Z 1.844 2021-01-13T19:26:54.658Z 1.343 2021-01-13T19:26:14.924Z 1.844 2021-01-13T19:27:01.489Z 1.346 2021-01-13T19:26:19.802Z 1.057 2021-01-13T19:27:05.390Z 125.0 2021-01-13T19:26:20.447Z 1.011 2021-01-13T19:27:09.245Z 126.7 2021-01-13T19:26:21.247Z 1.011 2021-01-13T19:27:12.063Z 128.4 2021-01-13T19:26:21.965Z 1.023 2021-01-13T19:27:15.846Z 127.9 2021-01-13T19:26:22.599Z 1.034 2021-01-13T19:27:19.291Z 125.5 2021-01-13T19:26:23.211Z 1.034 2021-01-13T19:27:23.494Z 126.3 2021-01-13T19:26:23.875Z 1.005 2021-01-13T19:27:26.625Z 130.0 2021-01-13T19:26:24.526Z 1.034 2021-01-13T19:27:30.416Z 128.2 2021-01-13T19:26:25.169Z 1.005 2021-01-13T19:27:34.376Z 130.0 2021-01-13T19:26:25.840Z 1.038 2021-01-13T19:27:38.495Z 127.7 2021-01-13T19:26:26.523Z 1.013 2021-01-13T19:27:42.452Z 126.6 2021-01-13T19:26:27.133Z 1.023 2021-01-13T19:27:46.146Z 126.0 2021-01-13T19:26:27.837Z 1.044 2021-01-13T19:27:50.429Z 123.8 2021-01-13T19:26:28.453Z 1.067 2021-01-13T19:27:53.829Z 127.2 2021-01-13T19:26:29.135Z 998.8 2021-01-13T19:27:56.932Z 131.5 2021-01-13T19:26:29.880Z 1.042 2021-01-13T19:28:01.223Z 130.6 2021-01-13T19:26:30.674Z 1.050 2021-01-13T19:28:04.760Z 127.8 2021-01-13T19:26:31.283Z 1.025 2021-01-13T19:28:08.582Z 129.3 2021-01-13T19:26:31.863Z 1.030 2021-01-13T19:28:12.083Z 128.2 2021-01-13T19:26:32.463Z 1.042 2021-01-13T19:28:16.697Z 131.0 2021-01-13T19:26:33.063Z 1.050 2021-01-13T19:28:19.880Z 129.6 2021-01-13T19:26:33.607Z 1.048 2021-01-13T19:28:22.794Z 127.8 2021-01-13T19:26:34.340Z 1.046 2021-01-13T19:28:25.938Z 127.0 2021-01-13T19:26:34.957Z 1.057 2021-01-13T19:28:29.896Z 127.3 2021-01-13T19:26:35.684Z 1.052 2021-01-13T19:28:33.500Z 125.8 2021-01-13T19:26:36.425Z 1.027 2021-01-13T19:28:38.232Z 129.2 2021-01-13T19:26:37.033Z 1.021 2021-01-13T19:28:42.292Z 127.1 2021-01-13T19:26:37.615Z 1.015 2021-01-13T19:28:46.633Z 129.2 2021-01-13T19:26:38.278Z 1.395 2021-01-13T19:28:52.014Z 219.8 2021-01-13T19:26:39.301Z 1.393 2021-01-13T19:28:56.478Z 220.1 2021-01-13T19:26:40.365Z 1.393 2021-01-13T19:29:00.978Z 222.6 2021-01-13T19:26:41.412Z 1.393 2021-01-13T19:29:05.474Z 215.8 2021-01-13T19:26:42.332Z 1.389 2021-01-13T19:29:10.224Z 212.4 2021-01-13T19:26:43.369Z 1.395 2021-01-13T19:29:14.743Z 219.3 2021-01-13T19:26:44.196Z 1.395 2021-01-13T19:29:19.496Z 228.8 2021-01-13T19:26:45.001Z 1.395 2021-01-13T19:29:24.180Z 229.8 2021-01-13T19:26:45.766Z 1.393 2021-01-13T19:29:28.822Z 230.8 2021-01-13T19:26:46.391Z 1.395 2021-01-13T19:29:33.407Z 217.6 2021-01-13T19:26:47.041Z 1.395 2021-01-13T19:29:38.629Z 210.0 2021-01-13T19:26:47.635Z 1.395 2021-01-13T19:29:43.703Z 215.2 2021-01-13T19:26:48.524Z 1.395 2021-01-13T19:29:49.213Z 223.3 2021-01-13T19:26:49.358Z 1.395 2021-01-13T19:29:54.685Z 230.5 2021-01-13T19:26:50.140Z 1.395 2021-01-13T19:29:59.300Z 240.9 2021-01-13T19:26:50.867Z 1.395 2021-01-13T19:30:04.124Z 225.2 2021-01-13T19:26:51.901Z 1.395 2021-01-13T19:30:08.881Z 213.9 2021-01-13T19:26:53.023Z 1.395 2021-01-13T19:30:13.733Z 214.1 2021-01-13T19:26:54.108Z 1.393 2021-01-13T19:30:18.464Z 229.2 2021-01-13T19:26:54.922Z 1.395 2021-01-13T19:30:23.076Z 220.3 2021-01-13T19:26:55.877Z 1.395 2021-01-13T19:30:27.837Z 216.2 2021-01-13T19:26:56.950Z 1.395 2021-01-13T19:30:33.190Z 221.2 2021-01-13T19:26:57.882Z 1.395 2021-01-13T19:30:38.128Z 224.8 2021-01-13T19:26:58.933Z 1.393 2021-01-13T19:30:42.606Z 227.5 2021-01-13T19:26:59.926Z 1.395 2021-01-13T19:30:47.509Z 226.3 2021-01-13T19:27:00.876Z 1.395 2021-01-13T19:30:51.858Z 221.2 2021-01-13T19:27:01.913Z 1.395 2021-01-13T19:30:56.977Z 222.0 2021-01-13T19:27:02.989Z 1.395 2021-01-13T19:31:01.987Z 227.2 2021-01-13T19:27:04.068Z 1.844 2021-01-13T19:31:08.218Z 1.053 2021-01-13T19:27:08.013Z 1.844 2021-01-13T19:31:15.274Z 1.054 2021-01-13T19:27:11.151Z 1.844 2021-01-13T19:31:21.582Z 1.057 2021-01-13T19:27:14.937Z 1.844 2021-01-13T19:31:27.578Z 1.063 2021-01-13T19:27:18.781Z 1.844 2021-01-13T19:31:34.714Z 1.067 2021-01-13T19:27:22.985Z 1.844 2021-01-13T19:31:40.966Z 1.069 2021-01-13T19:27:26.602Z 1.844 2021-01-13T19:31:47.275Z 1.067 2021-01-13T19:27:30.659Z 1.844 2021-01-13T19:31:53.364Z 1.061 2021-01-13T19:27:34.814Z 1.844 2021-01-13T19:31:59.768Z 1.059 2021-01-13T19:27:38.980Z 1.844 2021-01-13T19:32:07.086Z 1.064 2021-01-13T19:27:43.279Z 1.844 2021-01-13T19:32:13.148Z 1.067 2021-01-13T19:27:47.561Z 1.844 2021-01-13T19:32:19.937Z 1.073 2021-01-13T19:27:51.844Z 1.844 2021-01-13T19:32:25.289Z 1.079 2021-01-13T19:27:55.034Z 1.844 2021-01-13T19:32:32.116Z 1.087 2021-01-13T19:27:58.621Z 1.844 2021-01-13T19:32:38.892Z 1.092 2021-01-13T19:28:02.661Z 1.844 2021-01-13T19:32:44.840Z 1.094 2021-01-13T19:28:05.833Z 1.844 2021-01-13T19:32:50.995Z 1.100 2021-01-13T19:28:10.082Z 1.844 2021-01-13T19:32:57.233Z 1.103 2021-01-13T19:28:14.387Z 1.844 2021-01-13T19:33:03.092Z 1.112 2021-01-13T19:28:18.684Z 1.844 2021-01-13T19:33:09.357Z 1.101 2021-01-13T19:28:21.922Z 1.844 2021-01-13T19:33:14.987Z 1.092 2021-01-13T19:28:25.592Z 1.844 2021-01-13T19:33:21.014Z 1.092 2021-01-13T19:28:29.311Z 1.844 2021-01-13T19:33:27.426Z 1.079 2021-01-13T19:28:33.692Z 1.844 2021-01-13T19:33:33.775Z 1.082 2021-01-13T19:28:38.211Z 1.844 2021-01-13T19:33:39.937Z 1.075 2021-01-13T19:28:42.939Z 1.844 2021-01-13T19:33:45.548Z 1.064 2021-01-13T19:28:47.014Z 1.844 2021-01-13T19:33:53.965Z 1.064 2021-01-13T19:28:51.178Z 1.844 2021-01-13T19:33:59.532Z 1.068 2021-01-13T19:28:55.425Z 1.844 2021-01-13T19:34:05.225Z 1.274 2021-01-13T19:28:59.366Z 1.844 2021-01-13T19:34:11.840Z 1.276 2021-01-13T19:29:03.690Z 1.844 2021-01-13T19:34:17.975Z 1.277 2021-01-13T19:29:08.209Z 1.844 2021-01-13T19:34:25.206Z 1.274 2021-01-13T19:29:12.608Z 1.844 2021-01-13T19:34:31.734Z 1.268 2021-01-13T19:29:17.320Z 1.844 2021-01-13T19:34:37.967Z 1.270 2021-01-13T19:29:21.268Z 1.844 2021-01-13T19:34:44.805Z 1.273 2021-01-13T19:29:25.535Z 1.844 2021-01-13T19:34:49.702Z 1.274 2021-01-13T19:29:30.352Z 1.844 2021-01-13T19:34:55.546Z 1.271 2021-01-13T19:29:34.687Z 1.844 2021-01-13T19:35:01.496Z 1.277 2021-01-13T19:29:38.847Z 1.844 2021-01-13T19:35:07.762Z 1.284 2021-01-13T19:29:43.517Z 1.844 2021-01-13T19:35:14.273Z 1.284 2021-01-13T19:29:48.546Z 1.844 2021-01-13T19:35:19.267Z 1.285 2021-01-13T19:29:53.731Z 1.844 2021-01-13T19:35:25.868Z 1.281 2021-01-13T19:29:58.226Z 1.844 2021-01-13T19:35:32.228Z 1.288 2021-01-13T19:30:02.829Z 1.844 2021-01-13T19:35:37.818Z 1.298 2021-01-13T19:30:07.608Z 1.844 2021-01-13T19:35:44.171Z 1.309 2021-01-13T19:30:11.495Z 1.844 2021-01-13T19:35:50.356Z 1.310 2021-01-13T19:30:16.256Z 1.844 2021-01-13T19:35:56.425Z 1.307 2021-01-13T19:30:20.503Z 1.844 2021-01-13T19:36:02.259Z 1.305 2021-01-13T19:30:25.158Z 1.844 2021-01-13T19:36:07.852Z 1.304 2021-01-13T19:30:29.810Z 1.844 2021-01-13T19:36:13.996Z 1.305 2021-01-13T19:30:35.026Z 1.844 2021-01-13T19:36:19.997Z 1.308 2021-01-13T19:30:39.855Z 1.844 2021-01-13T19:36:25.875Z 1.302 2021-01-13T19:30:44.191Z 1.844 2021-01-13T19:36:32.387Z 1.294 2021-01-13T19:30:48.749Z 1.844 2021-01-13T19:36:38.704Z 1.282 2021-01-13T19:30:52.612Z 1.844 2021-01-13T19:36:44.351Z 1.280 2021-01-13T19:30:57.223Z 1.844 2021-01-13T19:36:50.699Z 1.283 2021-01-13T19:31:01.904Z 1.844 2021-01-13T19:36:55.122Z 1.545 2021-01-13T19:31:07.350Z 1.844 2021-01-13T19:37:01.582Z 1.538 2021-01-13T19:31:13.246Z 1.844 2021-01-13T19:37:07.427Z 1.553 2021-01-13T19:31:19.317Z 1.844 2021-01-13T19:37:12.422Z 1.542 2021-01-13T19:31:23.361Z 1.844 2021-01-13T19:37:18.321Z 1.531 2021-01-13T19:31:28.703Z 1.844 2021-01-13T19:37:24.911Z 1.537 2021-01-13T19:31:34.718Z 1.844 2021-01-13T19:37:30.964Z 1.550 2021-01-13T19:31:39.984Z 1.844 2021-01-13T19:37:36.879Z 1.548 2021-01-13T19:31:45.357Z 1.844 2021-01-13T19:37:43.438Z 1.546 2021-01-13T19:31:51.176Z 1.844 2021-01-13T19:37:48.855Z 1.542 2021-01-13T19:31:56.224Z 1.844 2021-01-13T19:37:54.659Z 1.547 2021-01-13T19:32:01.955Z 1.844 2021-01-13T19:38:00.687Z 1.548 2021-01-13T19:32:07.517Z 1.844 2021-01-13T19:38:06.829Z 1.556 2021-01-13T19:32:12.855Z 1.844 2021-01-13T19:38:12.578Z 1.570 2021-01-13T19:32:18.811Z 1.844 2021-01-13T19:38:18.003Z 1.572 2021-01-13T19:32:24.305Z 1.844 2021-01-13T19:38:24.262Z 1.577 2021-01-13T19:32:28.739Z 1.844 2021-01-13T19:38:30.502Z 1.579 2021-01-13T19:32:35.391Z 1.844 2021-01-13T19:38:36.964Z 1.579 2021-01-13T19:32:40.544Z 1.844 2021-01-13T19:38:42.640Z 1.581 2021-01-13T19:32:46.032Z 1.844 2021-01-13T19:38:48.581Z 1.572 2021-01-13T19:32:51.259Z 1.844 2021-01-13T19:38:54.726Z 1.577 2021-01-13T19:32:56.247Z 1.844 2021-01-13T19:39:00.797Z 1.574 2021-01-13T19:33:00.798Z 1.844 2021-01-13T19:39:06.839Z 1.574 2021-01-13T19:33:06.465Z 1.844 2021-01-13T19:39:13.452Z 1.576 2021-01-13T19:33:11.541Z 1.844 2021-01-13T19:39:19.182Z 1.566 2021-01-13T19:33:16.335Z 1.844 2021-01-13T19:39:25.071Z 1.554 2021-01-13T19:33:21.507Z 1.844 2021-01-13T19:39:30.961Z 1.551 2021-01-13T19:33:26.901Z 1.844 2021-01-13T19:39:37.108Z 1.556 2021-01-13T19:33:32.025Z 1.844 2021-01-13T19:39:42.661Z 1.678 2021-01-13T19:33:37.653Z 1.844 2021-01-13T19:39:48.988Z 1.678 2021-01-13T19:33:43.026Z 1.844 2021-01-13T19:39:55.185Z 1.671 2021-01-13T19:33:51.134Z 1.844 2021-01-13T19:40:00.704Z 1.656 2021-01-13T19:33:56.175Z 1.844 2021-01-13T19:40:07.429Z 1.662 2021-01-13T19:34:01.595Z 1.844 2021-01-13T19:40:13.507Z 1.671 2021-01-13T19:34:07.289Z 1.844 2021-01-13T19:40:19.844Z 1.685 2021-01-13T19:34:13.166Z 1.844 2021-01-13T19:40:25.916Z 1.679 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2021-01-13T19:54:51.796Z 1.046 2021-01-13T20:06:42.898Z 212.5 2021-01-13T19:54:52.653Z 1.046 2021-01-13T20:06:45.164Z 206.1 2021-01-13T19:54:53.611Z 1.046 2021-01-13T20:06:48.427Z 206.5 2021-01-13T19:54:54.866Z 1.046 2021-01-13T20:06:51.377Z 209.1 2021-01-13T19:54:56.012Z 697.7 2021-01-13T20:06:53.576Z 224.5 2021-01-13T19:54:57.233Z 697.7 2021-01-13T20:06:55.836Z 223.6 2021-01-13T19:54:58.380Z 697.7 2021-01-13T20:06:57.849Z 223.2 2021-01-13T19:54:59.599Z 697.7 2021-01-13T20:06:59.742Z 222.0 2021-01-13T19:55:00.955Z 697.7 2021-01-13T20:07:01.798Z 220.7 2021-01-13T19:55:02.294Z 697.7 2021-01-13T20:07:03.912Z 220.2 2021-01-13T19:55:03.524Z 697.7 2021-01-13T20:07:06.130Z 228.4 2021-01-13T19:55:04.719Z 697.7 2021-01-13T20:07:08.007Z 227.6 2021-01-13T19:55:05.756Z 697.7 2021-01-13T20:07:09.987Z 225.4 2021-01-13T19:55:06.867Z 697.7 2021-01-13T20:07:12.371Z 223.1 2021-01-13T19:55:07.970Z 697.7 2021-01-13T20:07:14.750Z 221.7 2021-01-13T19:55:08.963Z 697.7 2021-01-13T20:07:16.791Z 223.6 2021-01-13T19:55:09.927Z 697.7 2021-01-13T20:07:19.275Z 227.6 2021-01-13T19:55:10.747Z 697.7 2021-01-13T20:07:21.784Z 230.7 2021-01-13T19:55:11.707Z 697.7 2021-01-13T20:07:24.169Z 232.3 2021-01-13T19:55:12.713Z 698.8 2021-01-13T20:07:25.997Z 229.2 2021-01-13T19:55:13.754Z 697.7 2021-01-13T20:07:27.637Z 224.6 2021-01-13T19:55:14.966Z 697.7 2021-01-13T20:07:29.601Z 221.9 2021-01-13T19:55:16.198Z 697.7 2021-01-13T20:07:31.704Z 224.7 2021-01-13T19:55:17.389Z 697.7 2021-01-13T20:07:33.628Z 226.5 2021-01-13T19:55:18.544Z 697.7 2021-01-13T20:07:35.801Z 224.8 2021-01-13T19:55:19.650Z 697.7 2021-01-13T20:07:37.971Z 224.0 2021-01-13T19:55:20.778Z 697.7 2021-01-13T20:07:40.061Z 223.4 2021-01-13T19:55:21.770Z 697.7 2021-01-13T20:07:42.264Z 227.4 2021-01-13T19:55:22.791Z 697.7 2021-01-13T20:07:44.671Z 229.1 2021-01-13T19:55:23.795Z 697.7 2021-01-13T20:07:47.276Z 227.5 2021-01-13T19:55:24.956Z 697.7 2021-01-13T20:07:49.263Z 225.3 2021-01-13T19:55:26.055Z 697.7 2021-01-13T20:07:51.322Z 226.4 2021-01-13T19:55:27.239Z