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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2021-05-21T13:13:06.488Z 1.844 2021-05-21T01:25:28.091Z 1.338 2021-05-21T13:13:07.123Z 1.844 2021-05-21T01:25:29.248Z 1.335 2021-05-21T13:13:07.864Z 1.844 2021-05-21T01:25:30.484Z 1.344 2021-05-21T13:13:08.567Z 1.844 2021-05-21T01:25:31.614Z 1.342 2021-05-21T13:13:09.301Z 1.844 2021-05-21T01:25:32.828Z 1.344 2021-05-21T13:13:10.061Z 1.844 2021-05-21T01:25:33.898Z 1.346 2021-05-21T13:13:10.811Z 1.844 2021-05-21T01:25:35.041Z 1.359 2021-05-21T13:13:11.597Z 1.844 2021-05-21T01:25:36.211Z 1.355 2021-05-21T13:13:12.318Z 1.844 2021-05-21T01:25:37.256Z 1.348 2021-05-21T13:13:12.909Z 1.844 2021-05-21T01:25:38.433Z 1.348 2021-05-21T13:13:13.495Z 1.844 2021-05-21T01:25:39.629Z 1.364 2021-05-21T13:13:14.107Z 1.844 2021-05-21T01:25:40.794Z 1.348 2021-05-21T13:13:14.699Z 1.844 2021-05-21T01:25:41.848Z 1.355 2021-05-21T13:13:15.346Z 1.844 2021-05-21T01:25:42.917Z 1.351 2021-05-21T13:13:15.956Z 998.8 2021-05-21T01:25:43.503Z 131.3 2021-05-21T13:13:16.134Z 990.5 2021-05-21T01:25:44.005Z 132.1 2021-05-21T13:13:16.286Z 976.0 2021-05-21T01:25:44.480Z 132.7 2021-05-21T13:13:16.479Z 1.005 2021-05-21T01:25:45.071Z 130.6 2021-05-21T13:13:16.744Z 1.000 2021-05-21T01:25:45.591Z 132.6 2021-05-21T13:13:17.001Z 1.032 2021-05-21T01:25:46.135Z 128.0 2021-05-21T13:13:17.169Z 1.032 2021-05-21T01:25:46.645Z 127.8 2021-05-21T13:13:17.359Z 984.3 2021-05-21T01:25:47.262Z 129.4 2021-05-21T13:13:17.577Z 967.7 2021-05-21T01:25:47.866Z 128.9 2021-05-21T13:13:17.778Z 965.6 2021-05-21T01:25:48.466Z 129.4 2021-05-21T13:13:17.966Z 1.000 2021-05-21T01:25:49.096Z 127.4 2021-05-21T13:13:18.126Z 1.011 2021-05-21T01:25:49.690Z 126.8 2021-05-21T13:13:18.334Z 998.8 2021-05-21T01:25:50.365Z 129.5 2021-05-21T13:13:18.505Z 1.017 2021-05-21T01:25:51.049Z 129.9 2021-05-21T13:13:18.714Z 1.019 2021-05-21T01:25:51.796Z 126.8 2021-05-21T13:13:18.897Z 1.027 2021-05-21T01:25:52.478Z 125.6 2021-05-21T13:13:19.057Z 1.025 2021-05-21T01:25:53.227Z 125.7 2021-05-21T13:13:19.227Z 1.048 2021-05-21T01:25:53.938Z 121.7 2021-05-21T13:13:19.415Z 1.040 2021-05-21T01:25:55.187Z 124.0 2021-05-21T13:13:19.670Z 1.048 2021-05-21T01:25:55.933Z 119.0 2021-05-21T13:13:19.836Z 1.021 2021-05-21T01:25:56.580Z 123.9 2021-05-21T13:13:20.037Z 1.042 2021-05-21T01:25:57.194Z 120.4 2021-05-21T13:13:20.214Z 998.8 2021-05-21T01:25:57.790Z 124.2 2021-05-21T13:13:20.404Z 1.044 2021-05-21T01:25:58.357Z 123.1 2021-05-21T13:13:20.594Z 1.054 2021-05-21T01:25:58.940Z 119.0 2021-05-21T13:13:20.781Z 1.030 2021-05-21T01:25:59.515Z 124.7 2021-05-21T13:13:20.947Z 1.003 2021-05-21T01:26:00.316Z 125.9 2021-05-21T13:13:21.144Z 1.038 2021-05-21T01:26:01.011Z 123.7 2021-05-21T13:13:21.359Z 1.034 2021-05-21T01:26:01.623Z 126.5 2021-05-21T13:13:21.529Z 978.1 2021-05-21T01:26:02.723Z 130.6 2021-05-21T13:13:21.742Z 1.395 2021-05-21T01:26:03.593Z 238.4 2021-05-21T13:13:21.969Z 1.391 2021-05-21T01:26:04.435Z 236.5 2021-05-21T13:13:22.221Z 1.395 2021-05-21T01:26:05.331Z 231.5 2021-05-21T13:13:22.447Z 1.385 2021-05-21T01:26:06.151Z 222.8 2021-05-21T13:13:22.678Z 1.393 2021-05-21T01:26:07.055Z 230.0 2021-05-21T13:13:22.943Z 1.393 2021-05-21T01:26:07.841Z 227.9 2021-05-21T13:13:23.175Z 1.393 2021-05-21T01:26:08.625Z 229.3 2021-05-21T13:13:23.410Z 1.391 2021-05-21T01:26:09.556Z 235.1 2021-05-21T13:13:23.696Z 1.395 2021-05-21T01:26:10.494Z 231.1 2021-05-21T13:13:23.922Z 1.395 2021-05-21T01:26:11.431Z 242.0 2021-05-21T13:13:24.173Z 1.389 2021-05-21T01:26:12.349Z 244.0 2021-05-21T13:13:24.422Z 1.395 2021-05-21T01:26:13.308Z 226.6 2021-05-21T13:13:24.670Z 1.395 2021-05-21T01:26:14.192Z 232.2 2021-05-21T13:13:24.887Z 1.391 2021-05-21T01:26:15.191Z 224.8 2021-05-21T13:13:25.119Z 1.395 2021-05-21T01:26:16.122Z 231.5 2021-05-21T13:13:25.426Z 1.395 2021-05-21T01:26:17.012Z 229.7 2021-05-21T13:13:25.659Z 1.395 2021-05-21T01:26:17.965Z 229.3 2021-05-21T13:13:25.911Z 1.395 2021-05-21T01:26:18.867Z 235.3 2021-05-21T13:13:26.122Z 1.395 2021-05-21T01:26:19.722Z 225.2 2021-05-21T13:13:26.376Z 1.395 2021-05-21T01:26:20.568Z 221.6 2021-05-21T13:13:26.579Z 1.395 2021-05-21T01:26:21.413Z 228.5 2021-05-21T13:13:26.831Z 1.395 2021-05-21T01:26:22.270Z 227.6 2021-05-21T13:13:27.077Z 1.393 2021-05-21T01:26:23.042Z 230.2 2021-05-21T13:13:27.294Z 1.395 2021-05-21T01:26:23.820Z 227.0 2021-05-21T13:13:27.529Z 1.395 2021-05-21T01:26:24.642Z 228.1 2021-05-21T13:13:27.810Z 1.395 2021-05-21T01:26:25.512Z 228.4 2021-05-21T13:13:28.054Z 1.393 2021-05-21T01:26:26.367Z 238.9 2021-05-21T13:13:28.290Z 1.395 2021-05-21T01:26:27.197Z 224.7 2021-05-21T13:13:28.533Z 1.391 2021-05-21T01:26:27.961Z 229.3 2021-05-21T13:13:28.781Z 1.395 2021-05-21T01:26:28.730Z 241.0 2021-05-21T13:13:29.032Z 1.844 2021-05-21T01:26:29.612Z 1.026 2021-05-21T13:13:29.644Z 1.844 2021-05-21T01:26:30.843Z 1.038 2021-05-21T13:13:30.249Z 1.844 2021-05-21T01:26:31.965Z 1.062 2021-05-21T13:13:30.912Z 1.844 2021-05-21T01:26:33.136Z 1.029 2021-05-21T13:13:31.448Z 1.844 2021-05-21T01:26:34.278Z 1.047 2021-05-21T13:13:31.954Z 1.844 2021-05-21T01:26:35.376Z 1.071 2021-05-21T13:13:32.486Z 1.844 2021-05-21T01:26:36.352Z 1.073 2021-05-21T13:13:33.132Z 1.844 2021-05-21T01:26:37.330Z 1.067 2021-05-21T13:13:33.713Z 1.844 2021-05-21T01:26:38.375Z 1.055 2021-05-21T13:13:34.330Z 1.844 2021-05-21T01:26:39.213Z 1.031 2021-05-21T13:13:34.913Z 1.844 2021-05-21T01:26:40.036Z 1.056 2021-05-21T13:13:35.500Z 1.844 2021-05-21T01:26:40.874Z 1.068 2021-05-21T13:13:36.014Z 1.844 2021-05-21T01:26:42.215Z 1.046 2021-05-21T13:13:36.624Z 1.844 2021-05-21T01:26:43.056Z 1.074 2021-05-21T13:13:37.330Z 1.844 2021-05-21T01:26:43.914Z 1.083 2021-05-21T13:13:38.023Z 1.844 2021-05-21T01:26:44.745Z 1.077 2021-05-21T13:13:38.765Z 1.844 2021-05-21T01:26:45.581Z 1.078 2021-05-21T13:13:39.423Z 1.844 2021-05-21T01:26:46.455Z 1.074 2021-05-21T13:13:40.095Z 1.844 2021-05-21T01:26:47.309Z 1.076 2021-05-21T13:13:40.896Z 1.844 2021-05-21T01:26:48.343Z 1.075 2021-05-21T13:13:41.598Z 1.844 2021-05-21T01:26:49.436Z 1.082 2021-05-21T13:13:42.327Z 1.844 2021-05-21T01:26:50.582Z 1.084 2021-05-21T13:13:44.390Z 1.844 2021-05-21T01:26:51.790Z 1.089 2021-05-21T13:13:47.174Z 1.844 2021-05-21T01:26:53.034Z 1.093 2021-05-21T13:13:48.108Z 1.844 2021-05-21T01:26:54.319Z 1.097 2021-05-21T13:13:48.981Z 1.844 2021-05-21T01:26:55.436Z 1.103 2021-05-21T13:13:49.775Z 1.844 2021-05-21T01:26:56.427Z 1.099 2021-05-21T13:13:50.426Z 1.844 2021-05-21T01:26:57.447Z 1.091 2021-05-21T13:13:50.964Z 1.844 2021-05-21T01:26:58.475Z 1.095 2021-05-21T13:13:51.505Z 1.844 2021-05-21T01:26:59.495Z 1.100 2021-05-21T13:13:52.025Z 1.844 2021-05-21T01:27:00.651Z 1.274 2021-05-21T13:13:52.689Z 1.844 2021-05-21T01:27:01.642Z 1.270 2021-05-21T13:13:53.351Z 1.844 2021-05-21T01:27:02.615Z 1.271 2021-05-21T13:13:53.943Z 1.844 2021-05-21T01:27:03.594Z 1.273 2021-05-21T13:13:54.675Z 1.844 2021-05-21T01:27:04.570Z 1.277 2021-05-21T13:13:55.250Z 1.844 2021-05-21T01:27:05.673Z 1.278 2021-05-21T13:13:55.906Z 1.844 2021-05-21T01:27:06.673Z 1.276 2021-05-21T13:13:56.537Z 1.844 2021-05-21T01:27:07.490Z 1.277 2021-05-21T13:13:57.214Z 1.844 2021-05-21T01:27:08.434Z 1.274 2021-05-21T13:13:57.824Z 1.844 2021-05-21T01:27:11.244Z 1.275 2021-05-21T13:13:58.417Z 1.844 2021-05-21T01:27:12.231Z 1.282 2021-05-21T13:13:59.048Z 1.844 2021-05-21T01:27:13.217Z 1.288 2021-05-21T13:13:59.614Z 1.844 2021-05-21T01:27:14.336Z 1.286 2021-05-21T13:14:00.218Z 1.844 2021-05-21T01:27:15.486Z 1.281 2021-05-21T13:14:00.831Z 1.844 2021-05-21T01:27:16.565Z 1.283 2021-05-21T13:14:01.478Z 1.844 2021-05-21T01:27:17.744Z 1.282 2021-05-21T13:14:02.170Z 1.844 2021-05-21T01:27:18.934Z 1.275 2021-05-21T13:14:02.887Z 1.844 2021-05-21T01:27:20.071Z 1.272 2021-05-21T13:14:03.690Z 1.844 2021-05-21T01:27:21.096Z 1.280 2021-05-21T13:14:04.452Z 1.844 2021-05-21T01:27:22.106Z 1.280 2021-05-21T13:14:05.174Z 1.844 2021-05-21T01:27:23.110Z 1.274 2021-05-21T13:14:05.982Z 1.844 2021-05-21T01:27:24.071Z 1.274 2021-05-21T13:14:06.777Z 1.844 2021-05-21T01:27:25.335Z 1.278 2021-05-21T13:14:07.474Z 1.844 2021-05-21T01:27:26.436Z 1.286 2021-05-21T13:14:08.041Z 1.844 2021-05-21T01:27:27.829Z 1.283 2021-05-21T13:14:08.653Z 1.844 2021-05-21T01:27:29.016Z 1.278 2021-05-21T13:14:09.368Z 1.844 2021-05-21T01:27:30.202Z 1.285 2021-05-21T13:14:10.221Z 1.844 2021-05-21T01:27:31.432Z 1.283 2021-05-21T13:14:10.981Z 1.844 2021-05-21T01:27:32.491Z 1.283 2021-05-21T13:14:11.773Z 1.844 2021-05-21T01:27:33.680Z 1.283 2021-05-21T13:14:12.538Z 1.844 2021-05-21T01:27:34.838Z 1.564 2021-05-21T13:14:13.412Z 1.844 2021-05-21T01:27:36.002Z 1.563 2021-05-21T13:14:14.362Z 1.844 2021-05-21T01:27:37.127Z 1.561 2021-05-21T13:14:15.231Z 1.844 2021-05-21T01:27:38.330Z 1.563 2021-05-21T13:14:16.126Z 1.844 2021-05-21T01:27:39.482Z 1.577 2021-05-21T13:14:16.979Z 1.844 2021-05-21T01:27:40.691Z 1.593 2021-05-21T13:14:17.923Z 1.844 2021-05-21T01:27:41.879Z 1.593 2021-05-21T13:14:18.831Z 1.844 2021-05-21T01:27:43.131Z 1.577 2021-05-21T13:14:19.756Z 1.844 2021-05-21T01:27:44.092Z 1.575 2021-05-21T13:14:20.631Z 1.844 2021-05-21T01:27:44.929Z 1.568 2021-05-21T13:14:21.414Z 1.844 2021-05-21T01:27:45.800Z 1.576 2021-05-21T13:14:22.281Z 1.844 2021-05-21T01:27:46.730Z 1.568 2021-05-21T13:14:23.043Z 1.844 2021-05-21T01:27:47.726Z 1.562 2021-05-21T13:14:23.759Z 1.844 2021-05-21T01:27:48.843Z 1.562 2021-05-21T13:14:24.439Z 1.844 2021-05-21T01:27:49.879Z 1.560 2021-05-21T13:14:25.141Z 1.844 2021-05-21T01:27:50.971Z 1.559 2021-05-21T13:14:25.938Z 1.844 2021-05-21T01:27:52.019Z 1.564 2021-05-21T13:14:26.750Z 1.844 2021-05-21T01:27:52.954Z 1.572 2021-05-21T13:14:27.589Z 1.844 2021-05-21T01:27:53.977Z 1.585 2021-05-21T13:14:28.472Z 1.844 2021-05-21T01:27:57.063Z 1.565 2021-05-21T13:14:29.192Z 1.844 2021-05-21T01:27:58.091Z 1.569 2021-05-21T13:14:29.916Z 1.844 2021-05-21T01:27:58.958Z 1.565 2021-05-21T13:14:30.736Z 1.844 2021-05-21T01:27:59.833Z 1.571 2021-05-21T13:14:31.669Z 1.844 2021-05-21T01:28:00.895Z 1.580 2021-05-21T13:14:32.541Z 1.844 2021-05-21T01:28:02.109Z 1.578 2021-05-21T13:14:33.382Z 1.844 2021-05-21T01:28:03.269Z 1.566 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2021-05-21T13:17:29.095Z 785.0 2021-05-21T01:31:52.468Z 189.1 2021-05-21T13:17:29.328Z 785.0 2021-05-21T01:31:53.032Z 184.2 2021-05-21T13:17:29.587Z 785.0 2021-05-21T01:31:53.541Z 184.1 2021-05-21T13:17:29.802Z 785.0 2021-05-21T01:31:54.089Z 185.5 2021-05-21T13:17:30.013Z 785.0 2021-05-21T01:31:54.581Z 184.7 2021-05-21T13:17:30.248Z 785.0 2021-05-21T01:31:55.095Z 181.9 2021-05-21T13:17:30.440Z 785.0 2021-05-21T01:31:55.657Z 187.5 2021-05-21T13:17:30.641Z 785.0 2021-05-21T01:31:56.259Z 179.0 2021-05-21T13:17:30.874Z 785.0 2021-05-21T01:31:56.803Z 183.9 2021-05-21T13:17:31.062Z 785.0 2021-05-21T01:31:57.353Z 176.4 2021-05-21T13:17:31.263Z 785.0 2021-05-21T01:31:57.886Z 183.9 2021-05-21T13:17:31.435Z 785.0 2021-05-21T01:31:58.406Z 183.3 2021-05-21T13:17:31.670Z 785.0 2021-05-21T01:31:58.918Z 184.4 2021-05-21T13:17:31.855Z 785.0 2021-05-21T01:31:59.530Z 186.1 2021-05-21T13:17:32.117Z 785.0 2021-05-21T01:32:00.126Z 184.8 2021-05-21T13:17:32.330Z 785.0 2021-05-21T01:32:00.697Z 190.1 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2021-05-21T13:17:36.143Z 1.046 2021-05-21T01:32:11.367Z 208.8 2021-05-21T13:17:36.354Z 1.046 2021-05-21T01:32:11.949Z 211.2 2021-05-21T13:17:36.567Z 1.046 2021-05-21T01:32:12.572Z 211.2 2021-05-21T13:17:36.832Z 1.046 2021-05-21T01:32:13.208Z 209.5 2021-05-21T13:17:37.026Z 1.046 2021-05-21T01:32:13.921Z 212.6 2021-05-21T13:17:37.288Z 1.046 2021-05-21T01:32:14.528Z 215.5 2021-05-21T13:17:37.493Z 1.046 2021-05-21T01:32:15.128Z 214.8 2021-05-21T13:17:37.682Z 1.046 2021-05-21T01:32:15.702Z 207.5 2021-05-21T13:17:37.924Z 1.046 2021-05-21T01:32:16.319Z 216.5 2021-05-21T13:17:38.212Z 1.049 2021-05-21T01:32:16.922Z 211.2 2021-05-21T13:17:38.418Z 1.046 2021-05-21T01:32:17.509Z 212.5 2021-05-21T13:17:38.647Z 1.046 2021-05-21T01:32:18.117Z 211.3 2021-05-21T13:17:38.873Z 1.046 2021-05-21T01:32:18.802Z 214.5 2021-05-21T13:17:39.081Z 1.046 2021-05-21T01:32:19.712Z 214.9 2021-05-21T13:17:39.289Z 1.048 2021-05-21T01:32:20.398Z 213.9 2021-05-21T13:17:39.497Z 1.046 2021-05-21T01:32:21.148Z 207.2 2021-05-21T13:17:39.717Z 1.046 2021-05-21T01:32:21.748Z 207.3 2021-05-21T13:17:39.950Z 1.046 2021-05-21T01:32:22.430Z 213.8 2021-05-21T13:17:40.142Z 697.7 2021-05-21T01:32:22.974Z 230.4 2021-05-21T13:17:40.396Z 697.7 2021-05-21T01:32:23.466Z 230.0 2021-05-21T13:17:40.672Z 697.7 2021-05-21T01:32:23.949Z 227.1 2021-05-21T13:17:40.913Z 697.7 2021-05-21T01:32:24.435Z 226.2 2021-05-21T13:17:41.159Z 697.7 2021-05-21T01:32:24.955Z 228.3 2021-05-21T13:17:41.384Z 697.7 2021-05-21T01:32:25.469Z 228.3 2021-05-21T13:17:41.631Z 697.7 2021-05-21T01:32:25.974Z 230.9 2021-05-21T13:17:43.682Z 697.7 2021-05-21T01:32:26.489Z 231.9 2021-05-21T13:17:43.918Z 697.7 2021-05-21T01:32:27.005Z 229.5 2021-05-21T13:17:44.139Z 697.7 2021-05-21T01:32:27.491Z 232.8 2021-05-21T13:17:44.334Z 697.7 2021-05-21T01:32:27.973Z 230.1 2021-05-21T13:17:44.592Z 697.7 2021-05-21T01:32:28.454Z 227.0 2021-05-21T13:17:44.858Z 697.7 2021-05-21T01:32:28.872Z 224.8 2021-05-21T13:17:45.085Z 697.7 2021-05-21T01:32:29.340Z 225.9 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2021-05-21T13:17:49.082Z