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." ECMWF NCAR/GDEX 1.844 2021-03-23T16:52:46.301Z 1.334 2021-03-23T21:02:08.678Z 1.844 2021-03-23T16:52:47.083Z 1.327 2021-03-23T21:02:10.010Z 1.844 2021-03-23T16:52:47.877Z 1.327 2021-03-23T21:02:11.135Z 1.844 2021-03-23T16:52:48.677Z 1.316 2021-03-23T21:02:11.947Z 1.844 2021-03-23T16:52:49.468Z 1.334 2021-03-23T21:02:12.664Z 1.844 2021-03-23T16:52:50.201Z 1.339 2021-03-23T21:02:13.270Z 1.844 2021-03-23T16:52:51.035Z 1.359 2021-03-23T21:02:13.935Z 1.844 2021-03-23T16:52:51.812Z 1.358 2021-03-23T21:02:14.712Z 1.844 2021-03-23T16:52:52.548Z 1.331 2021-03-23T21:02:15.384Z 1.844 2021-03-23T16:52:53.305Z 1.337 2021-03-23T21:02:16.065Z 1.844 2021-03-23T16:52:54.080Z 1.347 2021-03-23T21:02:16.715Z 1.844 2021-03-23T16:52:54.938Z 1.321 2021-03-23T21:02:17.444Z 1.844 2021-03-23T16:52:55.845Z 1.333 2021-03-23T21:02:18.119Z 1.844 2021-03-23T16:52:56.684Z 1.321 2021-03-23T21:02:19.295Z 1.844 2021-03-23T16:52:57.519Z 1.345 2021-03-23T21:02:20.137Z 1.844 2021-03-23T16:52:58.282Z 1.344 2021-03-23T21:02:20.792Z 1.844 2021-03-23T16:52:59.058Z 1.333 2021-03-23T21:02:21.486Z 1.844 2021-03-23T16:52:59.854Z 1.318 2021-03-23T21:02:22.156Z 1.844 2021-03-23T16:53:00.673Z 1.329 2021-03-23T21:02:23.079Z 1.844 2021-03-23T16:53:01.541Z 1.324 2021-03-23T21:02:23.715Z 1.844 2021-03-23T16:53:02.308Z 1.316 2021-03-23T21:02:24.407Z 1.844 2021-03-23T16:53:03.084Z 1.311 2021-03-23T21:02:25.111Z 1.844 2021-03-23T16:53:03.853Z 1.325 2021-03-23T21:02:25.750Z 1.844 2021-03-23T16:53:04.629Z 1.325 2021-03-23T21:02:26.406Z 1.844 2021-03-23T16:53:05.437Z 1.331 2021-03-23T21:02:27.025Z 1.844 2021-03-23T16:53:06.254Z 1.324 2021-03-23T21:02:27.677Z 1.844 2021-03-23T16:53:07.052Z 1.318 2021-03-23T21:02:28.767Z 1.844 2021-03-23T16:53:07.869Z 1.336 2021-03-23T21:02:29.632Z 1.844 2021-03-23T16:53:08.856Z 1.326 2021-03-23T21:02:30.250Z 1.844 2021-03-23T16:53:09.640Z 1.332 2021-03-23T21:02:30.924Z 1.030 2021-03-23T16:53:10.153Z 139.1 2021-03-23T21:02:31.262Z 1.034 2021-03-23T16:53:10.707Z 137.1 2021-03-23T21:02:31.521Z 1.007 2021-03-23T16:53:11.225Z 140.1 2021-03-23T21:02:31.713Z 1.009 2021-03-23T16:53:11.869Z 141.6 2021-03-23T21:02:31.908Z 988.5 2021-03-23T16:53:12.368Z 143.5 2021-03-23T21:02:32.150Z 1.007 2021-03-23T16:53:12.895Z 144.7 2021-03-23T21:02:32.391Z 1.038 2021-03-23T16:53:13.411Z 145.9 2021-03-23T21:02:32.637Z 1.050 2021-03-23T16:53:13.965Z 142.6 2021-03-23T21:02:32.948Z 1.019 2021-03-23T16:53:14.422Z 140.7 2021-03-23T21:02:33.583Z 982.2 2021-03-23T16:53:14.901Z 139.9 2021-03-23T21:02:33.907Z 1.030 2021-03-23T16:53:15.382Z 139.7 2021-03-23T21:02:34.143Z 1.007 2021-03-23T16:53:23.770Z 137.6 2021-03-23T21:02:34.384Z 1.036 2021-03-23T16:53:24.297Z 136.3 2021-03-23T21:02:34.611Z 1.007 2021-03-23T16:53:24.911Z 137.8 2021-03-23T21:02:34.825Z 1.011 2021-03-23T16:53:25.477Z 141.5 2021-03-23T21:02:35.020Z 1.015 2021-03-23T16:53:26.064Z 140.1 2021-03-23T21:02:35.264Z 1.011 2021-03-23T16:53:26.573Z 142.0 2021-03-23T21:02:35.457Z 1.038 2021-03-23T16:53:27.066Z 138.7 2021-03-23T21:02:35.638Z 1.025 2021-03-23T16:53:27.566Z 141.4 2021-03-23T21:02:35.873Z 1.011 2021-03-23T16:53:28.073Z 143.2 2021-03-23T21:02:36.081Z 1.027 2021-03-23T16:53:28.607Z 142.2 2021-03-23T21:02:36.327Z 1.000 2021-03-23T16:53:29.123Z 143.7 2021-03-23T21:02:36.496Z 1.025 2021-03-23T16:53:29.700Z 139.3 2021-03-23T21:02:36.795Z 1.003 2021-03-23T16:53:30.211Z 138.1 2021-03-23T21:02:37.022Z 1.021 2021-03-23T16:53:31.147Z 137.1 2021-03-23T21:02:37.207Z 1.038 2021-03-23T16:53:31.650Z 132.7 2021-03-23T21:02:37.557Z 1.040 2021-03-23T16:53:32.249Z 130.7 2021-03-23T21:02:37.736Z 1.021 2021-03-23T16:53:32.799Z 133.2 2021-03-23T21:02:38.032Z 996.8 2021-03-23T16:53:33.283Z 136.0 2021-03-23T21:02:38.268Z 973.9 2021-03-23T16:53:33.775Z 137.6 2021-03-23T21:02:38.521Z 1.391 2021-03-23T16:53:34.495Z 221.4 2021-03-23T21:02:38.793Z 1.387 2021-03-23T16:53:35.114Z 227.1 2021-03-23T21:02:39.284Z 1.378 2021-03-23T16:53:35.756Z 236.8 2021-03-23T21:02:39.611Z 1.393 2021-03-23T16:53:36.475Z 226.7 2021-03-23T21:02:39.851Z 1.395 2021-03-23T16:53:37.095Z 236.6 2021-03-23T21:02:40.107Z 1.385 2021-03-23T16:53:37.776Z 240.0 2021-03-23T21:02:40.690Z 1.393 2021-03-23T16:53:38.411Z 235.3 2021-03-23T21:02:40.986Z 1.395 2021-03-23T16:53:39.042Z 230.7 2021-03-23T21:02:41.550Z 1.395 2021-03-23T16:53:39.777Z 236.3 2021-03-23T21:02:41.867Z 1.393 2021-03-23T16:53:40.416Z 236.1 2021-03-23T21:02:42.131Z 1.428 2021-03-23T16:53:41.061Z 226.8 2021-03-23T21:02:42.395Z 1.389 2021-03-23T16:53:41.750Z 225.7 2021-03-23T21:02:42.721Z 1.387 2021-03-23T16:53:42.385Z 229.6 2021-03-23T21:02:42.968Z 1.393 2021-03-23T16:53:42.982Z 235.3 2021-03-23T21:02:43.279Z 1.383 2021-03-23T16:53:43.642Z 231.2 2021-03-23T21:02:43.592Z 1.389 2021-03-23T16:53:44.255Z 228.9 2021-03-23T21:02:43.877Z 1.395 2021-03-23T16:53:44.931Z 221.2 2021-03-23T21:02:44.143Z 1.387 2021-03-23T16:53:45.640Z 220.1 2021-03-23T21:02:44.431Z 1.380 2021-03-23T16:53:46.265Z 225.9 2021-03-23T21:02:44.721Z 1.380 2021-03-23T16:53:46.951Z 233.3 2021-03-23T21:02:45.068Z 1.389 2021-03-23T16:53:47.566Z 221.6 2021-03-23T21:02:45.456Z 1.385 2021-03-23T16:53:48.270Z 228.8 2021-03-23T21:02:45.754Z 1.389 2021-03-23T16:53:48.992Z 224.2 2021-03-23T21:02:46.067Z 1.387 2021-03-23T16:53:49.830Z 225.6 2021-03-23T21:02:46.328Z 1.389 2021-03-23T16:53:50.881Z 227.7 2021-03-23T21:02:46.599Z 1.391 2021-03-23T16:53:51.654Z 214.6 2021-03-23T21:02:46.844Z 1.387 2021-03-23T16:53:52.447Z 224.4 2021-03-23T21:02:47.161Z 1.389 2021-03-23T16:53:53.258Z 237.9 2021-03-23T21:02:47.420Z 1.395 2021-03-23T16:53:54.061Z 237.5 2021-03-23T21:02:47.682Z 1.391 2021-03-23T16:53:54.839Z 238.6 2021-03-23T21:02:48.041Z 1.844 2021-03-23T16:53:55.784Z 1.044 2021-03-23T21:02:48.617Z 1.844 2021-03-23T16:53:56.899Z 1.049 2021-03-23T21:02:49.183Z 1.844 2021-03-23T16:53:57.903Z 1.052 2021-03-23T21:02:50.155Z 1.844 2021-03-23T16:53:58.913Z 1.043 2021-03-23T21:02:50.936Z 1.844 2021-03-23T16:53:59.865Z 1.044 2021-03-23T21:02:51.454Z 1.844 2021-03-23T16:54:00.676Z 1.050 2021-03-23T21:02:52.081Z 1.844 2021-03-23T16:54:01.483Z 1.033 2021-03-23T21:02:52.589Z 1.844 2021-03-23T16:54:02.248Z 1.047 2021-03-23T21:02:53.544Z 1.844 2021-03-23T16:54:02.999Z 1.046 2021-03-23T21:02:54.195Z 1.844 2021-03-23T16:54:03.813Z 1.013 2021-03-23T21:02:54.816Z 1.844 2021-03-23T16:54:04.697Z 1.013 2021-03-23T21:02:55.431Z 1.844 2021-03-23T16:54:05.510Z 1.013 2021-03-23T21:02:56.101Z 1.844 2021-03-23T16:54:06.280Z 1.014 2021-03-23T21:02:56.873Z 1.844 2021-03-23T16:54:07.086Z 1.019 2021-03-23T21:02:57.661Z 1.844 2021-03-23T16:54:07.898Z 1.034 2021-03-23T21:02:58.293Z 1.844 2021-03-23T16:54:08.696Z 1.046 2021-03-23T21:02:58.985Z 1.844 2021-03-23T16:54:09.545Z 1.052 2021-03-23T21:02:59.617Z 1.844 2021-03-23T16:54:10.319Z 1.039 2021-03-23T21:03:00.353Z 1.844 2021-03-23T16:54:11.149Z 1.049 2021-03-23T21:03:01.258Z 1.844 2021-03-23T16:54:12.211Z 1.038 2021-03-23T21:03:01.878Z 1.844 2021-03-23T16:54:13.004Z 1.059 2021-03-23T21:03:02.627Z 1.844 2021-03-23T16:54:13.814Z 1.056 2021-03-23T21:03:03.327Z 1.844 2021-03-23T16:54:14.599Z 1.059 2021-03-23T21:03:03.950Z 1.844 2021-03-23T16:54:15.405Z 1.059 2021-03-23T21:03:04.564Z 1.844 2021-03-23T16:54:16.210Z 1.055 2021-03-23T21:03:05.160Z 1.844 2021-03-23T16:54:17.011Z 1.050 2021-03-23T21:03:06.359Z 1.844 2021-03-23T16:54:17.765Z 1.044 2021-03-23T21:03:07.112Z 1.844 2021-03-23T16:54:18.541Z 1.050 2021-03-23T21:03:08.026Z 1.844 2021-03-23T16:54:19.361Z 1.052 2021-03-23T21:03:08.662Z 1.844 2021-03-23T16:54:20.135Z 1.056 2021-03-23T21:03:09.289Z 1.844 2021-03-23T16:54:20.937Z 1.268 2021-03-23T21:03:09.941Z 1.844 2021-03-23T16:54:22.099Z 1.272 2021-03-23T21:03:10.561Z 1.844 2021-03-23T16:54:22.938Z 1.275 2021-03-23T21:03:11.254Z 1.844 2021-03-23T16:54:29.571Z 1.276 2021-03-23T21:03:11.931Z 1.844 2021-03-23T16:54:30.451Z 1.277 2021-03-23T21:03:12.703Z 1.844 2021-03-23T16:54:31.508Z 1.278 2021-03-23T21:03:13.323Z 1.844 2021-03-23T16:54:32.315Z 1.279 2021-03-23T21:03:14.080Z 1.844 2021-03-23T16:54:33.087Z 1.281 2021-03-23T21:03:14.772Z 1.844 2021-03-23T16:54:34.024Z 1.278 2021-03-23T21:03:15.360Z 1.844 2021-03-23T16:54:34.990Z 1.279 2021-03-23T21:03:16.040Z 1.844 2021-03-23T16:54:35.883Z 1.275 2021-03-23T21:03:17.158Z 1.844 2021-03-23T16:54:36.662Z 1.275 2021-03-23T21:03:18.091Z 1.844 2021-03-23T16:54:37.415Z 1.273 2021-03-23T21:03:18.830Z 1.844 2021-03-23T16:54:38.246Z 1.274 2021-03-23T21:03:19.534Z 1.844 2021-03-23T16:54:39.018Z 1.275 2021-03-23T21:03:20.338Z 1.844 2021-03-23T16:54:39.790Z 1.274 2021-03-23T21:03:21.137Z 1.844 2021-03-23T16:54:48.343Z 1.267 2021-03-23T21:03:21.843Z 1.844 2021-03-23T16:54:49.095Z 1.275 2021-03-23T21:03:22.548Z 1.844 2021-03-23T16:54:49.937Z 1.282 2021-03-23T21:03:23.486Z 1.844 2021-03-23T16:54:50.862Z 1.283 2021-03-23T21:03:24.138Z 1.844 2021-03-23T16:54:52.842Z 1.276 2021-03-23T21:03:24.904Z 1.844 2021-03-23T16:54:53.606Z 1.270 2021-03-23T21:03:26.383Z 1.844 2021-03-23T16:54:54.411Z 1.271 2021-03-23T21:03:26.977Z 1.844 2021-03-23T16:54:55.163Z 1.277 2021-03-23T21:03:27.671Z 1.844 2021-03-23T16:54:55.964Z 1.271 2021-03-23T21:03:28.275Z 1.844 2021-03-23T16:54:56.745Z 1.263 2021-03-23T21:03:28.968Z 1.844 2021-03-23T16:54:57.510Z 1.261 2021-03-23T21:03:29.685Z 1.844 2021-03-23T16:54:58.317Z 1.268 2021-03-23T21:03:30.364Z 1.844 2021-03-23T16:54:59.116Z 1.268 2021-03-23T21:03:30.956Z 1.844 2021-03-23T16:54:59.868Z 1.272 2021-03-23T21:03:31.631Z 1.844 2021-03-23T16:55:00.772Z 1.555 2021-03-23T21:03:32.571Z 1.844 2021-03-23T16:55:01.514Z 1.558 2021-03-23T21:03:33.459Z 1.844 2021-03-23T16:55:02.298Z 1.564 2021-03-23T21:03:34.356Z 1.844 2021-03-23T16:55:03.156Z 1.559 2021-03-23T21:03:35.199Z 1.844 2021-03-23T16:55:04.064Z 1.562 2021-03-23T21:03:36.121Z 1.844 2021-03-23T16:55:05.023Z 1.563 2021-03-23T21:03:36.850Z 1.844 2021-03-23T16:55:05.913Z 1.556 2021-03-23T21:03:37.732Z 1.844 2021-03-23T16:55:07Z 1.557 2021-03-23T21:03:38.589Z 1.844 2021-03-23T16:55:07.969Z 1.560 2021-03-23T21:03:39.309Z 1.844 2021-03-23T16:55:08.905Z 1.559 2021-03-23T21:03:40.172Z 1.844 2021-03-23T16:55:09.672Z 1.555 2021-03-23T21:03:40.898Z 1.844 2021-03-23T16:55:10.446Z 1.546 2021-03-23T21:03:41.653Z 1.844 2021-03-23T16:55:11.193Z 1.539 2021-03-23T21:03:42.344Z 1.844 2021-03-23T16:55:11.998Z 1.545 2021-03-23T21:03:43.284Z 1.844 2021-03-23T16:55:12.750Z 1.553 2021-03-23T21:03:44.250Z 1.844 2021-03-23T16:55:13.556Z 1.555 2021-03-23T21:03:44.998Z 1.844 2021-03-23T16:55:14.555Z 1.556 2021-03-23T21:03:45.718Z 1.844 2021-03-23T16:55:15.346Z 1.565 2021-03-23T21:03:46.500Z 1.844 2021-03-23T16:55:16.159Z 1.571 2021-03-23T21:03:47.261Z 1.844 2021-03-23T16:55:16.933Z 1.571 2021-03-23T21:03:48.164Z 1.844 2021-03-23T16:55:17.721Z 1.571 2021-03-23T21:03:49.143Z 1.844 2021-03-23T16:55:19.330Z 1.561 2021-03-23T21:03:50.992Z 1.844 2021-03-23T16:55:20.309Z 1.561 2021-03-23T21:03:51.695Z 1.844 2021-03-23T16:55:21.250Z 1.568 2021-03-23T21:03:52.428Z 1.844 2021-03-23T16:55:22.177Z 1.567 2021-03-23T21:03:53.089Z 1.844 2021-03-23T16:55:23.308Z 1.563 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2021-03-23T21:07:05.423Z 795.9 2021-03-23T16:58:40.764Z 195.7 2021-03-23T21:07:05.711Z 816.1 2021-03-23T16:58:41.320Z 200.4 2021-03-23T21:07:05.957Z 822.3 2021-03-23T16:58:41.804Z 201.9 2021-03-23T21:07:06.281Z 811.4 2021-03-23T16:58:42.334Z 195.2 2021-03-23T21:07:06.485Z 800.5 2021-03-23T16:58:42.797Z 203.4 2021-03-23T21:07:06.776Z 802.1 2021-03-23T16:58:43.259Z 198.9 2021-03-23T21:07:06.997Z 785.0 2021-03-23T16:58:43.815Z 200.2 2021-03-23T21:07:07.294Z 785.0 2021-03-23T16:58:44.330Z 197.5 2021-03-23T21:07:07.940Z 785.0 2021-03-23T16:58:44.812Z 198.8 2021-03-23T21:07:08.185Z 785.0 2021-03-23T16:58:45.266Z 200.7 2021-03-23T21:07:08.443Z 785.0 2021-03-23T16:58:45.691Z 199.4 2021-03-23T21:07:08.774Z 785.0 2021-03-23T16:58:46.141Z 204.7 2021-03-23T21:07:08.982Z 785.0 2021-03-23T16:58:46.555Z 198.2 2021-03-23T21:07:09.209Z 785.0 2021-03-23T16:58:46.997Z 192.7 2021-03-23T21:07:10.265Z 785.0 2021-03-23T16:58:47.473Z 196.4 2021-03-23T21:07:10.571Z 785.0 2021-03-23T16:58:47.956Z 193.6 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2021-03-23T21:07:23.946Z 697.7 2021-03-23T16:59:15.060Z 233.9 2021-03-23T21:07:24.240Z 697.7 2021-03-23T16:59:15.502Z 230.7 2021-03-23T21:07:24.479Z 697.7 2021-03-23T16:59:15.876Z 230.4 2021-03-23T21:07:26.224Z 697.7 2021-03-23T16:59:16.307Z 232.5 2021-03-23T21:07:26.519Z 697.7 2021-03-23T16:59:16.724Z 233.5 2021-03-23T21:07:26.776Z 694.6 2021-03-23T16:59:17.190Z 233.8 2021-03-23T21:07:27.020Z 697.7 2021-03-23T16:59:17.544Z 231.7 2021-03-23T21:07:27.468Z 695.7 2021-03-23T16:59:17.925Z 231.3 2021-03-23T21:07:27.721Z 697.7 2021-03-23T16:59:18.336Z 233.4 2021-03-23T21:07:27.996Z 697.7 2021-03-23T16:59:18.748Z 231.9 2021-03-23T21:07:28.255Z 697.7 2021-03-23T16:59:19.144Z 232.7 2021-03-23T21:07:28.535Z 697.7 2021-03-23T16:59:19.556Z 231.8 2021-03-23T21:07:28.763Z 697.7 2021-03-23T16:59:20.054Z 230.6 2021-03-23T21:07:29.031Z 701.9 2021-03-23T16:59:20.553Z 232.6 2021-03-23T21:07:29.317Z 716.4 2021-03-23T16:59:20.974Z 234.2 2021-03-23T21:07:29.563Z 699.8 2021-03-23T16:59:21.411Z 233.7 2021-03-23T21:07:29.906Z