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 2020-06-16T13:01:10.082Z 1.364 2020-06-16T13:01:14.491Z 1.844 2020-06-16T13:01:42.210Z 1.358 2020-06-16T13:01:38.408Z 1.844 2020-06-16T13:02:07.438Z 1.349 2020-06-16T13:01:57.995Z 1.844 2020-06-16T13:02:35.424Z 1.340 2020-06-16T13:02:15.893Z 1.844 2020-06-16T13:03:02.371Z 1.361 2020-06-16T13:02:40.041Z 1.844 2020-06-16T13:03:30.287Z 1.336 2020-06-16T13:02:58.485Z 1.844 2020-06-16T13:03:57.021Z 1.339 2020-06-16T13:03:17.056Z 1.844 2020-06-16T13:04:29.849Z 1.324 2020-06-16T13:03:38.415Z 1.844 2020-06-16T13:04:57.817Z 1.332 2020-06-16T13:03:59.496Z 1.844 2020-06-16T13:05:25.673Z 1.321 2020-06-16T13:04:17.667Z 1.844 2020-06-16T13:05:53.395Z 1.330 2020-06-16T13:04:42.477Z 1.844 2020-06-16T13:06:19.927Z 1.325 2020-06-16T13:05:01.846Z 1.844 2020-06-16T13:06:48.784Z 1.324 2020-06-16T13:05:23.753Z 1.844 2020-06-16T13:07:16.038Z 1.322 2020-06-16T13:05:45.438Z 1.844 2020-06-16T13:07:43.842Z 1.330 2020-06-16T13:06:03.898Z 1.844 2020-06-16T13:08:13.506Z 1.335 2020-06-16T13:06:22.962Z 1.844 2020-06-16T13:08:44.648Z 1.329 2020-06-16T13:06:43.460Z 1.844 2020-06-16T13:09:16.532Z 1.339 2020-06-16T13:07:03.825Z 1.844 2020-06-16T13:09:44.774Z 1.342 2020-06-16T13:07:22.730Z 1.844 2020-06-16T13:10:14.433Z 1.327 2020-06-16T13:07:43.109Z 1.844 2020-06-16T13:10:43.967Z 1.304 2020-06-16T13:08:05.773Z 1.844 2020-06-16T13:11:11.212Z 1.328 2020-06-16T13:08:24.523Z 1.844 2020-06-16T13:11:37.330Z 1.327 2020-06-16T13:08:48.162Z 1.844 2020-06-16T13:12:04.286Z 1.320 2020-06-16T13:09:08.847Z 1.844 2020-06-16T13:12:29.665Z 1.340 2020-06-16T13:09:31.285Z 1.844 2020-06-16T13:12:54.614Z 1.346 2020-06-16T13:09:51.700Z 1.844 2020-06-16T13:13:20.551Z 1.333 2020-06-16T13:10:14.694Z 1.844 2020-06-16T13:13:46.290Z 1.339 2020-06-16T13:10:37.050Z 1.844 2020-06-16T13:14:12.355Z 1.330 2020-06-16T13:10:57.549Z 1.844 2020-06-16T13:14:39.227Z 1.334 2020-06-16T13:11:15.768Z 986.4 2020-06-16T13:14:54.469Z 140.2 2020-06-16T13:11:18.290Z 1.013 2020-06-16T13:15:11.360Z 138.3 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2020-06-16T13:11:51.927Z 951.1 2020-06-16T13:19:36.895Z 146.9 2020-06-16T13:11:55.593Z 1.005 2020-06-16T13:19:51.469Z 145.5 2020-06-16T13:11:57.381Z 1.011 2020-06-16T13:20:05.627Z 143.4 2020-06-16T13:11:59.213Z 1.007 2020-06-16T13:20:22.068Z 145.6 2020-06-16T13:12:01.321Z 978.1 2020-06-16T13:20:36.801Z 148.4 2020-06-16T13:12:03.324Z 1.015 2020-06-16T13:20:51.960Z 145.7 2020-06-16T13:12:05.739Z 994.7 2020-06-16T13:21:07.185Z 146.8 2020-06-16T13:12:07.752Z 973.9 2020-06-16T13:21:19.925Z 147.3 2020-06-16T13:12:10.307Z 1.017 2020-06-16T13:21:35.468Z 147.0 2020-06-16T13:12:12.450Z 1.007 2020-06-16T13:21:51.238Z 149.6 2020-06-16T13:12:14.831Z 1.030 2020-06-16T13:22:06.862Z 147.8 2020-06-16T13:12:17.018Z 1.040 2020-06-16T13:22:21.375Z 147.0 2020-06-16T13:12:19.188Z 1.407 2020-06-16T13:22:43.970Z 241.2 2020-06-16T13:12:21.990Z 1.397 2020-06-16T13:23:04.750Z 232.3 2020-06-16T13:12:25.426Z 1.391 2020-06-16T13:23:25.741Z 234.4 2020-06-16T13:12:29.645Z 1.395 2020-06-16T13:23:47.834Z 214.7 2020-06-16T13:12:32.323Z 1.391 2020-06-16T13:24:08.721Z 217.4 2020-06-16T13:12:35.482Z 1.395 2020-06-16T13:24:29.136Z 217.3 2020-06-16T13:12:38.427Z 1.395 2020-06-16T13:24:50.510Z 215.9 2020-06-16T13:12:41.346Z 1.393 2020-06-16T13:25:12.799Z 217.7 2020-06-16T13:12:44.131Z 1.389 2020-06-16T13:25:34.451Z 225.4 2020-06-16T13:12:47.315Z 1.395 2020-06-16T13:25:55.578Z 220.6 2020-06-16T13:12:49.923Z 1.395 2020-06-16T13:26:12.957Z 217.4 2020-06-16T13:12:53.250Z 1.395 2020-06-16T13:26:32.331Z 208.6 2020-06-16T13:12:55.971Z 1.391 2020-06-16T13:26:52.810Z 210.8 2020-06-16T13:12:59.393Z 1.395 2020-06-16T13:27:12.034Z 208.4 2020-06-16T13:13:02.364Z 1.395 2020-06-16T13:27:31.955Z 213.4 2020-06-16T13:13:05.732Z 1.395 2020-06-16T13:27:49.878Z 220.4 2020-06-16T13:13:09.342Z 1.407 2020-06-16T13:28:09.854Z 222.4 2020-06-16T13:13:12.645Z 1.397 2020-06-16T13:28:30.976Z 233.2 2020-06-16T13:13:16.573Z 1.416 2020-06-16T13:28:49.882Z 239.5 2020-06-16T13:13:19.586Z 1.449 2020-06-16T13:29:10.425Z 220.9 2020-06-16T13:13:22.667Z 1.410 2020-06-16T13:29:30.216Z 211.9 2020-06-16T13:13:26.067Z 1.466 2020-06-16T13:29:49.606Z 219.2 2020-06-16T13:13:29.497Z 1.426 2020-06-16T13:30:11.238Z 219.8 2020-06-16T13:13:32.815Z 1.430 2020-06-16T13:30:30.634Z 210.7 2020-06-16T13:13:36.743Z 1.393 2020-06-16T13:30:50.785Z 211.4 2020-06-16T13:13:39.881Z 1.414 2020-06-16T13:31:17.500Z 215.1 2020-06-16T13:13:42.552Z 1.416 2020-06-16T13:31:38.237Z 205.0 2020-06-16T13:13:45.740Z 1.426 2020-06-16T13:32:00.766Z 212.6 2020-06-16T13:13:49.217Z 1.428 2020-06-16T13:32:25.308Z 210.9 2020-06-16T13:13:52.460Z 1.399 2020-06-16T13:32:49.516Z 204.8 2020-06-16T13:13:57.461Z 1.844 2020-06-16T13:33:17.203Z 1.058 2020-06-16T13:14:11.960Z 1.844 2020-06-16T13:33:46.959Z 1.054 2020-06-16T13:14:28.607Z 1.844 2020-06-16T13:34:13.894Z 1.048 2020-06-16T13:14:44.522Z 1.844 2020-06-16T13:34:45.126Z 1.048 2020-06-16T13:14:59.912Z 1.844 2020-06-16T13:35:11.860Z 1.040 2020-06-16T13:15:14.959Z 1.844 2020-06-16T13:35:37.334Z 1.029 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2020-06-16T13:19:48.413Z 1.844 2020-06-16T13:42:45.275Z 1.055 2020-06-16T13:20:04.830Z 1.844 2020-06-16T13:43:11.305Z 1.054 2020-06-16T13:20:20.572Z 1.844 2020-06-16T13:43:36.045Z 1.047 2020-06-16T13:20:38.276Z 1.844 2020-06-16T13:44:03.382Z 1.049 2020-06-16T13:20:53.039Z 1.844 2020-06-16T13:44:27.615Z 1.040 2020-06-16T13:21:07.772Z 1.844 2020-06-16T13:44:54.391Z 1.038 2020-06-16T13:21:21.130Z 1.844 2020-06-16T13:45:21.049Z 1.040 2020-06-16T13:21:36.343Z 1.844 2020-06-16T13:45:45.380Z 1.035 2020-06-16T13:21:52.613Z 1.844 2020-06-16T13:46:10.857Z 1.268 2020-06-16T13:22:12.694Z 1.844 2020-06-16T13:46:35.462Z 1.266 2020-06-16T13:22:30.751Z 1.844 2020-06-16T13:46:56.113Z 1.261 2020-06-16T13:22:52.923Z 1.844 2020-06-16T13:47:16.061Z 1.258 2020-06-16T13:23:10.722Z 1.844 2020-06-16T13:47:38.500Z 1.258 2020-06-16T13:23:26.422Z 1.844 2020-06-16T13:48:00.732Z 1.260 2020-06-16T13:23:45.342Z 1.844 2020-06-16T13:48:21.271Z 1.259 2020-06-16T13:24:02.655Z 1.844 2020-06-16T13:48:41.305Z 1.258 2020-06-16T13:24:21.126Z 1.844 2020-06-16T13:49:01.968Z 1.261 2020-06-16T13:24:39.519Z 1.844 2020-06-16T13:49:23.410Z 1.262 2020-06-16T13:25:01.634Z 1.844 2020-06-16T13:49:45.297Z 1.259 2020-06-16T13:25:20.243Z 1.844 2020-06-16T13:50:05.753Z 1.258 2020-06-16T13:25:38.286Z 1.844 2020-06-16T13:50:27.220Z 1.260 2020-06-16T13:25:57.385Z 1.844 2020-06-16T13:50:47.610Z 1.260 2020-06-16T13:26:16.815Z 1.844 2020-06-16T13:51:08.694Z 1.260 2020-06-16T13:26:35.446Z 1.844 2020-06-16T13:51:31.111Z 1.260 2020-06-16T13:26:53.830Z 1.844 2020-06-16T13:51:52.025Z 1.259 2020-06-16T13:27:11.227Z 1.844 2020-06-16T13:52:13.931Z 1.257 2020-06-16T13:27:29.120Z 1.844 2020-06-16T13:52:34.093Z 1.255 2020-06-16T13:27:45.109Z 1.844 2020-06-16T13:52:52.895Z 1.253 2020-06-16T13:28:05.959Z 1.844 2020-06-16T13:53:12.158Z 1.254 2020-06-16T13:28:22.731Z 1.844 2020-06-16T13:53:32.779Z 1.256 2020-06-16T13:28:39.946Z 1.844 2020-06-16T13:53:53.847Z 1.261 2020-06-16T13:29:00.151Z 1.844 2020-06-16T13:54:14.202Z 1.259 2020-06-16T13:29:17.343Z 1.844 2020-06-16T13:54:35.557Z 1.259 2020-06-16T13:29:34.512Z 1.844 2020-06-16T13:54:56.297Z 1.260 2020-06-16T13:29:50.651Z 1.844 2020-06-16T13:55:18.663Z 1.260 2020-06-16T13:30:10.913Z 1.844 2020-06-16T13:55:41.063Z 1.259 2020-06-16T13:30:27.988Z 1.844 2020-06-16T13:56:03.420Z 1.258 2020-06-16T13:30:46.211Z 1.844 2020-06-16T13:56:25.581Z 1.257 2020-06-16T13:31:06.161Z 1.844 2020-06-16T13:56:44.753Z 1.546 2020-06-16T13:31:29.996Z 1.844 2020-06-16T13:57:07.257Z 1.556 2020-06-16T13:31:55.698Z 1.844 2020-06-16T13:57:28.097Z 1.554 2020-06-16T13:32:20.376Z 1.844 2020-06-16T13:57:49.708Z 1.544 2020-06-16T13:32:47.231Z 1.844 2020-06-16T13:58:12.261Z 1.545 2020-06-16T13:33:07.816Z 1.844 2020-06-16T13:58:33.411Z 1.536 2020-06-16T13:33:30.960Z 1.844 2020-06-16T13:58:58.289Z 1.528 2020-06-16T13:33:54.745Z 1.844 2020-06-16T13:59:19.463Z 1.537 2020-06-16T13:34:17.986Z 1.844 2020-06-16T13:59:42.155Z 1.542 2020-06-16T13:34:39.706Z 1.844 2020-06-16T14:00:03.340Z 1.537 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