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 2021-04-04T19:17:27.862Z 1.352 2021-04-04T23:16:43.926Z 1.844 2021-04-04T19:17:29.838Z 1.350 2021-04-04T23:16:44.974Z 1.844 2021-04-04T19:17:31.073Z 1.353 2021-04-04T23:16:45.916Z 1.844 2021-04-04T19:17:32.003Z 1.351 2021-04-04T23:16:46.697Z 1.844 2021-04-04T19:17:32.946Z 1.351 2021-04-04T23:16:47.449Z 1.844 2021-04-04T19:17:34.076Z 1.349 2021-04-04T23:16:48.238Z 1.844 2021-04-04T19:17:34.993Z 1.347 2021-04-04T23:16:49.260Z 1.844 2021-04-04T19:17:36.071Z 1.360 2021-04-04T23:16:50.233Z 1.844 2021-04-04T19:17:37.154Z 1.362 2021-04-04T23:16:50.992Z 1.844 2021-04-04T19:17:38.072Z 1.359 2021-04-04T23:16:52.482Z 1.844 2021-04-04T19:17:39.079Z 1.341 2021-04-04T23:16:53.471Z 1.844 2021-04-04T19:17:40.468Z 1.339 2021-04-04T23:16:55.115Z 1.844 2021-04-04T19:17:42.120Z 1.359 2021-04-04T23:16:56.497Z 1.844 2021-04-04T19:17:43.474Z 1.342 2021-04-04T23:16:57.563Z 1.844 2021-04-04T19:17:44.282Z 1.353 2021-04-04T23:16:58.701Z 1.844 2021-04-04T19:17:46.044Z 1.347 2021-04-04T23:16:59.486Z 1.844 2021-04-04T19:17:47.119Z 1.342 2021-04-04T23:17:00.139Z 1.844 2021-04-04T19:17:48.392Z 1.328 2021-04-04T23:17:00.879Z 1.844 2021-04-04T19:17:49.393Z 1.341 2021-04-04T23:17:01.935Z 1.844 2021-04-04T19:17:50.530Z 1.358 2021-04-04T23:17:02.845Z 1.844 2021-04-04T19:17:51.855Z 1.347 2021-04-04T23:17:03.982Z 1.844 2021-04-04T19:17:52.924Z 1.332 2021-04-04T23:17:05.092Z 1.844 2021-04-04T19:17:54.843Z 1.331 2021-04-04T23:17:06.402Z 1.844 2021-04-04T19:17:57.266Z 1.339 2021-04-04T23:17:07.070Z 1.844 2021-04-04T19:17:58.532Z 1.325 2021-04-04T23:17:08.229Z 1.844 2021-04-04T19:17:59.605Z 1.328 2021-04-04T23:17:09.461Z 1.844 2021-04-04T19:18:00.968Z 1.352 2021-04-04T23:17:10.420Z 1.844 2021-04-04T19:18:02.075Z 1.331 2021-04-04T23:17:11.818Z 1.005 2021-04-04T19:18:02.835Z 135.1 2021-04-04T23:17:12.020Z 992.6 2021-04-04T19:18:03.884Z 133.8 2021-04-04T23:17:12.262Z 992.6 2021-04-04T19:18:04.581Z 133.5 2021-04-04T23:17:12.542Z 1.038 2021-04-04T19:18:05.101Z 130.5 2021-04-04T23:17:12.742Z 1.025 2021-04-04T19:18:05.599Z 129.7 2021-04-04T23:17:12.940Z 1.046 2021-04-04T19:18:06.154Z 124.2 2021-04-04T23:17:13.144Z 1.038 2021-04-04T19:18:07.269Z 129.6 2021-04-04T23:17:13.338Z 1.032 2021-04-04T19:18:07.852Z 129.4 2021-04-04T23:17:13.827Z 1.044 2021-04-04T19:18:08.426Z 129.3 2021-04-04T23:17:14.032Z 1.030 2021-04-04T19:18:09.056Z 129.2 2021-04-04T23:17:14.206Z 1.032 2021-04-04T19:18:10.607Z 126.6 2021-04-04T23:17:14.397Z 1.015 2021-04-04T19:18:11.403Z 127.5 2021-04-04T23:17:14.572Z 1.003 2021-04-04T19:18:12.345Z 131.0 2021-04-04T23:17:14.779Z 1.052 2021-04-04T19:18:12.871Z 130.9 2021-04-04T23:17:14.969Z 1.017 2021-04-04T19:18:13.634Z 129.6 2021-04-04T23:17:15.199Z 988.5 2021-04-04T19:18:14.765Z 129.6 2021-04-04T23:17:15.414Z 992.6 2021-04-04T19:18:15.369Z 129.9 2021-04-04T23:17:15.622Z 1.048 2021-04-04T19:18:15.915Z 128.8 2021-04-04T23:17:15.812Z 1.042 2021-04-04T19:18:16.727Z 131.3 2021-04-04T23:17:15.973Z 1.025 2021-04-04T19:18:17.360Z 130.7 2021-04-04T23:17:16.586Z 1.027 2021-04-04T19:18:17.961Z 130.8 2021-04-04T23:17:16.935Z 1.025 2021-04-04T19:18:18.684Z 128.4 2021-04-04T23:17:17.188Z 1.038 2021-04-04T19:18:19.546Z 120.3 2021-04-04T23:17:17.489Z 1.025 2021-04-04T19:18:20.099Z 123.3 2021-04-04T23:17:17.667Z 1.030 2021-04-04T19:18:21.135Z 124.9 2021-04-04T23:17:17.845Z 1.044 2021-04-04T19:18:22.097Z 126.8 2021-04-04T23:17:18.082Z 1.027 2021-04-04T19:18:22.852Z 125.1 2021-04-04T23:17:18.280Z 998.8 2021-04-04T19:18:23.377Z 126.7 2021-04-04T23:17:18.540Z 1.395 2021-04-04T19:18:24.098Z 229.2 2021-04-04T23:17:18.850Z 1.395 2021-04-04T19:18:25.203Z 228.9 2021-04-04T23:17:19.101Z 1.395 2021-04-04T19:18:25.988Z 231.8 2021-04-04T23:17:19.355Z 1.391 2021-04-04T19:18:27.207Z 220.8 2021-04-04T23:17:19.585Z 1.395 2021-04-04T19:18:28.169Z 225.6 2021-04-04T23:17:19.858Z 1.395 2021-04-04T19:18:28.825Z 226.1 2021-04-04T23:17:20.119Z 1.395 2021-04-04T19:18:29.969Z 221.0 2021-04-04T23:17:20.373Z 1.393 2021-04-04T19:18:30.832Z 215.7 2021-04-04T23:17:20.614Z 1.416 2021-04-04T19:18:31.587Z 224.4 2021-04-04T23:17:20.933Z 1.395 2021-04-04T19:18:32.614Z 225.6 2021-04-04T23:17:21.174Z 1.393 2021-04-04T19:18:33.327Z 234.3 2021-04-04T23:17:21.512Z 1.439 2021-04-04T19:18:34.407Z 234.9 2021-04-04T23:17:21.752Z 1.395 2021-04-04T19:18:35.405Z 231.7 2021-04-04T23:17:22.081Z 1.395 2021-04-04T19:18:36.584Z 222.7 2021-04-04T23:17:22.311Z 1.412 2021-04-04T19:18:37.557Z 224.0 2021-04-04T23:17:22.790Z 1.464 2021-04-04T19:18:38.695Z 237.0 2021-04-04T23:17:23.092Z 1.399 2021-04-04T19:18:39.411Z 231.5 2021-04-04T23:17:23.329Z 1.416 2021-04-04T19:18:40.044Z 229.3 2021-04-04T23:17:23.608Z 1.403 2021-04-04T19:18:41.124Z 228.7 2021-04-04T23:17:23.972Z 1.403 2021-04-04T19:18:42.312Z 234.2 2021-04-04T23:17:24.256Z 1.414 2021-04-04T19:18:42.980Z 232.3 2021-04-04T23:17:24.715Z 1.395 2021-04-04T19:18:43.828Z 224.2 2021-04-04T23:17:25.232Z 1.393 2021-04-04T19:18:44.872Z 220.0 2021-04-04T23:17:25.521Z 1.395 2021-04-04T19:18:46.367Z 225.7 2021-04-04T23:17:25.774Z 1.393 2021-04-04T19:18:47.223Z 221.8 2021-04-04T23:17:25.999Z 1.395 2021-04-04T19:18:48.229Z 227.3 2021-04-04T23:17:26.248Z 1.395 2021-04-04T19:18:50.672Z 235.3 2021-04-04T23:17:26.481Z 1.395 2021-04-04T19:18:51.760Z 244.1 2021-04-04T23:17:27Z 1.844 2021-04-04T19:18:52.881Z 1.076 2021-04-04T23:17:27.746Z 1.844 2021-04-04T19:18:54.117Z 1.073 2021-04-04T23:17:28.460Z 1.844 2021-04-04T19:18:55.857Z 1.072 2021-04-04T23:17:30.383Z 1.844 2021-04-04T19:18:56.795Z 1.068 2021-04-04T23:17:34.936Z 1.844 2021-04-04T19:18:58.716Z 1.072 2021-04-04T23:17:36.166Z 1.844 2021-04-04T19:19:00.397Z 1.074 2021-04-04T23:17:38Z 1.844 2021-04-04T19:19:01.404Z 1.069 2021-04-04T23:17:38.719Z 1.844 2021-04-04T19:19:02.418Z 1.063 2021-04-04T23:17:39.381Z 1.844 2021-04-04T19:19:03.466Z 1.054 2021-04-04T23:17:40.187Z 1.844 2021-04-04T19:19:04.496Z 1.068 2021-04-04T23:17:41.037Z 1.844 2021-04-04T19:19:05.882Z 1.043 2021-04-04T23:17:41.712Z 1.844 2021-04-04T19:19:06.960Z 1.065 2021-04-04T23:17:42.346Z 1.844 2021-04-04T19:19:08.024Z 1.076 2021-04-04T23:17:43.253Z 1.844 2021-04-04T19:19:09.478Z 1.074 2021-04-04T23:17:43.963Z 1.844 2021-04-04T19:19:10.768Z 1.075 2021-04-04T23:17:44.556Z 1.844 2021-04-04T19:19:11.943Z 1.064 2021-04-04T23:17:45.184Z 1.844 2021-04-04T19:19:12.975Z 1.068 2021-04-04T23:17:46.250Z 1.844 2021-04-04T19:19:14.053Z 1.075 2021-04-04T23:17:47.223Z 1.844 2021-04-04T19:19:15.372Z 1.082 2021-04-04T23:17:47.999Z 1.844 2021-04-04T19:19:16.189Z 1.085 2021-04-04T23:17:48.939Z 1.844 2021-04-04T19:19:17.732Z 1.081 2021-04-04T23:17:50.203Z 1.844 2021-04-04T19:19:19.254Z 1.080 2021-04-04T23:17:51.036Z 1.844 2021-04-04T19:19:20.437Z 1.088 2021-04-04T23:17:51.855Z 1.844 2021-04-04T19:19:22.048Z 1.084 2021-04-04T23:17:52.757Z 1.844 2021-04-04T19:19:22.984Z 1.071 2021-04-04T23:17:53.550Z 1.844 2021-04-04T19:19:24.198Z 1.084 2021-04-04T23:17:54.292Z 1.844 2021-04-04T19:19:25.870Z 1.080 2021-04-04T23:17:55.239Z 1.844 2021-04-04T19:19:28.838Z 1.064 2021-04-04T23:17:56.122Z 1.844 2021-04-04T19:19:30.407Z 1.284 2021-04-04T23:17:57.061Z 1.844 2021-04-04T19:19:32.080Z 1.295 2021-04-04T23:17:57.847Z 1.844 2021-04-04T19:19:33.128Z 1.290 2021-04-04T23:17:58.887Z 1.844 2021-04-04T19:19:34.935Z 1.287 2021-04-04T23:17:59.926Z 1.844 2021-04-04T19:19:36.077Z 1.288 2021-04-04T23:18:00.829Z 1.844 2021-04-04T19:19:37.301Z 1.290 2021-04-04T23:18:01.723Z 1.844 2021-04-04T19:19:38.345Z 1.282 2021-04-04T23:18:02.758Z 1.844 2021-04-04T19:19:39.397Z 1.283 2021-04-04T23:18:03.578Z 1.844 2021-04-04T19:19:41.008Z 1.280 2021-04-04T23:18:04.903Z 1.844 2021-04-04T19:19:42.432Z 1.290 2021-04-04T23:18:06.365Z 1.844 2021-04-04T19:19:44.687Z 1.297 2021-04-04T23:18:07.171Z 1.844 2021-04-04T19:19:45.618Z 1.299 2021-04-04T23:18:08.023Z 1.844 2021-04-04T19:19:47.036Z 1.302 2021-04-04T23:18:09.043Z 1.844 2021-04-04T19:19:48.338Z 1.296 2021-04-04T23:18:09.860Z 1.844 2021-04-04T19:19:49.447Z 1.287 2021-04-04T23:18:10.665Z 1.844 2021-04-04T19:19:50.357Z 1.287 2021-04-04T23:18:11.565Z 1.844 2021-04-04T19:19:51.316Z 1.286 2021-04-04T23:18:12.329Z 1.844 2021-04-04T19:19:52.119Z 1.279 2021-04-04T23:18:13.503Z 1.844 2021-04-04T19:19:53.209Z 1.277 2021-04-04T23:18:14.913Z 1.844 2021-04-04T19:19:54.235Z 1.279 2021-04-04T23:18:15.891Z 1.844 2021-04-04T19:19:55.206Z 1.279 2021-04-04T23:18:16.994Z 1.844 2021-04-04T19:19:56.235Z 1.273 2021-04-04T23:18:18.540Z 1.844 2021-04-04T19:19:57.911Z 1.272 2021-04-04T23:18:19.782Z 1.844 2021-04-04T19:19:59.095Z 1.273 2021-04-04T23:18:20.741Z 1.844 2021-04-04T19:20:00.032Z 1.275 2021-04-04T23:18:22.102Z 1.844 2021-04-04T19:20:02.172Z 1.281 2021-04-04T23:18:23.031Z 1.844 2021-04-04T19:20:02.956Z 1.283 2021-04-04T23:18:23.953Z 1.844 2021-04-04T19:20:04.125Z 1.289 2021-04-04T23:18:25.606Z 1.844 2021-04-04T19:20:05.211Z 1.557 2021-04-04T23:18:26.527Z 1.844 2021-04-04T19:20:06.240Z 1.552 2021-04-04T23:18:27.564Z 1.844 2021-04-04T19:20:07.351Z 1.545 2021-04-04T23:18:28.500Z 1.844 2021-04-04T19:20:08.456Z 1.552 2021-04-04T23:18:29.413Z 1.844 2021-04-04T19:20:10.038Z 1.563 2021-04-04T23:18:30.466Z 1.844 2021-04-04T19:20:11.472Z 1.582 2021-04-04T23:18:31.758Z 1.844 2021-04-04T19:20:13.613Z 1.559 2021-04-04T23:18:32.760Z 1.844 2021-04-04T19:20:14.705Z 1.563 2021-04-04T23:18:34.476Z 1.844 2021-04-04T19:20:15.812Z 1.561 2021-04-04T23:18:35.493Z 1.844 2021-04-04T19:20:16.819Z 1.566 2021-04-04T23:18:36.485Z 1.844 2021-04-04T19:20:18.030Z 1.563 2021-04-04T23:18:37.477Z 1.844 2021-04-04T19:20:19.289Z 1.558 2021-04-04T23:18:39.005Z 1.844 2021-04-04T19:20:20.312Z 1.568 2021-04-04T23:18:39.976Z 1.844 2021-04-04T19:20:21.235Z 1.565 2021-04-04T23:18:41.506Z 1.844 2021-04-04T19:20:21.969Z 1.560 2021-04-04T23:18:43.078Z 1.844 2021-04-04T19:20:22.827Z 1.560 2021-04-04T23:18:43.867Z 1.844 2021-04-04T19:20:24.138Z 1.556 2021-04-04T23:18:44.851Z 1.844 2021-04-04T19:20:25.531Z 1.552 2021-04-04T23:18:45.660Z 1.844 2021-04-04T19:20:26.494Z 1.562 2021-04-04T23:18:46.727Z 1.844 2021-04-04T19:20:28.500Z 1.564 2021-04-04T23:18:47.738Z 1.844 2021-04-04T19:20:30.397Z 1.574 2021-04-04T23:18:49.177Z 1.844 2021-04-04T19:20:31.668Z 1.567 2021-04-04T23:18:50.674Z 1.844 2021-04-04T19:20:32.808Z 1.547 2021-04-04T23:18:52.320Z 1.844 2021-04-04T19:20:33.735Z 1.557 2021-04-04T23:18:53.897Z 1.844 2021-04-04T19:20:35.087Z 1.558 2021-04-04T23:18:54.735Z 1.844 2021-04-04T19:20:36.027Z 1.563 2021-04-04T23:18:56.463Z 1.844 2021-04-04T19:20:37.232Z 1.556 2021-04-04T23:18:57.328Z 1.844 2021-04-04T19:20:38.471Z 1.561 2021-04-04T23:18:58.352Z 1.844 2021-04-04T19:20:39.643Z 1.658 2021-04-04T23:18:59.437Z 1.844 2021-04-04T19:20:40.953Z 1.672 2021-04-04T23:19:00.609Z 1.844 2021-04-04T19:20:42.280Z 1.685 2021-04-04T23:19:01.685Z 1.844 2021-04-04T19:20:43.036Z 1.669 2021-04-04T23:19:02.757Z 1.844 2021-04-04T19:20:44.136Z 1.663 2021-04-04T23:19:06.634Z 1.844 2021-04-04T19:20:45.703Z 1.670 2021-04-04T23:19:08.359Z 1.844 2021-04-04T19:20:46.691Z 1.668 2021-04-04T23:19:09.883Z 1.844 2021-04-04T19:20:47.942Z 1.678 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2021-04-04T23:23:23.829Z 1.087 2021-04-04T19:25:19.701Z 210.5 2021-04-04T23:23:24.097Z 1.065 2021-04-04T19:25:20.206Z 211.3 2021-04-04T23:23:24.331Z 1.046 2021-04-04T19:25:20.820Z 211.7 2021-04-04T23:23:24.750Z 1.098 2021-04-04T19:25:21.565Z 207.7 2021-04-04T23:23:25.040Z 1.066 2021-04-04T19:25:22.099Z 204.9 2021-04-04T23:23:25.440Z 1.113 2021-04-04T19:25:22.898Z 203.0 2021-04-04T23:23:25.661Z 1.108 2021-04-04T19:25:23.392Z 206.2 2021-04-04T23:23:25.877Z 1.116 2021-04-04T19:25:24.075Z 210.9 2021-04-04T23:23:26.170Z 1.066 2021-04-04T19:25:24.777Z 207.8 2021-04-04T23:23:26.400Z 1.110 2021-04-04T19:25:25.567Z 209.5 2021-04-04T23:23:26.621Z 1.079 2021-04-04T19:25:26.677Z 208.5 2021-04-04T23:23:26.887Z 1.110 2021-04-04T19:25:27.339Z 208.7 2021-04-04T23:23:27.149Z 1.119 2021-04-04T19:25:28.786Z 213.3 2021-04-04T23:23:27.877Z 1.059 2021-04-04T19:25:29.400Z 209.8 2021-04-04T23:23:28.273Z 1.057 2021-04-04T19:25:30.095Z 212.5 2021-04-04T23:23:28.570Z 1.046 2021-04-04T19:25:30.945Z 207.5 2021-04-04T23:23:28.776Z 1.048 2021-04-04T19:25:31.847Z 207.3 2021-04-04T23:23:29.161Z 1.046 2021-04-04T19:25:32.755Z 208.2 2021-04-04T23:23:29.505Z 1.046 2021-04-04T19:25:33.653Z 217.2 2021-04-04T23:23:29.774Z 1.046 2021-04-04T19:25:34.937Z 221.2 2021-04-04T23:23:30.015Z 707.1 2021-04-04T19:25:35.622Z 228.4 2021-04-04T23:23:30.307Z 698.8 2021-04-04T19:25:36.198Z 228.3 2021-04-04T23:23:30.594Z 697.7 2021-04-04T19:25:37.003Z 228.0 2021-04-04T23:23:30.891Z 697.7 2021-04-04T19:25:37.744Z 223.3 2021-04-04T23:23:31.388Z 697.7 2021-04-04T19:25:38.191Z 224.6 2021-04-04T23:23:31.826Z 697.7 2021-04-04T19:25:38.804Z 224.9 2021-04-04T23:23:32.061Z 707.1 2021-04-04T19:25:39.464Z 225.8 2021-04-04T23:23:32.448Z 704.0 2021-04-04T19:25:39.995Z 226.8 2021-04-04T23:23:32.697Z 724.7 2021-04-04T19:25:40.436Z 231.2 2021-04-04T23:23:32.936Z 710.2 2021-04-04T19:25:40.887Z 228.5 2021-04-04T23:23:33.166Z 697.7 2021-04-04T19:25:41.309Z 226.5 2021-04-04T23:23:33.455Z 732.0 2021-04-04T19:25:41.780Z 224.7 2021-04-04T23:23:33.714Z 711.2 2021-04-04T19:25:42.507Z 224.3 2021-04-04T23:23:33.965Z 742.4 2021-04-04T19:25:43.085Z 225.4 2021-04-04T23:23:34.215Z 739.3 2021-04-04T19:25:43.691Z 225.1 2021-04-04T23:23:34.482Z 744.5 2021-04-04T19:25:45.069Z 227.3 2021-04-04T23:23:34.732Z 711.2 2021-04-04T19:25:45.764Z 228.9 2021-04-04T23:23:34.992Z 740.3 2021-04-04T19:25:46.698Z 227.9 2021-04-04T23:23:35.250Z 719.5 2021-04-04T19:25:47.694Z 229.8 2021-04-04T23:23:35.559Z 740.3 2021-04-04T19:25:48.657Z 231.3 2021-04-04T23:23:35.821Z 746.5 2021-04-04T19:25:49.285Z 230.4 2021-04-04T23:23:36.071Z 706.0 2021-04-04T19:25:50.004Z 226.4 2021-04-04T23:23:36.499Z 705.0 2021-04-04T19:25:50.615Z 227.0 2021-04-04T23:23:36.740Z 697.7 2021-04-04T19:25:51.086Z 223.8 2021-04-04T23:23:36.962Z 698.8 2021-04-04T19:25:51.656Z 224.9 2021-04-04T23:23:37.193Z 697.7 2021-04-04T19:25:52.130Z 226.7 2021-04-04T23:23:37.437Z 697.7 2021-04-04T19:25:52.561Z 230.8 2021-04-04T23:23:37.704Z 697.7 2021-04-04T19:25:53.342Z 233.1 2021-04-04T23:23:38.078Z