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 2021-04-23T23:39:28.774Z 1.364 2021-04-24T04:19:46.482Z 1.844 2021-04-23T23:39:30.052Z 1.364 2021-04-24T04:19:50.684Z 1.844 2021-04-23T23:39:31.423Z 1.371 2021-04-24T04:19:51.890Z 1.844 2021-04-23T23:39:32.787Z 1.362 2021-04-24T04:19:52.923Z 1.844 2021-04-23T23:39:33.981Z 1.366 2021-04-24T04:19:54.533Z 1.844 2021-04-23T23:39:35.288Z 1.331 2021-04-24T04:19:55.571Z 1.844 2021-04-23T23:39:36.847Z 1.320 2021-04-24T04:19:56.689Z 1.844 2021-04-23T23:39:38.223Z 1.322 2021-04-24T04:19:57.652Z 1.844 2021-04-23T23:39:39.593Z 1.353 2021-04-24T04:19:59.020Z 1.844 2021-04-23T23:39:41.091Z 1.345 2021-04-24T04:20:00.061Z 1.844 2021-04-23T23:39:42.643Z 1.308 2021-04-24T04:20:01.064Z 1.844 2021-04-23T23:39:44.203Z 1.345 2021-04-24T04:20:02.084Z 1.844 2021-04-23T23:39:45.634Z 1.354 2021-04-24T04:20:03.133Z 1.844 2021-04-23T23:39:47.028Z 1.351 2021-04-24T04:20:09.320Z 1.844 2021-04-23T23:39:48.595Z 1.327 2021-04-24T04:20:10.454Z 1.844 2021-04-23T23:39:50.128Z 1.303 2021-04-24T04:20:11.572Z 1.844 2021-04-23T23:39:51.575Z 1.319 2021-04-24T04:20:12.716Z 1.844 2021-04-23T23:39:53.130Z 1.332 2021-04-24T04:20:13.921Z 1.844 2021-04-23T23:39:54.314Z 1.312 2021-04-24T04:20:15.231Z 1.844 2021-04-23T23:39:55.550Z 1.316 2021-04-24T04:20:16.105Z 1.844 2021-04-23T23:39:56.646Z 1.320 2021-04-24T04:20:17.133Z 1.844 2021-04-23T23:39:57.868Z 1.323 2021-04-24T04:20:18.158Z 1.844 2021-04-23T23:39:59.951Z 1.338 2021-04-24T04:20:18.963Z 1.844 2021-04-23T23:40:01.449Z 1.337 2021-04-24T04:20:19.998Z 1.844 2021-04-23T23:40:03.048Z 1.331 2021-04-24T04:20:24.774Z 1.844 2021-04-23T23:40:04.377Z 1.327 2021-04-24T04:20:25.779Z 1.844 2021-04-23T23:40:05.689Z 1.324 2021-04-24T04:20:26.961Z 1.844 2021-04-23T23:40:06.833Z 1.310 2021-04-24T04:20:28.106Z 1.844 2021-04-23T23:40:08.124Z 1.309 2021-04-24T04:20:29.426Z 1.844 2021-04-23T23:40:09.206Z 1.317 2021-04-24T04:20:30.946Z 1.844 2021-04-23T23:40:10.314Z 1.337 2021-04-24T04:20:32.155Z 1.017 2021-04-23T23:40:11.079Z 150.4 2021-04-24T04:20:32.613Z 1.034 2021-04-23T23:40:11.905Z 148.6 2021-04-24T04:20:32.816Z 1.038 2021-04-23T23:40:12.806Z 146.4 2021-04-24T04:20:33.023Z 1.007 2021-04-23T23:40:13.673Z 151.4 2021-04-24T04:20:33.266Z 1.019 2021-04-23T23:40:14.858Z 149.3 2021-04-24T04:20:33.526Z 1.048 2021-04-23T23:40:15.865Z 149.2 2021-04-24T04:20:33.731Z 1.021 2021-04-23T23:40:16.913Z 149.7 2021-04-24T04:20:33.906Z 1.048 2021-04-23T23:40:17.948Z 145.9 2021-04-24T04:20:34.124Z 1.030 2021-04-23T23:40:18.799Z 147.5 2021-04-24T04:20:34.370Z 1.015 2021-04-23T23:40:19.670Z 147.8 2021-04-24T04:20:34.539Z 1.042 2021-04-23T23:40:20.667Z 146.6 2021-04-24T04:20:34.774Z 1.005 2021-04-23T23:40:21.462Z 150.7 2021-04-24T04:20:34.969Z 1.021 2021-04-23T23:40:22.309Z 148.1 2021-04-24T04:20:35.185Z 1.015 2021-04-23T23:40:23.130Z 145.5 2021-04-24T04:20:35.392Z 1.032 2021-04-23T23:40:24.093Z 146.2 2021-04-24T04:20:35.586Z 1.032 2021-04-23T23:40:24.803Z 151.9 2021-04-24T04:20:35.827Z 1.044 2021-04-23T23:40:25.748Z 150.3 2021-04-24T04:20:36.047Z 1.023 2021-04-23T23:40:26.654Z 151.4 2021-04-24T04:20:36.251Z 1.013 2021-04-23T23:40:27.394Z 154.0 2021-04-24T04:20:36.491Z 1.044 2021-04-23T23:40:28.351Z 154.1 2021-04-24T04:20:36.728Z 1.011 2021-04-23T23:40:29.414Z 153.7 2021-04-24T04:20:36.933Z 1.003 2021-04-23T23:40:30.652Z 157.6 2021-04-24T04:20:37.145Z 986.4 2021-04-23T23:40:31.581Z 152.1 2021-04-24T04:20:37.373Z 994.7 2021-04-23T23:40:32.484Z 151.8 2021-04-24T04:20:41.705Z 1.036 2021-04-23T23:40:33.366Z 151.1 2021-04-24T04:20:41.920Z 1.023 2021-04-23T23:40:34.198Z 153.6 2021-04-24T04:20:42.136Z 1.032 2021-04-23T23:40:34.971Z 152.1 2021-04-24T04:20:42.422Z 1.046 2021-04-23T23:40:35.868Z 147.0 2021-04-24T04:20:42.614Z 1.048 2021-04-23T23:40:37.372Z 147.2 2021-04-24T04:20:43.290Z 992.6 2021-04-23T23:40:39.455Z 148.0 2021-04-24T04:20:43.515Z 1.021 2021-04-23T23:40:41.516Z 147.5 2021-04-24T04:20:43.690Z 1.391 2021-04-23T23:40:43.061Z 213.6 2021-04-24T04:20:43.932Z 1.397 2021-04-23T23:40:44.105Z 210.4 2021-04-24T04:20:44.273Z 1.389 2021-04-23T23:40:45.052Z 212.4 2021-04-24T04:20:44.507Z 1.385 2021-04-23T23:40:46.171Z 209.5 2021-04-24T04:20:44.739Z 1.387 2021-04-23T23:40:47.285Z 207.1 2021-04-24T04:20:44.976Z 1.397 2021-04-23T23:40:48.387Z 207.5 2021-04-24T04:20:45.338Z 1.397 2021-04-23T23:40:49.557Z 211.8 2021-04-24T04:20:45.564Z 1.387 2021-04-23T23:40:50.735Z 214.5 2021-04-24T04:20:45.825Z 1.385 2021-04-23T23:40:51.870Z 218.2 2021-04-24T04:20:46.062Z 1.391 2021-04-23T23:40:52.729Z 217.6 2021-04-24T04:20:46.334Z 1.387 2021-04-23T23:40:53.747Z 210.9 2021-04-24T04:20:46.569Z 1.389 2021-04-23T23:40:54.778Z 215.2 2021-04-24T04:20:46.856Z 1.389 2021-04-23T23:40:56.428Z 216.5 2021-04-24T04:20:47.095Z 1.397 2021-04-23T23:40:57.443Z 219.8 2021-04-24T04:20:47.389Z 1.410 2021-04-23T23:40:58.503Z 212.5 2021-04-24T04:20:47.685Z 1.405 2021-04-23T23:40:59.571Z 217.5 2021-04-24T04:20:47.932Z 1.401 2021-04-23T23:41:00.711Z 210.5 2021-04-24T04:20:48.149Z 1.397 2021-04-23T23:41:01.962Z 205.2 2021-04-24T04:20:48.359Z 1.563 2021-04-23T23:41:03.251Z 215.6 2021-04-24T04:20:48.667Z 1.418 2021-04-23T23:41:04.427Z 204.1 2021-04-24T04:20:48.956Z 1.389 2021-04-23T23:41:05.434Z 210.4 2021-04-24T04:20:49.178Z 1.395 2021-04-23T23:41:06.421Z 211.0 2021-04-24T04:20:49.419Z 1.387 2021-04-23T23:41:07.629Z 216.4 2021-04-24T04:20:49.650Z 1.387 2021-04-23T23:41:08.869Z 210.9 2021-04-24T04:20:49.888Z 1.397 2021-04-23T23:41:09.984Z 204.2 2021-04-24T04:20:50.143Z 1.385 2021-04-23T23:41:11.049Z 206.9 2021-04-24T04:20:50.373Z 1.387 2021-04-23T23:41:12.258Z 201.1 2021-04-24T04:20:50.607Z 1.416 2021-04-23T23:41:13.190Z 196.0 2021-04-24T04:20:50.837Z 1.451 2021-04-23T23:41:14.289Z 196.9 2021-04-24T04:20:51.107Z 1.414 2021-04-23T23:41:15.370Z 202.9 2021-04-24T04:20:51.389Z 1.383 2021-04-23T23:41:16.393Z 199.0 2021-04-24T04:20:51.624Z 1.844 2021-04-23T23:41:17.457Z 1.036 2021-04-24T04:20:52.527Z 1.844 2021-04-23T23:41:18.583Z 1.007 2021-04-24T04:20:53.529Z 1.844 2021-04-23T23:41:19.554Z 1.017 2021-04-24T04:20:54.412Z 1.844 2021-04-23T23:41:20.718Z 1.035 2021-04-24T04:20:55.388Z 1.844 2021-04-23T23:41:22.027Z 1.037 2021-04-24T04:20:56.240Z 1.844 2021-04-23T23:41:23.205Z 1.033 2021-04-24T04:20:57.008Z 1.844 2021-04-23T23:41:24.654Z 1.029 2021-04-24T04:20:57.778Z 1.844 2021-04-23T23:41:26.022Z 1.044 2021-04-24T04:20:58.559Z 1.844 2021-04-23T23:41:27.424Z 1.018 2021-04-24T04:20:59.373Z 1.844 2021-04-23T23:41:28.733Z 1.005 2021-04-24T04:21:00.278Z 1.844 2021-04-23T23:41:30.339Z 1.030 2021-04-24T04:21:01.199Z 1.844 2021-04-23T23:41:31.965Z 1.008 2021-04-24T04:21:02.062Z 1.844 2021-04-23T23:41:36.402Z 1.022 2021-04-24T04:21:03.027Z 1.844 2021-04-23T23:41:37.738Z 1.010 2021-04-24T04:21:03.885Z 1.844 2021-04-23T23:41:39.255Z 1.014 2021-04-24T04:21:04.700Z 1.844 2021-04-23T23:41:40.687Z 1.039 2021-04-24T04:21:05.421Z 1.844 2021-04-23T23:41:41.819Z 1.044 2021-04-24T04:21:06.211Z 1.844 2021-04-23T23:41:43.203Z 1.044 2021-04-24T04:21:07.102Z 1.844 2021-04-23T23:41:44.587Z 1.047 2021-04-24T04:21:08.032Z 1.844 2021-04-23T23:41:46.085Z 1.046 2021-04-24T04:21:08.965Z 1.844 2021-04-23T23:41:47.513Z 1.009 2021-04-24T04:21:09.707Z 1.844 2021-04-23T23:41:48.852Z 1.032 2021-04-24T04:21:10.509Z 1.844 2021-04-23T23:41:50.329Z 1.032 2021-04-24T04:21:19.109Z 1.844 2021-04-23T23:41:51.520Z 1.035 2021-04-24T04:21:19.892Z 1.844 2021-04-23T23:41:53.098Z 1.020 2021-04-24T04:21:20.679Z 1.844 2021-04-23T23:41:54.566Z 1.033 2021-04-24T04:21:21.598Z 1.844 2021-04-23T23:41:56.027Z 1.032 2021-04-24T04:21:22.498Z 1.844 2021-04-23T23:41:57.517Z 1.037 2021-04-24T04:21:23.397Z 1.844 2021-04-23T23:41:58.657Z 1.033 2021-04-24T04:21:24.147Z 1.844 2021-04-23T23:41:59.933Z 1.027 2021-04-24T04:21:25.005Z 1.844 2021-04-23T23:42:01.294Z 1.026 2021-04-24T04:21:25.808Z 1.844 2021-04-23T23:42:02.515Z 1.265 2021-04-24T04:21:26.755Z 1.844 2021-04-23T23:42:04Z 1.266 2021-04-24T04:21:27.711Z 1.844 2021-04-23T23:42:05.739Z 1.265 2021-04-24T04:21:28.974Z 1.844 2021-04-23T23:42:07.583Z 1.263 2021-04-24T04:21:29.810Z 1.844 2021-04-23T23:42:09.286Z 1.263 2021-04-24T04:21:30.885Z 1.844 2021-04-23T23:42:10.697Z 1.265 2021-04-24T04:21:31.928Z 1.844 2021-04-23T23:42:12.145Z 1.265 2021-04-24T04:21:32.859Z 1.844 2021-04-23T23:42:13.395Z 1.265 2021-04-24T04:21:33.693Z 1.844 2021-04-23T23:42:14.498Z 1.266 2021-04-24T04:21:39.193Z 1.844 2021-04-23T23:42:15.642Z 1.261 2021-04-24T04:21:40.148Z 1.844 2021-04-23T23:42:17.085Z 1.262 2021-04-24T04:21:41.758Z 1.844 2021-04-23T23:42:18.349Z 1.259 2021-04-24T04:21:42.642Z 1.844 2021-04-23T23:42:19.593Z 1.256 2021-04-24T04:21:43.975Z 1.844 2021-04-23T23:42:20.716Z 1.263 2021-04-24T04:21:45.067Z 1.844 2021-04-23T23:42:22.014Z 1.263 2021-04-24T04:21:45.862Z 1.844 2021-04-23T23:42:23.497Z 1.264 2021-04-24T04:21:46.928Z 1.844 2021-04-23T23:42:24.885Z 1.265 2021-04-24T04:21:47.907Z 1.844 2021-04-23T23:42:26.332Z 1.266 2021-04-24T04:21:48.771Z 1.844 2021-04-23T23:42:27.696Z 1.263 2021-04-24T04:21:49.653Z 1.844 2021-04-23T23:42:28.980Z 1.270 2021-04-24T04:21:50.652Z 1.844 2021-04-23T23:42:30.434Z 1.269 2021-04-24T04:21:51.661Z 1.844 2021-04-23T23:42:31.734Z 1.266 2021-04-24T04:21:52.593Z 1.844 2021-04-23T23:42:33.190Z 1.262 2021-04-24T04:21:53.576Z 1.844 2021-04-23T23:42:34.674Z 1.258 2021-04-24T04:21:54.603Z 1.844 2021-04-23T23:42:36.294Z 1.257 2021-04-24T04:21:55.710Z 1.844 2021-04-23T23:42:37.619Z 1.256 2021-04-24T04:21:56.793Z 1.844 2021-04-23T23:42:39.305Z 1.251 2021-04-24T04:21:57.822Z 1.844 2021-04-23T23:42:40.838Z 1.253 2021-04-24T04:21:58.876Z 1.844 2021-04-23T23:42:42.255Z 1.254 2021-04-24T04:21:59.850Z 1.844 2021-04-23T23:42:43.553Z 1.253 2021-04-24T04:22:00.869Z 1.844 2021-04-23T23:42:44.818Z 1.255 2021-04-24T04:22:01.797Z 1.844 2021-04-23T23:42:45.887Z 1.541 2021-04-24T04:22:03.030Z 1.844 2021-04-23T23:42:47.150Z 1.539 2021-04-24T04:22:04.147Z 1.844 2021-04-23T23:42:48.570Z 1.543 2021-04-24T04:22:05.508Z 1.844 2021-04-23T23:42:49.820Z 1.540 2021-04-24T04:22:06.944Z 1.844 2021-04-23T23:42:51.206Z 1.532 2021-04-24T04:22:08.396Z 1.844 2021-04-23T23:42:52.426Z 1.541 2021-04-24T04:22:09.744Z 1.844 2021-04-23T23:42:53.549Z 1.542 2021-04-24T04:22:10.828Z 1.844 2021-04-23T23:42:54.910Z 1.548 2021-04-24T04:22:11.819Z 1.844 2021-04-23T23:42:56.344Z 1.544 2021-04-24T04:22:13.034Z 1.844 2021-04-23T23:42:57.642Z 1.541 2021-04-24T04:22:14.280Z 1.844 2021-04-23T23:42:58.975Z 1.546 2021-04-24T04:22:15.361Z 1.844 2021-04-23T23:43:00.258Z 1.551 2021-04-24T04:22:16.310Z 1.844 2021-04-23T23:43:01.575Z 1.543 2021-04-24T04:22:17.483Z 1.844 2021-04-23T23:43:02.698Z 1.543 2021-04-24T04:22:18.604Z 1.844 2021-04-23T23:43:04.034Z 1.545 2021-04-24T04:22:19.811Z 1.844 2021-04-23T23:43:05.297Z 1.540 2021-04-24T04:22:21.072Z 1.844 2021-04-23T23:43:06.717Z 1.535 2021-04-24T04:22:22.306Z 1.844 2021-04-23T23:43:07.822Z 1.540 2021-04-24T04:22:23.496Z 1.844 2021-04-23T23:43:09.048Z 1.540 2021-04-24T04:22:24.733Z 1.844 2021-04-23T23:43:11.845Z 1.535 2021-04-24T04:22:26.007Z 1.844 2021-04-23T23:43:16.477Z 1.540 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2021-04-24T04:27:50.050Z 794.3 2021-04-23T23:48:43.877Z 210.1 2021-04-24T04:27:50.298Z 822.3 2021-04-23T23:48:44.498Z 208.9 2021-04-24T04:27:50.503Z 823.9 2021-04-23T23:48:45.088Z 208.0 2021-04-24T04:27:50.753Z 822.3 2021-04-23T23:48:45.837Z 216.8 2021-04-24T04:27:50.948Z 811.4 2021-04-23T23:48:46.549Z 207.7 2021-04-24T04:27:51.183Z 789.6 2021-04-23T23:48:47.212Z 213.6 2021-04-24T04:27:51.444Z 785.0 2021-04-23T23:48:47.740Z 213.5 2021-04-24T04:27:51.648Z 785.0 2021-04-23T23:48:48.438Z 213.0 2021-04-24T04:27:51.908Z 789.6 2021-04-23T23:48:49.055Z 209.0 2021-04-24T04:27:52.334Z 797.4 2021-04-23T23:48:49.657Z 207.0 2021-04-24T04:27:52.553Z 808.3 2021-04-23T23:48:50.356Z 201.5 2021-04-24T04:27:52.758Z 803.6 2021-04-23T23:48:51.065Z 207.5 2021-04-24T04:27:53.010Z 805.2 2021-04-23T23:48:51.733Z 209.6 2021-04-24T04:27:53.231Z 820.8 2021-04-23T23:48:52.433Z 201.3 2021-04-24T04:27:53.498Z 806.8 2021-04-23T23:48:53.179Z 205.8 2021-04-24T04:27:53.773Z 813.0 2021-04-23T23:48:53.833Z 200.9 2021-04-24T04:27:54.012Z 811.4 2021-04-23T23:48:54.487Z 195.3 2021-04-24T04:27:54.233Z 808.3 2021-04-23T23:48:55.164Z 200.9 2021-04-24T04:27:54.463Z 1.158 2021-04-23T23:48:56.069Z 192.4 2021-04-24T04:27:54.703Z 1.158 2021-04-23T23:48:56.935Z 196.7 2021-04-24T04:27:54.941Z 1.155 2021-04-23T23:48:57.840Z 195.3 2021-04-24T04:27:55.142Z 1.119 2021-04-23T23:48:58.704Z 189.6 2021-04-24T04:27:55.428Z 1.135 2021-04-23T23:48:59.438Z 191.4 2021-04-24T04:27:55.624Z 1.158 2021-04-23T23:49:00.223Z 196.2 2021-04-24T04:27:55.818Z 1.158 2021-04-23T23:49:01.253Z 196.3 2021-04-24T04:27:56.016Z 1.158 2021-04-23T23:49:02.090Z 195.2 2021-04-24T04:27:56.221Z 1.158 2021-04-23T23:49:03.028Z 196.9 2021-04-24T04:27:56.455Z 1.158 2021-04-23T23:49:03.861Z 199.9 2021-04-24T04:27:56.709Z 1.150 2021-04-23T23:49:04.751Z 197.6 2021-04-24T04:27:56.914Z 1.150 2021-04-23T23:49:05.836Z 196.2 2021-04-24T04:27:57.160Z 1.172 2021-04-23T23:49:06.665Z 195.6 2021-04-24T04:27:57.388Z 1.158 2021-04-23T23:49:07.451Z 193.3 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2021-04-24T04:28:05.918Z 772.5 2021-04-23T23:49:31.757Z 237.2 2021-04-24T04:28:06.164Z 772.5 2021-04-23T23:49:32.354Z 235.4 2021-04-24T04:28:06.428Z 772.5 2021-04-23T23:49:32.997Z 232.3 2021-04-24T04:28:06.658Z 803.6 2021-04-23T23:49:33.589Z 233.4 2021-04-24T04:28:06.934Z 780.8 2021-04-23T23:49:34.155Z 236.5 2021-04-24T04:28:07.221Z 773.5 2021-04-23T23:49:34.694Z 234.4 2021-04-24T04:28:07.498Z 772.5 2021-04-23T23:49:35.363Z 234.8 2021-04-24T04:28:07.761Z 772.5 2021-04-23T23:49:35.976Z 233.4 2021-04-24T04:28:08.016Z 772.5 2021-04-23T23:49:36.582Z 231.4 2021-04-24T04:28:08.278Z 772.5 2021-04-23T23:49:37.124Z 231.4 2021-04-24T04:28:08.512Z 772.5 2021-04-23T23:49:37.782Z 232.0 2021-04-24T04:28:08.818Z 768.3 2021-04-23T23:49:38.418Z 229.3 2021-04-24T04:28:09.115Z 772.5 2021-04-23T23:49:39.050Z 227.1 2021-04-24T04:28:09.403Z 778.7 2021-04-23T23:49:39.545Z 226.0 2021-04-24T04:28:09.658Z 779.8 2021-04-23T23:49:40.183Z 226.0 2021-04-24T04:28:09.948Z 772.5 2021-04-23T23:49:40.794Z 225.4 2021-04-24T04:28:10.167Z