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 2020-07-23T04:07:08.662Z 1.345 2020-07-23T04:07:18.496Z 1.844 2020-07-23T04:07:24.645Z 1.327 2020-07-23T04:07:29.313Z 1.844 2020-07-23T04:07:40.804Z 1.322 2020-07-23T04:07:40.140Z 1.844 2020-07-23T04:07:55.866Z 1.343 2020-07-23T04:07:50.207Z 1.844 2020-07-23T04:08:11.631Z 1.357 2020-07-23T04:08:01.706Z 1.844 2020-07-23T04:08:28.413Z 1.354 2020-07-23T04:08:12.426Z 1.844 2020-07-23T04:08:45.657Z 1.352 2020-07-23T04:08:25.155Z 1.844 2020-07-23T04:09:01.676Z 1.345 2020-07-23T04:08:36.978Z 1.844 2020-07-23T04:09:18.312Z 1.336 2020-07-23T04:08:49.343Z 1.844 2020-07-23T04:09:35.075Z 1.328 2020-07-23T04:09:00.149Z 1.844 2020-07-23T04:09:50.469Z 1.339 2020-07-23T04:09:12.807Z 1.844 2020-07-23T04:10:05.005Z 1.351 2020-07-23T04:09:25.292Z 1.844 2020-07-23T04:10:20.976Z 1.365 2020-07-23T04:09:36.663Z 1.844 2020-07-23T04:10:37.992Z 1.356 2020-07-23T04:09:49.190Z 1.844 2020-07-23T04:10:53.620Z 1.350 2020-07-23T04:10:00.336Z 1.844 2020-07-23T04:11:11.764Z 1.349 2020-07-23T04:10:14.114Z 1.844 2020-07-23T04:11:27.312Z 1.348 2020-07-23T04:10:25.221Z 1.844 2020-07-23T04:11:44.783Z 1.351 2020-07-23T04:10:38.469Z 1.844 2020-07-23T04:11:59.619Z 1.341 2020-07-23T04:10:48.465Z 1.844 2020-07-23T04:12:14.385Z 1.339 2020-07-23T04:10:57.886Z 1.844 2020-07-23T04:12:27.539Z 1.349 2020-07-23T04:11:09.718Z 1.844 2020-07-23T04:12:41.019Z 1.357 2020-07-23T04:11:20.406Z 1.844 2020-07-23T04:12:59.256Z 1.356 2020-07-23T04:11:31.852Z 1.844 2020-07-23T04:13:14.037Z 1.349 2020-07-23T04:11:43.765Z 1.844 2020-07-23T04:13:27.906Z 1.342 2020-07-23T04:11:54.238Z 1.844 2020-07-23T04:13:40.933Z 1.337 2020-07-23T04:12:06.292Z 1.844 2020-07-23T04:13:55.827Z 1.337 2020-07-23T04:12:17.516Z 1.844 2020-07-23T04:14:10.539Z 1.346 2020-07-23T04:12:27.899Z 1.844 2020-07-23T04:14:25.297Z 1.336 2020-07-23T04:12:39.461Z 1.844 2020-07-23T04:14:39.491Z 1.315 2020-07-23T04:12:53.672Z 1.009 2020-07-23T04:14:46.778Z 129.6 2020-07-23T04:12:54.477Z 1.048 2020-07-23T04:14:54.875Z 122.8 2020-07-23T04:12:55.251Z 1.011 2020-07-23T04:15:01.171Z 127.0 2020-07-23T04:12:55.916Z 1.013 2020-07-23T04:15:08.765Z 126.9 2020-07-23T04:12:56.799Z 1.025 2020-07-23T04:15:17.570Z 127.0 2020-07-23T04:12:57.979Z 1.025 2020-07-23T04:15:25.557Z 128.5 2020-07-23T04:12:59.271Z 984.3 2020-07-23T04:15:33.507Z 130.5 2020-07-23T04:13:00.412Z 996.8 2020-07-23T04:15:40.768Z 129.8 2020-07-23T04:13:01.264Z 1.009 2020-07-23T04:15:46.632Z 128.4 2020-07-23T04:13:02.202Z 1.003 2020-07-23T04:15:56.289Z 130.3 2020-07-23T04:13:03.545Z 1.038 2020-07-23T04:16:03.117Z 127.6 2020-07-23T04:13:04.527Z 1.015 2020-07-23T04:16:12.629Z 129.0 2020-07-23T04:13:05.272Z 1.032 2020-07-23T04:16:21.212Z 129.5 2020-07-23T04:13:06.211Z 1.030 2020-07-23T04:16:28.522Z 130.0 2020-07-23T04:13:06.892Z 1.025 2020-07-23T04:16:36.693Z 130.5 2020-07-23T04:13:08.166Z 1.042 2020-07-23T04:16:43.769Z 129.2 2020-07-23T04:13:09.286Z 1.009 2020-07-23T04:16:51.322Z 131.9 2020-07-23T04:13:10.445Z 957.3 2020-07-23T04:16:58.520Z 133.3 2020-07-23T04:13:11.799Z 1.005 2020-07-23T04:17:07.831Z 129.7 2020-07-23T04:13:12.615Z 1.019 2020-07-23T04:17:16.596Z 128.2 2020-07-23T04:13:13.446Z 980.1 2020-07-23T04:17:23.813Z 126.2 2020-07-23T04:13:14.459Z 996.8 2020-07-23T04:17:33.205Z 126.1 2020-07-23T04:13:15.911Z 1.007 2020-07-23T04:17:39.881Z 126.3 2020-07-23T04:13:16.711Z 982.2 2020-07-23T04:17:47.456Z 126.2 2020-07-23T04:13:17.874Z 1.017 2020-07-23T04:17:55.448Z 125.3 2020-07-23T04:13:18.919Z 1.030 2020-07-23T04:18:02.744Z 125.8 2020-07-23T04:13:20.017Z 1.013 2020-07-23T04:18:12.098Z 126.6 2020-07-23T04:13:21.263Z 1.007 2020-07-23T04:18:19.389Z 125.7 2020-07-23T04:13:22.247Z 1.009 2020-07-23T04:18:27.338Z 127.5 2020-07-23T04:13:23.336Z 1.042 2020-07-23T04:18:35.516Z 127.2 2020-07-23T04:13:24.395Z 1.395 2020-07-23T04:18:45.900Z 232.9 2020-07-23T04:13:26.176Z 1.395 2020-07-23T04:18:57.861Z 227.5 2020-07-23T04:13:27.658Z 1.395 2020-07-23T04:19:08.777Z 226.5 2020-07-23T04:13:29.281Z 1.395 2020-07-23T04:19:18.537Z 227.0 2020-07-23T04:13:31.434Z 1.393 2020-07-23T04:19:30.227Z 231.6 2020-07-23T04:13:33.807Z 1.393 2020-07-23T04:19:48.550Z 227.4 2020-07-23T04:13:35.492Z 1.393 2020-07-23T04:20:00.702Z 236.8 2020-07-23T04:13:37.103Z 1.395 2020-07-23T04:20:12.489Z 236.7 2020-07-23T04:13:38.466Z 1.393 2020-07-23T04:20:21.207Z 239.0 2020-07-23T04:13:40.503Z 1.395 2020-07-23T04:20:34.303Z 232.3 2020-07-23T04:13:43.271Z 1.395 2020-07-23T04:20:44.819Z 219.5 2020-07-23T04:13:44.930Z 1.389 2020-07-23T04:20:56.926Z 234.8 2020-07-23T04:13:46.687Z 1.393 2020-07-23T04:21:07.373Z 232.0 2020-07-23T04:13:48.681Z 1.395 2020-07-23T04:21:19.956Z 238.2 2020-07-23T04:13:50.707Z 1.395 2020-07-23T04:21:29.782Z 242.1 2020-07-23T04:13:52.920Z 1.395 2020-07-23T04:21:41.339Z 233.0 2020-07-23T04:13:55.582Z 1.395 2020-07-23T04:21:52.550Z 236.8 2020-07-23T04:13:56.914Z 1.395 2020-07-23T04:22:03.999Z 247.9 2020-07-23T04:13:58.604Z 1.395 2020-07-23T04:22:17.171Z 232.9 2020-07-23T04:14:00.014Z 1.393 2020-07-23T04:22:27.380Z 228.0 2020-07-23T04:14:02.461Z 1.393 2020-07-23T04:22:39.377Z 226.9 2020-07-23T04:14:04.462Z 1.395 2020-07-23T04:22:48.826Z 227.5 2020-07-23T04:14:06.983Z 1.393 2020-07-23T04:22:57.509Z 219.9 2020-07-23T04:14:08.538Z 1.395 2020-07-23T04:23:09.119Z 230.0 2020-07-23T04:14:10.433Z 1.395 2020-07-23T04:23:18.619Z 222.4 2020-07-23T04:14:12.373Z 1.395 2020-07-23T04:23:29.919Z 224.1 2020-07-23T04:14:14.029Z 1.395 2020-07-23T04:23:40.233Z 228.0 2020-07-23T04:14:15.934Z 1.395 2020-07-23T04:23:52.654Z 220.2 2020-07-23T04:14:17.925Z 1.395 2020-07-23T04:24:02.024Z 223.1 2020-07-23T04:14:20.079Z 1.395 2020-07-23T04:24:12.920Z 220.4 2020-07-23T04:14:21.820Z 1.844 2020-07-23T04:24:26.236Z 1.068 2020-07-23T04:14:30.270Z 1.844 2020-07-23T04:24:38.064Z 1.069 2020-07-23T04:14:38.500Z 1.844 2020-07-23T04:24:55.289Z 1.068 2020-07-23T04:14:46.689Z 1.844 2020-07-23T04:25:08.013Z 1.074 2020-07-23T04:14:57.281Z 1.844 2020-07-23T04:25:21.906Z 1.085 2020-07-23T04:15:05.853Z 1.844 2020-07-23T04:25:39.336Z 1.082 2020-07-23T04:15:13.708Z 1.844 2020-07-23T04:25:54.720Z 1.081 2020-07-23T04:15:22.248Z 1.844 2020-07-23T04:26:12.075Z 1.080 2020-07-23T04:15:31.442Z 1.844 2020-07-23T04:26:27.407Z 1.073 2020-07-23T04:15:40.803Z 1.844 2020-07-23T04:26:41.690Z 1.077 2020-07-23T04:15:48.064Z 1.844 2020-07-23T04:26:57.090Z 1.083 2020-07-23T04:15:56.680Z 1.844 2020-07-23T04:27:11.151Z 1.087 2020-07-23T04:16:04.526Z 1.844 2020-07-23T04:27:24.830Z 1.092 2020-07-23T04:16:13.044Z 1.844 2020-07-23T04:27:36.356Z 1.095 2020-07-23T04:16:22.716Z 1.844 2020-07-23T04:27:48.809Z 1.086 2020-07-23T04:16:29.729Z 1.844 2020-07-23T04:28:05.088Z 1.091 2020-07-23T04:16:37.789Z 1.844 2020-07-23T04:28:18.174Z 1.098 2020-07-23T04:16:46.782Z 1.844 2020-07-23T04:28:31.400Z 1.096 2020-07-23T04:16:55.099Z 1.844 2020-07-23T04:28:46.173Z 1.103 2020-07-23T04:17:03.928Z 1.844 2020-07-23T04:29:00.880Z 1.098 2020-07-23T04:17:13.113Z 1.844 2020-07-23T04:29:13.272Z 1.093 2020-07-23T04:17:21.655Z 1.844 2020-07-23T04:29:26.266Z 1.088 2020-07-23T04:17:27.249Z 1.844 2020-07-23T04:29:40.225Z 1.075 2020-07-23T04:17:36.977Z 1.844 2020-07-23T04:29:51.905Z 1.070 2020-07-23T04:17:44.495Z 1.844 2020-07-23T04:30:03.524Z 1.067 2020-07-23T04:17:53.305Z 1.844 2020-07-23T04:30:14.050Z 1.068 2020-07-23T04:18:01.365Z 1.844 2020-07-23T04:30:26.510Z 1.069 2020-07-23T04:18:09.802Z 1.844 2020-07-23T04:30:37.228Z 1.070 2020-07-23T04:18:18.150Z 1.844 2020-07-23T04:30:49.815Z 1.066 2020-07-23T04:18:26.153Z 1.844 2020-07-23T04:31:02.104Z 1.069 2020-07-23T04:18:34.861Z 1.844 2020-07-23T04:31:12.982Z 1.271 2020-07-23T04:18:44.759Z 1.844 2020-07-23T04:31:25.091Z 1.273 2020-07-23T04:18:54.485Z 1.844 2020-07-23T04:31:35.168Z 1.285 2020-07-23T04:19:04.246Z 1.844 2020-07-23T04:31:45.974Z 1.288 2020-07-23T04:19:13.155Z 1.844 2020-07-23T04:31:55.838Z 1.290 2020-07-23T04:19:23.339Z 1.844 2020-07-23T04:32:07.487Z 1.287 2020-07-23T04:19:32.492Z 1.844 2020-07-23T04:32:19.756Z 1.281 2020-07-23T04:19:50.365Z 1.844 2020-07-23T04:32:31.511Z 1.275 2020-07-23T04:20:02.261Z 1.844 2020-07-23T04:32:42.433Z 1.273 2020-07-23T04:20:10.322Z 1.844 2020-07-23T04:32:51.366Z 1.270 2020-07-23T04:20:21.155Z 1.844 2020-07-23T04:32:59.672Z 1.278 2020-07-23T04:20:30.871Z 1.844 2020-07-23T04:33:07.384Z 1.280 2020-07-23T04:20:41.522Z 1.844 2020-07-23T04:33:14.889Z 1.280 2020-07-23T04:20:51.608Z 1.844 2020-07-23T04:33:23.838Z 1.276 2020-07-23T04:21:01.865Z 1.844 2020-07-23T04:33:31.992Z 1.275 2020-07-23T04:21:11.540Z 1.844 2020-07-23T04:33:44.515Z 1.272 2020-07-23T04:21:22.979Z 1.844 2020-07-23T04:33:54.007Z 1.277 2020-07-23T04:21:34.533Z 1.844 2020-07-23T04:34:04.715Z 1.280 2020-07-23T04:21:44.678Z 1.844 2020-07-23T04:34:13.747Z 1.282 2020-07-23T04:21:55.423Z 1.844 2020-07-23T04:34:23.103Z 1.283 2020-07-23T04:22:06.604Z 1.844 2020-07-23T04:34:33.411Z 1.283 2020-07-23T04:22:19.396Z 1.844 2020-07-23T04:34:45.481Z 1.285 2020-07-23T04:22:28.512Z 1.844 2020-07-23T04:34:54.412Z 1.282 2020-07-23T04:22:40.231Z 1.844 2020-07-23T04:35:03.771Z 1.282 2020-07-23T04:22:51.121Z 1.844 2020-07-23T04:35:14.090Z 1.281 2020-07-23T04:22:59.563Z 1.844 2020-07-23T04:35:22.885Z 1.272 2020-07-23T04:23:10.794Z 1.844 2020-07-23T04:35:32.906Z 1.263 2020-07-23T04:23:20.117Z 1.844 2020-07-23T04:35:42.855Z 1.263 2020-07-23T04:23:31.472Z 1.844 2020-07-23T04:35:50.457Z 1.264 2020-07-23T04:23:39.740Z 1.844 2020-07-23T04:35:59.935Z 1.266 2020-07-23T04:23:51.415Z 1.844 2020-07-23T04:36:08.344Z 1.579 2020-07-23T04:24:01.216Z 1.844 2020-07-23T04:36:17.001Z 1.593 2020-07-23T04:24:12.608Z 1.844 2020-07-23T04:36:25.576Z 1.584 2020-07-23T04:24:24.716Z 1.844 2020-07-23T04:36:33.218Z 1.580 2020-07-23T04:24:35.328Z 1.844 2020-07-23T04:36:40.674Z 1.576 2020-07-23T04:24:46.230Z 1.844 2020-07-23T04:36:48.128Z 1.585 2020-07-23T04:25:00.650Z 1.844 2020-07-23T04:36:55.211Z 1.600 2020-07-23T04:25:12.335Z 1.844 2020-07-23T04:37:03.081Z 1.583 2020-07-23T04:25:23.953Z 1.844 2020-07-23T04:37:11.417Z 1.577 2020-07-23T04:25:39.233Z 1.844 2020-07-23T04:37:20.043Z 1.573 2020-07-23T04:25:51.175Z 1.844 2020-07-23T04:37:28.036Z 1.572 2020-07-23T04:26:04.445Z 1.844 2020-07-23T04:37:37.750Z 1.570 2020-07-23T04:26:15.194Z 1.844 2020-07-23T04:37:44.977Z 1.568 2020-07-23T04:26:27.525Z 1.844 2020-07-23T04:37:52.752Z 1.570 2020-07-23T04:26:41.199Z 1.844 2020-07-23T04:37:59.143Z 1.579 2020-07-23T04:26:52.859Z 1.844 2020-07-23T04:38:09.069Z 1.567 2020-07-23T04:27:02.906Z 1.844 2020-07-23T04:38:16.160Z 1.564 2020-07-23T04:27:13.342Z 1.844 2020-07-23T04:38:23.946Z 1.566 2020-07-23T04:27:26.239Z 1.844 2020-07-23T04:38:31.194Z 1.564 2020-07-23T04:27:37.415Z 1.844 2020-07-23T04:38:38.747Z 1.567 2020-07-23T04:27:49.031Z 1.844 2020-07-23T04:38:46.950Z 1.550 2020-07-23T04:28:02.010Z 1.844 2020-07-23T04:38:54.207Z 1.546 2020-07-23T04:28:13.954Z 1.844 2020-07-23T04:39:01.505Z 1.551 2020-07-23T04:28:25.635Z 1.844 2020-07-23T04:39:09.048Z 1.552 2020-07-23T04:28:37.795Z 1.844 2020-07-23T04:39:17.328Z 1.553 2020-07-23T04:28:48.324Z 1.844 2020-07-23T04:39:24.046Z 1.573 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2020-07-23T04:31:53.325Z 1.844 2020-07-23T04:41:32.523Z 1.662 2020-07-23T04:32:03.652Z 1.844 2020-07-23T04:41:40.869Z 1.660 2020-07-23T04:32:13.051Z 1.844 2020-07-23T04:41:48.096Z 1.660 2020-07-23T04:32:23.435Z 1.844 2020-07-23T04:41:55.850Z 1.648 2020-07-23T04:32:33.385Z 1.844 2020-07-23T04:42:03.813Z 1.656 2020-07-23T04:32:41.940Z 1.844 2020-07-23T04:42:11.880Z 1.660 2020-07-23T04:32:50.548Z 1.844 2020-07-23T04:42:19.411Z 1.658 2020-07-23T04:32:58.154Z 1.844 2020-07-23T04:42:28.292Z 1.666 2020-07-23T04:33:08.336Z 1.844 2020-07-23T04:42:35.110Z 1.677 2020-07-23T04:33:15.689Z 1.844 2020-07-23T04:42:43.767Z 1.665 2020-07-23T04:33:24.796Z 1.844 2020-07-23T04:42:51.098Z 1.675 2020-07-23T04:33:33.228Z 1.844 2020-07-23T04:42:59.131Z 1.676 2020-07-23T04:33:44.286Z 1.844 2020-07-23T04:43:06.677Z 1.680 2020-07-23T04:33:51.933Z 1.844 2020-07-23T04:43:14.572Z 1.681 2020-07-23T04:34:01.429Z 1.844 2020-07-23T04:43:23.782Z 1.660 2020-07-23T04:34:11.757Z 1.844 2020-07-23T04:43:32.667Z 1.661 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2020-07-23T04:54:02.504Z 785.0 2020-07-23T05:04:43.151Z 183.6 2020-07-23T04:54:03.192Z 785.0 2020-07-23T05:04:45.646Z 180.4 2020-07-23T04:54:03.940Z 785.0 2020-07-23T05:04:48.714Z 185.3 2020-07-23T04:54:04.789Z 785.0 2020-07-23T05:04:51.871Z 188.6 2020-07-23T04:54:05.542Z 785.0 2020-07-23T05:04:54.228Z 189.6 2020-07-23T04:54:06.561Z 785.0 2020-07-23T05:04:56.368Z 194.2 2020-07-23T04:54:07.380Z 785.0 2020-07-23T05:04:59.269Z 190.3 2020-07-23T04:54:08.266Z 785.0 2020-07-23T05:05:02.163Z 197.9 2020-07-23T04:54:08.812Z 785.0 2020-07-23T05:05:04.669Z 184.6 2020-07-23T04:54:09.502Z 785.0 2020-07-23T05:05:07.130Z 177.4 2020-07-23T04:54:10.114Z 785.0 2020-07-23T05:05:09.859Z 180.2 2020-07-23T04:54:10.807Z 785.0 2020-07-23T05:05:12.251Z 182.3 2020-07-23T04:54:11.548Z 785.0 2020-07-23T05:05:14.278Z 184.9 2020-07-23T04:54:12.351Z 785.0 2020-07-23T05:05:16.474Z 186.1 2020-07-23T04:54:13.088Z 785.0 2020-07-23T05:05:19.416Z 179.7 2020-07-23T04:54:13.895Z 785.0 2020-07-23T05:05:22.513Z 175.9 2020-07-23T04:54:14.498Z 785.0 2020-07-23T05:05:24.582Z 176.6 2020-07-23T04:54:15.077Z 785.0 2020-07-23T05:05:27.142Z 181.4 2020-07-23T04:54:15.709Z 785.0 2020-07-23T05:05:29.771Z 183.3 2020-07-23T04:54:16.352Z 789.6 2020-07-23T05:05:33.341Z 184.0 2020-07-23T04:54:17.107Z 1.046 2020-07-23T05:05:36.633Z 217.4 2020-07-23T04:54:17.760Z 1.046 2020-07-23T05:05:40.183Z 217.3 2020-07-23T04:54:18.610Z 1.046 2020-07-23T05:05:43.789Z 214.7 2020-07-23T04:54:19.423Z 1.046 2020-07-23T05:05:46.840Z 212.1 2020-07-23T04:54:20.125Z 1.046 2020-07-23T05:05:50.377Z 210.0 2020-07-23T04:54:20.876Z 1.046 2020-07-23T05:05:53.575Z 210.0 2020-07-23T04:54:21.631Z 1.046 2020-07-23T05:05:57.037Z 212.6 2020-07-23T04:54:22.493Z 1.046 2020-07-23T05:06:01.178Z 217.7 2020-07-23T04:54:23.407Z 1.046 2020-07-23T05:06:04.362Z 215.0 2020-07-23T04:54:24.431Z 1.046 2020-07-23T05:06:07.498Z 213.4 2020-07-23T04:54:25.332Z 1.046 2020-07-23T05:06:11.616Z 209.2 2020-07-23T04:54:26.155Z 1.046 2020-07-23T05:06:14.784Z 208.2 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2020-07-23T04:55:08.021Z