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Greetings! So the problem here is how NCEP sends out the data. They are sending out these fields with a mix of 3-hour and 6-hour periods. You can see this in the `time3_bounds` (or something similar) which gives the start and end times for the relevant period. For some data I just downloaded, it looks like: data=[[ 78., 84.], [ 84., 87.], [ 84., 90.], [ 90., 93.], [ 90., 96.], [ 96., 99.], [ 96., 102.], [102., 105.], [102., 108.]], where the values are hours since the start of the forecast period. Thredds, when trying to present these as a single "time" uses the midpoint of the period, which is likely why the values seem to be not as expected. The end values are spaced every 3 hours as you expected. For more information on mixed interval variables, I'd recommend reading this support post: https://www.unidata.ucar.edu/support/help/MailArchives/thredds/msg02568.html Hope this helps! Ryan > Thank you for your assistance. I managed to get it right. > > I have another question : I managed to download the following > parameters : Total > cloud cover (Mixed_intervals Average) @ Entire atmosphere and Downward > Short-Wave Radiation Flux (Mixed_intervals Average) > > i am a bit confused about the time steps , i was of opinion that data is > available at 00:00; 03:00; 06:00; 09:00; 12:00;15:00;18:00;21:00 UTC > > i got the following : > [image: image.png] Ticket Details =================== Ticket ID: WZY-206437 Department: Support Python Priority: Low Status: Closed =================== NOTE: All email exchanges with Unidata User Support are recorded in the Unidata inquiry tracking system and then made publicly available through the web. If you do not want to have your interactions made available in this way, you must let us know in each email you send to us.