How to plot median with 10% and 90% percentiles

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I have to make a plot of same data (I do it in Matlab). On the x-axis the time (in seconds) and on the y-axis the response time (in ms).

Now I have to do it with "Median with 10% and 90% percentiles".

What does this exactly mean? How do I have to do the plots?

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You might want to use errorbars:

doc errorbar