Confusing velocity distribution result

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zn5252
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hello,
Please see attached excerpt of a solution to a problem. I do not understand why the result obtained is to second order ? (this is a diffusion equation they say)
Please let me know if you would need more info.
Thanks,
 

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n-1 means at the step which is prior to step n where n is the number of boosts . I have attached the first paragraph for more details.
 

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I see. Thanks a lot !