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what are the difference between bands and samples in indian pines hyperspectral dataset?

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for example: we have a very popular hyperspectral dataset named indian pines. consist of 220 bands total. in ground truth image its 145*145. i read some publications they often discuss about 10 samples per class, 20 samples per class etc. i am confused about it. please clear it with a simple way.
thanks

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