You are going to need a lot of blocks for this build so you should better get to farming. As for the blocks themselves, you can pretty much use anything. Cobblestone and Wood are the most common ...
Easily one of the most useful items in Minecraft is the compass. Crafting one will point to your world spawn point, helping out if you find yourself lost during your adventures in the survival game.
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