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They are stored in a "Wallet" or virtual purse, from which it can be sent or received.
Transactions in Bitcoin are made directly, without the need for intermediaries. Banks or financial entities are not necessary. Bitcoin is not backed by any government nor does it rely on trust in any central issuer.