Understanding How the Bitcoin Network vs the centralized banking system work

It always bothered me when I could not describe in simple words terms like public key, distributed ledger, trustless decentralized network, or compare how Bitcoin and the centralized banking system work without assuming any prior knowledge about either.
I have researched both systems and detailed my findings below.

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