Bitcoin Blockchain is a completely public open currency transaction ledger, recent growth in the crypto-currency market has driven many lawful and blackmarket actors using Bitcoin as the main method of payment. I propose address2vec an algorithm to generate vector representations of addresses on the Bitcoin Blockchain. I am able to present better results than a baseline random approach in predicting hoarding vs spending behaviour. The current work allows for utilization of common machine learning algorithms on bitcoin transaction addresses.