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I am trying to understand why there are numerous days in Bitcoin's history that show huge transaction spikes. See this blockchain.info chart.

The Jan 10th, 2012 spike is due to a mistake by this guy. I can't explain the other spikes.
Are these spikes mostly or all due to human error? Or are they some other indicator, possibly market value, global usage or popularity? Maybe some think that paying a high fee is supporting the network.
The number of transactions can obfuscate the actual worldwide usage due to things like mixing services, automated transactions, spam. Maybe the fees spent can rule those out and show the global adoption rate assuming those types of transactions would avoid fees as much as possible.
Bonus points if you happen to know what specifically caused any one of these individual spikes. Having a list would benefit Bitcoin history story telling.
Thanks, it's nice to see the scenarios which could lead to large transactions.
Would it be possible to "game" the chart by paying yourself and collecting the large transaction fee via mining? Of course it's a risky bet since you aren't guaranteed the transaction fee. – Scott – 2015-02-10T23:30:28.937
1Interesting question. But yes, a miner can do this without risking very much. The key would be to keep the transaction and NOT propagate it or let any other node know about it. When it finds a block, voila, it looks like someone made a mistake, but the miner got it right back anyway. – Jimmy Song – 2015-02-10T23:36:19.037
"without risking very much". That is intriguing. It sounds like you are inferring that the miner could intentionally orphan a high transaction fee transaction. I don't think orphans would affect this graph though, they are forgotten. – Scott – 2015-02-10T23:56:28.517
2@Scott: The proposal is simpler than that. The miner does not post his transaction on the peer to peer network at all, so no other miner can include it in a block. However, he includes it in the blocks he works on himself. When he eventually finds a winning nonce for the block, his huge-fee transaction is included. Until then, nobody else knows it exists. – Nate Eldredge – 2015-02-11T03:23:06.890
2@NateEldredge I always wondered whether this occurred as a means of writing off "lost" BTC for accounting purposes – Wizard Of Ozzie – 2015-02-11T09:36:55.297