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(Big) Data in (Block)
Chains
Felix Crisan, BTKO.in
whoami
Bitcoin 101
Bitcoin genesys
● Initial paper published on 31-Oct-2008
● First block mined on 3-Jan-2009 (“Chancellor on brink of
second bailout for banks”)
● Based on previous work (b-money / Wei Dai, bit gold /
Nick Szabo, Hashcash / Adam Back)
● Created by an “entity” called Satoshi Nakamoto
● Relies 100% on hashes/PKI/ECC
Bitcoin is
● Transmission protocol
● Distributed ledger (and consensus protocol)
● Stored Value Account (i.e. no settlement needed)
● Currency
Anatomy of a Bitcoin transaction
● Version
● # of inputs + List of inputs (Unspent Transaction Outputs
- UTXOs)
● # of outputs + List of outputs
● Lock time
● Spending script
All these are reduced to a hash that uniquely identifies a
transaction
Blockchain
● New block every 10 minutes (avg)
● Block consists of
○ Hash of previous block
○ Merkle-tree of transactions
○ Difficulty
○ Nonce
○ List of transaction hashes
Why is it important?
● Pseudonimity (any and all transactions are public) - see e.
g. http://btc.blockr.io/
● Current (TS: 1445763930) stats
○ 89,296,250 TXs
○ 235,287,897 TX Inputs
○ 268,019,907 TX Outs
○ 101,372,490 Unique addresses
○ 14,761,525 Coins in circulation
Bitcoin Analytics Platform
Setup
Why?
● Confidence intervals (zeroconf/double spend detection)
● Compliance
● Trends
○ Detect Spam Attacks - adjust TX Fees
○ Predict movement in price - buy or sell BTC
Correlation
Stats
Dust (Spam) Attacks
BTC passes 1000$
Transactions per day
Bitstamp Heist
Stats (2)
USD Volume (# BTC x Average price) per day
BTC passes 1000$
Pre MtGox insolvency
Stats (3)
Transactions per Block
This proves that the miners are “fair”
Stats(4)
USD Volume vs #TX
Stats(5)
Market Capitalization
Trivia
(Current BTC price - 285.10 USD)
● Highest UTXO - 44,430,501 USD
(5d6787b87be7cd240dc4de5e7e5fc048670618bec310
22a5b8c04bcc45f9952c)
● Highest Fee - 57020 USD
(4ed20e0768124bc67dc684d57941be1482ccdaa45dad
b64be12afba8c8554537)
● Highest Balance - 46,209,810 USD
(3A1KUd5H4hBEHk4bZB4C3hGgvuXuVX7p7t)
Thank you!
felix@btko.in

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Big(data) in block(chains)

  • 1. (Big) Data in (Block) Chains Felix Crisan, BTKO.in
  • 4. Bitcoin genesys ● Initial paper published on 31-Oct-2008 ● First block mined on 3-Jan-2009 (“Chancellor on brink of second bailout for banks”) ● Based on previous work (b-money / Wei Dai, bit gold / Nick Szabo, Hashcash / Adam Back) ● Created by an “entity” called Satoshi Nakamoto ● Relies 100% on hashes/PKI/ECC
  • 5. Bitcoin is ● Transmission protocol ● Distributed ledger (and consensus protocol) ● Stored Value Account (i.e. no settlement needed) ● Currency
  • 6. Anatomy of a Bitcoin transaction ● Version ● # of inputs + List of inputs (Unspent Transaction Outputs - UTXOs) ● # of outputs + List of outputs ● Lock time ● Spending script All these are reduced to a hash that uniquely identifies a transaction
  • 7. Blockchain ● New block every 10 minutes (avg) ● Block consists of ○ Hash of previous block ○ Merkle-tree of transactions ○ Difficulty ○ Nonce ○ List of transaction hashes
  • 8. Why is it important? ● Pseudonimity (any and all transactions are public) - see e. g. http://btc.blockr.io/ ● Current (TS: 1445763930) stats ○ 89,296,250 TXs ○ 235,287,897 TX Inputs ○ 268,019,907 TX Outs ○ 101,372,490 Unique addresses ○ 14,761,525 Coins in circulation
  • 10. Setup
  • 11. Why? ● Confidence intervals (zeroconf/double spend detection) ● Compliance ● Trends ○ Detect Spam Attacks - adjust TX Fees ○ Predict movement in price - buy or sell BTC
  • 13. Stats Dust (Spam) Attacks BTC passes 1000$ Transactions per day Bitstamp Heist
  • 14. Stats (2) USD Volume (# BTC x Average price) per day BTC passes 1000$ Pre MtGox insolvency
  • 15. Stats (3) Transactions per Block This proves that the miners are “fair”
  • 18. Trivia (Current BTC price - 285.10 USD) ● Highest UTXO - 44,430,501 USD (5d6787b87be7cd240dc4de5e7e5fc048670618bec310 22a5b8c04bcc45f9952c) ● Highest Fee - 57020 USD (4ed20e0768124bc67dc684d57941be1482ccdaa45dad b64be12afba8c8554537) ● Highest Balance - 46,209,810 USD (3A1KUd5H4hBEHk4bZB4C3hGgvuXuVX7p7t)