⛓📊🐍 blockchain science - python edition

my cryptography experiments

• fixed-graph-py, generate zero-knowledge proof symbolic graphs:
  • in zkps we want to prove a statement where f evaluated at x_i results in (y_1,...,y_n), i.e., f(x_1, ..., x_n) = (y_1, ..., y_n)
  • this can be expressed as a fixed computational graph, where relationships between nodes are related by operations such as multiplication or addition
  • in addition, some nodes can be related with an equality relationship on which the node's value is computed outside of the graph and constrained by a hint

• magick-py, a simple private information retrieval CLI tool:
  • learn and run experiments to understand zero-knowledge private information retrieval through step-by-step mathematical calculations

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my trading bots and strategies

• cointegration trading bots and CLI:
  • run highly customized trading bots with statistical algorithmic strategies such as cointegration
  • it includes an option for docker deployment

• quantitative defi study:
  • a comprehensive study on data sources for quantitative defi, including yfinance, panda_datareader, alpha_advantage, CoinAPI, and quandl
  • the data from every source is prepared, and then the mean, skew, kurtosis, percentage change, and other statistics are calculated
  • plots for prices, return, and candles for each data set

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my jupyter notebooks

• extracting on-chain data from a list of ethereum public addresses:
  • given a list of public addresses, extract the current token balance, and parse the transaction history for token transfers/swaps

• transfer events analysis through ethereum RPC API's eth_getLogs:
  • leverage infura's rpc url to retrieve and parse transfer events logs for a given erc20 token, calculating balances and token holders

• leveraging uniswap subgraph to extract token pair information:
  • utilize the graph explorer to access uniswap subgraph and analyze the UNI and WETH token pair data

• DEXs analysis: PMM dodo, AMM uniswap V2, AMM curve stableswap:
  • maths && plots go-to for decentralized exchanges analysis

• retrieving DAO tokens and pools data:
  • utilize the graph explorer to analyze the data related to a list of DAO tokens

• messari API for token market data:
  • utilize messari API to retrieve market data for a list of tokens

• leveraging moralis API to extract on-chain transactions, tokens, events, defi:
  • moralis API is a nice wrapper for several on-chain calls that would instead use several other native APIs and tools

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cool resources

• space exploration goes on-chain, by ton foundation (2025)
• coinmarketcap historical data (2025)
• uniswap extractooor data (2025)
• the autistic symposium's blockchain infrastructure design (2025)