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| # ⛓📊🐍 blockchain science - python edition | ||
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| ## ⛓📊🐍 blockchain science - python edition | ||
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| <p align="center"> | ||
| <img src="https://github.com/go-outside-labs/blockchain-science-py/assets/138340846/9d7ad936-2ddd-49a9-a8f0-3483099350e0" width="50%" align="center" style="padding:1px;border:1px solid black;"/> | ||
| </p> | ||
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| <br> | ||
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| ---- | ||
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| ## my cryptography experiments | ||
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| <br> | ||
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| * **[fixed-graph-py, generate zero-knowledge proof symbolic graphs](https://github.com/go-outside-labs/blockchain-science-py/tree/main/fixed-graph-py)**: | ||
| * 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**. | ||
| ### my cryptography experiments | ||
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| * **[fixed-graph-py, generate zero-knowledge proof symbolic graphs](https://github.com/autistic-symposium/blockchain-science-py/tree/main/fixed-graph-py)**: | ||
| * 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** | ||
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| <br> | ||
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| * **[magick-py, a simple private information retrieval CLI tool](magick-py/):** | ||
| * learn and run experiments to understand **zero-knowledge private information retrieval** through step-by-step mathematical calculations. | ||
| * learn and run experiments to understand **zero-knowledge private information retrieval** through step-by-step mathematical calculations | ||
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| <br> | ||
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| ----- | ||
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| ## my trading bots and strategies | ||
| ### my trading bots and strategies | ||
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| <br> | ||
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| * **[cointegration trading bots and CLI](cointegration-bots):** | ||
| * run **highly customized** trading bots with **statistical algorithmic strategies** such as **cointegration**. Include an option for **docker deployment**. | ||
| * run **highly customized** trading bots with **statistical algorithmic strategies** such as **cointegration** | ||
| * it includes an option for **docker deployment** | ||
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| <br> | ||
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| * **[quantitative defi study](quantitative_defi):** | ||
| * a comprehensive study on data sources for quantitative defi, including **[yfinance](https://pypi.org/project/yfinance/), [panda_datareader](https://pandas-datareader.readthedocs.io/en/latest/), [alpha_advantage](https://www.alphavantage.co/), [CoinAPI](https://www.coinapi.io/),** and **[quandl](https://data.nasdaq.com/publishers/QDL)**. | ||
| * 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. | ||
| * a comprehensive study on data sources for quantitative defi, including **[yfinance](https://pypi.org/project/yfinance/), [panda_datareader](https://pandas-datareader.readthedocs.io/en/latest/), [alpha_advantage](https://www.alphavantage.co/), [CoinAPI](https://www.coinapi.io/),** and **[quandl](https://data.nasdaq.com/publishers/QDL)** | ||
| * 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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| <br> | ||
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| ---- | ||
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| ## my jupyter notebooks | ||
| ### my jupyter notebooks | ||
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| <br> | ||
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| * **[extracting on-chain data from a list of ethereum public addresses](on-chain-data-by-address):** | ||
| * given a list of **public addresses**, extract the current **token balance**, and parse the **transaction history** for token transfers/swaps. | ||
| * given a list of **public addresses**, extract the current **token balance**, and parse the **transaction history** for token transfers/swaps | ||
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| <br> | ||
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| * **[transfer events analysis through ethereum RPC API's `eth_getLogs`](transfer-events-analysis):** | ||
| * leverage **[infura](https://docs.infura.io/infura/)**'s rpc url to retrieve and parse transfer events logs for a given erc20 token, calculating balances and token holders. | ||
| * leverage **[infura](https://docs.infura.io/infura/)**'s rpc url to retrieve and parse transfer events logs for a given erc20 token, calculating balances and token holders | ||
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| <br> | ||
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| * **[leveraging uniswap subgraph to extract token pair information](uniswap-data):** | ||
| * utilize the **graph explorer** to access **uniswap subgraph** and analyze the **UNI and WETH token pair** data. | ||
| * utilize the **graph explorer** to access **uniswap subgraph** and analyze the **UNI and WETH token pair** data | ||
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| <br> | ||
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| * **[DEXs analysis: PMM dodo, AMM uniswap V2, AMM curve stableswap](dexs-equations-analysis):** | ||
| * maths && plots go-to for **decentralized exchanges analysis**. | ||
| * maths && plots go-to for **decentralized exchanges analysis** | ||
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| <br> | ||
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| * **[retrieving DAO tokens and pools data](dao-data):** | ||
| * utilize the **graph explorer** to analyze the data related to a list of **DAO tokens**. | ||
| * utilize the **graph explorer** to analyze the data related to a list of **DAO tokens** | ||
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| <br> | ||
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| * **[messari API for token market data](messari-assets-data):** | ||
| * utilize **[messari API](https://messari.io/api)** to retrieve **market data** for a list of tokens. | ||
| * utilize **[messari API](https://messari.io/api)** to retrieve **market data** for a list of tokens | ||
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| <br> | ||
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| * **[leveraging moralis API to extract on-chain transactions, tokens, events, defi](moralis-tokens-and-txs):** | ||
| * **moralis API** is a nice wrapper for several **on-chain calls** that would instead use several other native APIs and tools. | ||
| * **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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| <br> | ||
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| --- | ||
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| ## external resources | ||
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| <br> | ||
| ### external resources | ||
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| * **[crypto market data apis list](https://mixedanalytics.com/knowledge-base/top-free-crypto-apis/)** | ||
| * **[coinmarketcap historical data](https://coinmarketcap.com/currencies/ethereum/historical-data/)** | ||
| * **[uniswap extractooor data](https://www.uniswap.shippooor.xyz/)** | ||
| * **[blockchain infrastructure design, by the autistic symposium](https://github.com/autistic-symposium/blockchain-infrastructure-design)** | ||
| * **[the autistic symposium's blockchain infrastructure design](https://github.com/autistic-symposium/blockchain-infrastructure-design)** | ||
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