A micro package for cryptocurrency technical analysis
Project description
microcrypta
microcrypta is a Python package for cryptocurrency technical analysis. It provides tools for fetching market data, performing technical analysis, and backtesting trading strategies.
Installation
To install the package, run:
pip install microcrypta
Usage
Here is an example of how to use the microcrypta package:
# example_usage.py
from microcrypta.coin import Coin
from microcrypta.account import correlation_matrix, Account
from microcrypta.coinmarket import CoinMarket
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
from microcrypta.bsh import BSH
from microcrypta.backtest import Backtest
import microcrypta.config as config
# Initialize coins
corr_coins = ['BTC', 'ETH','SHIB','ADA']
correlation_matrix(corr_coins,time_frame='4h')# Create a market object
market = CoinMarket(btc, usdt, "1h")
coin = Coin('REQ')
usd = Coin('BTC')
coin_usd = CoinMarket(coin,usd,time_frame = "1h")
bshs = BSH(coin_usd)
# Create an account object
account = Account(1000, 1)
# Generate buy/sell/hold signals using the moving average strategy
signal = bsh.moving_average()
# Backtest the strategy
backtest = Backtest(market, signal, "Moving Average")
position_size, coin_count, percent_gain = backtest.backtest(plot=True)
print(f"Position Size: {position_size}")
print(f"Coin Count: {coin_count}")
print(f"Percent Gain: {percent_gain:.2f}%")
Features
- Fetch market data from various cryptocurrency exchanges using
ccxt. - Perform technical analysis with indicators like Moving Averages, RSI, MACD, Bollinger Bands, etc.
- Backtest trading strategies based on technical indicators.
- Visualize data and analysis results using
matplotlib.
Dependencies
ccxtpandasnumpymatplotlibmplfinanceseaborntqdm
License
This project is licensed under the MIT License.
Acknowledgements
Special thanks to the developers of ccxt, pandas, numpy, matplotlib, mplfinance, seaborn, and tqdm.
Project Structure
microcrypta/
│
├── microcrypta/
│ ├── init.py
│ ├── config.py
│ ├── coin.py
│ ├── coinmarket.py
│ ├── account.py
│ ├── bsh.py
│ └── backtest.py
│
├── setup.py
├── README.md
└── LICENSE
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