One of my favourite tools for algo trading is Backtrader. It allows you to test your startegies againts historical data by backtesting and showing you the results.
You can use this tool as a baseline to test your thesis and see how it would hold up againts real market conditions. However, one thing to watch out for is overfitting your model to perform well against historical data as that may not be useful when trading in a live environment.
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