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The function five_year_check() is something I added to the strategy, I’m making sure that a stock has IPO’d or risen overall within the last 5 years before buying it, since stocks that don’t meet this requirement are either: Fundamentally on the decline (Most stocks should be expected to gain over a period of several years, since the average annual market return is 7–10%) Related to commodities and range-bound, so the golden cross strategy is not very suited for trading them. You can comment out lines 94–95 to see the price and indicators charted out using matplotlib. Here is the remaining code in main. We call our golden cross strategy on lines 59 and 67. You can edit their arguments to change the periods of the moving averages, defined by the arguments n1 and n2 , and the number of days you want to look back in order to find a cross, defined by the argument days. 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