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Predicting forex binary options using time series data and machine learning

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Isn't your label and return_next column showing the next row's return?

First of all thank you for sharing your code, i have a question. How can i foreacast next lable? pred = clf.predict(X_test) its predicting current test data, i need to...

Firstly, your columns "return" and "return next" are the wrong sign, because they are defined as open-close instead of close-open. Thus, when you define "label" with "if lambda x: 1...