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Added ADF script #12

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Added ADF script #12

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Kokechacho
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This pull request adds an Augmented Dickey-Fuller (ADF) test to the pairs trading repository. The ADF test is a statistical method used to determine whether a time series is stationary or not. In this implementation, the ADF test is applied to a given set of 13 world indices to analyze their stationarity.

Changes Made

  • Added a function to perform the ADF test on a given set of time series data.

  • Implemented functionality to visualize the ADF test results using a heatmap.

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