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These 5 Python libraries turned me into a better data analyst than Excel ever could

The power of Python trumps Excel workbooks.
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Tigramite – Causal inference for time series datasets

Update: Tigramite now has a new CausalEffects class that allows to estimate (conditional) causal effects and mediation based on assuming a causal graph. Have a look at the tutorial. Further, Tigramite ...