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  1. The Source Dataset from the World Bank is a bit scrappy. Some numbers from Japan were missing a zero and I had to do some extrapolation to fix holes in the series (not for the most major countries though, the two biggies were Sweden and UK) – so it’s not perfect but gives a good picture of general trends.

    **Tools Used:**

    Excel and some JS

    **Source:**

    [https://data.worldbank.org/indicator/CM.MKT.LCAP.GD.ZS](https://data.worldbank.org/indicator/CM.MKT.LCAP.GD.ZS)