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Inflation Rates: Countries with inflation rates that are lower than other countries experience increased currency values. These increases mean that the purchasing power has also increased. The country that previously spent $1 million for 10,000 units of a foreign product is now able to purchase 18,000 units with the same $1 million, or $750,000 for the same 10,000 units. High inflation rates mean that there will likely be depreciation in the value of the currency.
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We also apply a concentrated margining requirement to Margin accounts. An account's two largest positions and their underlying derivatives will be re-valued using the worst case scenario within a +/- 30% scanning range. The remaining positions will be re-valued based upon a move of +/-5%. If the concentrated margining requirement exceeds that of the standard rules based margin required, then the newly calculated concentrated margin requirement will be applied to the account.
In particular I would like to make the system a lot faster, since it will allow parameter searches to be carried out in a reasonable time. While Python is a great tool, it's one drawback is that it is relatively slow when compared to C/C++. Hence I will be carrying out a lot of profiling to try and improve the execution speed of both the backtest and the performance calculations.