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Type of forex trading account the forex robot is trading on – thus telling you if the forex robot listed within the table of results has a demo trading account statement or real trading account statement. Demo forex trading accounts can give different result to real forex trading accounts because of factors such as different broker spreads and brokers slippage. Usually the liquidity on a demo account would be artificial and thus the trades will usually be executed faster, this can also mean smaller spreads on demo accounts. However, demo accounts can still give a good idea on what to expect from a forex robots performance. It is usually recommended to use a true ECN forex broker with plenty of liquidity to ensure low spreads, low slippage and thus the best possible forex robot trading conditions. This can save you trading costs and improve trading performance.
Each time you open a new trade, calculate how much free margin you would need to use if the trade drops to its stop loss level. In other words, if your free margin is currently $500, but your potential losses of a trade are $700 (if the trade hits stop loss), you could be in trouble. In these situations, either close some of your open positions, or decrease your position sizes in order to free up additional free margin.
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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.