A personal Excel/CSV data-cleaning demo: 8 fictional input rows become 7 after removing one exact duplicate. Zero stock is preserved; a missing price stays blank and is flagged. The original data is retained for comparison. This is a self-initiated example, not client work.

I can help with Excel/CSV cleaning, reconciliation and clear reports. We agree scope, price and delivery after reviewing a sample. First project: 50% off the agreed regular quote, with no future-order commitment.

Great approach to data cleaning! Preserving the original data while flagging missing values and removing only exact duplicates helps maintain accuracy and transparency. These small checks can make a big difference in reliable reporting.

Ported my own Python trading bot into an MQL5 Expert Advisor for MetaTrader 5 ⚙️

It runs two switchable strategies, BBMA and an MA crossover, and only checks signals on closed candles. It also has duplicate-order protection. Backtested on XAUUSD M15 over 12 months.

Need your trading rules turned into an EA? Send me a message.

#MQL5 #MetaTrader5 #AlgoTrading #ExpertAdvisor #Forex

Clean engineering choices here — signaling only on closed candles and adding duplicate-order protection are exactly the two things that quietly wreck live bots when people skip them.

One thing I’d be curious about: on a single 12-month XAUUSD backtest, did you model spread and...