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The Power of Backtesting in Forex Trading

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Read time: 10 minutes.


Developing a reliable and effective trading strategy is essential. One of the most powerful tools at a trader’s disposal is backtesting – a process in which you can evaluate a trading strategy’s potential profitability and consistency against historical market data.


This process helps identify strengths and weaknesses in your strategies, enabling you to make necessary adjustments before trading real money.


Given the volatile nature of Forex trading, especially in currency pairs like AUD/USD and EUR/NZD, backtesting is essential for gaining a competitive edge. These currency pairs are known for their dynamic movements, influenced by various factors such as economic indicators, geopolitical events, and central bank policies. By backtesting your strategy on these pairs, you can better understand how your approach might perform under different market conditions, providing you with the confidence to execute trades in real time.



Contents




Key Takeaways



  • Backtesting is a critical process that involves evaluating a trading strategy against historical data to determine its effectiveness and reliability.

  • It offers a risk-free environment to test strategies, enabling traders to gain valuable insights into performance metrics and refine their approach without financial loss.

  • Avoid common backtesting pitfalls such as overlooking varying market conditions, ignoring psychological impacts, and neglecting the importance of forward testing.

  • Integrating backtesting into your trading routine ensures continuous improvement of strategies, promotes a data-driven approach, and helps build trading confidence.



Benefits of Backtesting



1. Risk-Free Strategy Evaluation


As mentioned, one of the most significant advantages of backtesting is the ability to evaluate a trading strategy without risking real capital. In live trading, every decision carries financial risk, and mistakes can be costly. Backtesting, however, offers a simulated environment where you can see how your strategies would have performed in real market conditions.


As an example, imagine developing a new trading strategy based on technical indicators such as moving averages and RSI. By backtesting this strategy against historical data from the AUD/USD pair over the past five years, you can see how it would have fared during various market phases – whether trending, ranging, or volatile.


2. Performance Insights


Backtesting provides insights into invaluable performance metrics that provide a deeper understanding of a strategy's effectiveness. These insights include key metrics such as win/loss ratios, maximum drawdowns, average returns, and the strategy's performance during different market conditions.


For example, a backtest might reveal that your strategy performs exceptionally well during trending markets but struggles in sideways markets. With this information, you can tweak your approach to improve its performance in different conditions.


Backtesting also allows you to assess the strategy's versatility by testing it across different timeframes and market environments. This allows you to not only determine the best market conditions for your strategy but also the most effective chart time frame.


3. Cost-Effective Learning


The financial markets are unforgiving, and mistakes can be costly. Losses can be discouraging and detrimental to your trading psychology and, ultimately, your account. Backtesting, on the other hand, offers a cost-effective way to learn from mistakes without incurring actual losses.


This allows you to identify potential pitfalls, such as poor entry or exit points, and refine your strategy accordingly. In doing so, you avoid the financial costs associated with real-world trading errors.


Additionally, backtesting can reveal hidden costs in your strategy, such as slippage and commissions, which can significantly impact your profitability. Understanding these costs upfront helps you make more informed decisions, such as choosing a broker with lower trading fees or adjusting your trade sizes to minimise slippage.


We highly recommend you read our post on the real cost of trading here.


4. Confidence Building


Confidence is a critical component of successful trading. Without confidence in your strategy, it’s challenging to stick to your trading plan, especially during periods of drawdown or market volatility. Backtesting allows you to build confidence by providing yourself with evidence that your strategy has performed well in the past.


After backtesting your strategy, you might find that it consistently generates positive returns over several years of historical data. This allows you to execute your strategy in live trading with confidence, knowing that it has been tested and proven to work. This also includes major market events – such as the 2008 financial crisis or the Brexit referendum – allowing you to be prepared for any major market events in the future.



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How to Conduct Effective Backtesting



1. Choose Reliable and Comprehensive Historical Data


The quality of your backtesting results heavily depends on the quality of the historical data you use. It’s essential to choose a reliable data source that provides comprehensive and accurate data, including bid/ask prices, spreads, and market conditions.


For instance, if you’re backtesting a strategy on the AUD/NZD pair, you’ll need historical data that covers various market conditions, such as periods of low liquidity or high volatility. This ensures that your backtesting results are reflective of real market conditions and not skewed by inaccurate or incomplete data.



2. Select Appropriate Timeframes Covering Various Market Conditions


You need to ensure that your data covers a sufficient time frame to test your strategy effectively. If you’re developing a long-term trading strategy, backtesting on at least 10 years of historical data is recommended. This provides a broader perspective on how your strategy would have performed in trending and ranging markets during different market phases over the long-term.


The relevance of the time frame to your strategy is important in order to achieve the most accurate results. For example, a day trader might backtest their strategy on 1-minute or 5-minute charts, whereas a swing trader might backtest on daily or weekly charts.



3. Account for All Trading Costs, Including Slippage and Commissions


As mentioned earlier, there are other costs to consider in trading other than losing trades, and backtesting is no different. To obtain accurate results, it’s essential to account for all trading costs, including slippage, commissions, and spreads. These costs can significantly impact your strategy’s profitability and ignoring them can lead to an overestimation of your strategy’s success.


These additional costs affect all styles of trading – spreads and slippage can quickly eat up a day trader’s profits, and overnight swap rates over a sustained period of time can reduce a swing trader’s overall profit. By incorporating these costs into your backtesting, you can get a more realistic picture of your strategy’s potential performance.



4. Use Proper Risk Management


Risk management is a critical component of any trading strategy, and it should be an integral part of your backtesting process. Proper risk management ensures that you’re not risking more than you can afford to lose on any single trade, helping to protect your trading capital.


For example, when backtesting, ensure you incorporate stop-loss and take-profit levels to assess how they impact your strategy’s performance. You might find that adjusting your stop-loss levels slightly improves your overall risk-to-reward ratio, leading to better long-term results.


Additionally, consider position sizing as part of your risk management strategy. For instance, using a fixed percentage of your trading capital for each trade can help you manage risk more effectively. Backtesting different position sizing methods can provide insights into which approach works best for your trading style.



5. Avoid Curve Fitting and Data Dredging


Curve fitting, also known as data dredging, is a common pitfall in backtesting that occurs when a strategy is overly optimised to fit historical data. While this might result in impressive backtesting results, it often leads to poor performance in live trading, as the strategy is tailored to past data rather than being robust enough to handle future market conditions.


For example, you might develop a strategy that performs exceptionally well on the EUR/NZD pair during a specific time period. However, if the strategy is too tightly fitted to this historical data, it may fail when applied to different market conditions or time frames.


To avoid curve fitting, focus on creating a strategy that works well across different market conditions and time frames. Instead of optimising your strategy to maximise historical profits, aim for a balanced approach that considers various factors, such as risk management and market volatility. This ensures that your strategy is more likely to succeed in live trading.



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Common Backtesting Pitfalls



1. Overlooking Market Conditions


One of the most common mistakes in backtesting is overlooking the impact of different market conditions on a strategy’s performance. Markets are dynamic, and a strategy that works well in one market environment might fail in another.


Consider backtesting your strategy on currency pairs during different market phases, such as high volatility periods, ranging markets, and low liquidity conditions. This helps you understand how your strategy adapts to changing market conditions and allows you to make necessary adjustments to improve its performance.


2. Ignoring Psychological Factors


Whilst backtesting provides valuable technical insights, it doesn’t account for the psychological pressures of live trading. Emotions such as fear, greed, and overconfidence can significantly impact trading decisions, leading to deviations from your trading plan.


For example, a backtested strategy might show excellent results, but when applied in live trading, you might find it difficult to stick to the plan due to emotional factors. This is why it’s important to complement backtesting with forward testing or real-time simulations on a demo account to experience the psychological challenges of live trading.


Forward testing provides a more realistic environment to assess how you react to market movements and psychological pressures. By combining backtesting with forward testing, you can develop a more comprehensive understanding of your strategy’s performance and your ability to execute it under real-world conditions.


3. Neglecting to Forward Test


After completing a thorough backtest, the next logical step is forward testing – testing your strategy in real-time using a simulated trading environment. Forward testing helps validate the results obtained from backtesting and ensures that your strategy holds up under live market conditions.


For example, after backtesting your strategy on the AUD/USD pair, you might move on to forward testing by executing simulated trades on a demo account. This allows you to observe how the strategy performs in real-time, taking into account factors such as slippage, order execution, and market psychology.


Forward testing also helps identify any issues that may not have been apparent during backtesting, such as execution delays or unexpected market reactions. By incorporating forward testing into your strategy development process, you can gain a more realistic idea of the strategy’s effectiveness.


4. Bias in Strategy Development


Bias in strategy development is another common pitfall in backtesting. Confirmation bias, where traders subconsciously look for data that supports their pre-existing beliefs, can lead to skewed backtesting results and overconfidence in a strategy’s success.


For example, you might develop a strategy based on a specific technical indicator that you believe is highly effective. However, if you only test the strategy on historical data that supports your belief, you might overlook its weaknesses in other market conditions.


To avoid bias, it’s important to remain objective in your approach and test your strategy across a wide range of market conditions and timeframes. You can read more about the psychological aspects of trading here.



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Integrating Backtesting into Your Trading Routine



1. Regular Strategy Updates


The forex market is constantly evolving, and trading strategies that work today may not be effective tomorrow. To stay ahead of the curve, it’s essential to regularly update your strategies with the latest market data and insights.


For example, if you’ve been trading a specific currency pair for several years, you might notice changes in market behaviour due to factors such as new economic policies, shifts in global trade dynamics, or changes in central bank interest rates. By regularly updating your backtesting data and incorporating these changes into your strategy, you can ensure that your approach remains relevant and effective.


Consider re-testing your strategy periodically to ensure that it continues to perform well under current market conditions – especially after significant changes in the relevant currency’s economy or government.


2. Continuous Refinement


Backtesting should not be a one-time exercise but an ongoing process of continuous refinement. As you gain more experience and insights from your trading activities, you can use backtesting to further fine-tune your strategies and improve their performance.


After gaining more trading experience, you might notice that certain patterns or market behaviours are more predictive of future price movements. By incorporating these insights into your backtesting process, you can refine your strategy to better capitalise on future opportunities.


Continuous refinement also involves staying up to date with new trading tools, techniques, and market trends. As the financial markets evolve, more and more resources and tools become available to traders. Some of which you might find are beneficial to your strategy or trading style.



3. Testing New Ideas


As we touched on earlier, backtesting provides a safe and controlled environment to experiment with new trading ideas without the risk of losing capital. Whether you’re exploring new technical indicators, adjusting your entry and exit criteria, or testing different risk management techniques, backtesting allows you to evaluate these ideas objectively.


Testing new ideas through backtesting also encourages innovation and creativity in your trading approach. Instead of relying solely on conventional strategies, you can explore new methodologies and discover unique approaches that better align with your trading style and goals.



4. Building a Data-Driven Approach


Incorporating backtesting into your trading routine fosters a data-driven mindset, where trading decisions are based on empirical evidence rather than intuition or emotion. This approach leads to more consistent and successful trading outcomes, as it allows you to make informed decisions based on historical performance data.


By analysing the results of your back tests, you can identify patterns and trends that are statistically significant and use this information to guide your trading decisions. This data-driven approach helps you avoid common trading pitfalls, such as chasing losses or making impulsive decisions and provides you with the true performance potential of your strategy.


A data-driven approach encourages a systematic and disciplined trading process. By adhering to a well-defined strategy that has been thoroughly backtested, you can reduce the impact of emotions on your trading decisions and improve your overall performance.




Conclusion


Backtesting is an indispensable tool in the development and refinement of Forex trading strategies. By providing a risk-free environment to evaluate the effectiveness of your strategies, backtesting helps build confidence, improve performance, and foster a data-driven approach to trading.


Incorporating backtesting into your trading routine is essential if you want to stay competitive in the ever-evolving forex market. Whether you’re a novice trader looking to develop your first strategy or an experienced trader seeking to refine your approach, backtesting offers invaluable insights that can help you navigate the complexities of the Forex market with greater precision and confidence.


As you continue to develop your trading skills, make backtesting a regular part of your routine. The insights gained from backtesting will empower you to trade with greater confidence and discipline, ultimately leading to more successful and profitable trading outcomes. Don’t wait—start incorporating backtesting into your trading process today and unlock the full potential of your trading strategies.


The information provided in this article is for educational and informational purposes only. Backtesting, while a useful tool, does not guarantee future results

Backtesting Forex

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Market Analysis
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Strategic View: Planning For 2025

Read Time: 7 - 9 Minutes.


There’s already been some fantastic volatility in the forex market this year – mainly attributed to Trump, but also ongoing discussions around monetary policy in key economies. 


Even if you’re a short-term trader, it’s important to look ahead and form a strategy for the year. There’s currently a convergence of high U.S. real yields, central bank policies, and geopolitical risks that all traders need to keep on their radar. 


In this post, we will discuss the current themes for 2025, as well as identify ways in which we could capitalise on them. 


 

  1. The U.S. Dollar’s Strength and Global FX Implications 

The dominant theme in the FX market this year is the continued strength of the U.S. dollar (USD), fuelled by not only by Trump, but also high real interest rates and economic divergences.


Following what’s called the "red sweep" in the 2024 U.S. elections, markets have shifted expectations towards persistent USD strength in the first half of the year​. 


There’s several factors contributing to this trend: 


  • High U.S. Real Yields: Elevated interest rates in the U.S. continue to attract capital inflows, ultimately reinforcing the greenback’s strength. 

  • Diverging Monetary Policies: Whilst the Federal Reserve remains cautious about rate cuts, the European Central Bank (ECB) and Bank of Japan (BOJ) are expected to ease policy further. 

  • Tariff Risks and Trade Policies: Anyone watching the headlines would be aware of Trump’s recent rampage on tariffs – these new tariffs could further support the USD by dampening foreign currency demand. 

Volatility Strategies will be the play here, with policy uncertainty and trade negotiations in the air, options-based strategies such as straddles or volatility swaps on USD pairs could become very attractive. 

 

2. Carry Trade Opportunities in High-Yielding Currencies 


With real interest rate differentials widening, carry trades remain a key theme in 2025. The market is favouring currencies with strong yield advantages, such as the U.S. dollar and select emerging market (EM) currencies. 


Key High-Yield Currencies: 

  • USD: The dollar’s rate advantage makes it a prime funding currency. 

  • CAD: Despite trade risks, Canada’s interest rate environment remains somewhat supportive. 

  • NOK: The Norwegian Krone has shown improved carry appeal, as a result of Norges Bank resisting an aggressive approach to rate cuts​. 



Trading Strategies: 

  • Long USD/MXN or USD/ZAR: With emerging market currencies under pressure due to trade risks and high U.S. rates, going long USD against the Mexican Peso (MXN) and South African Rand (ZAR) could prove to be profitable. 

  • Short CHF or JPY in Carry Trades: Both the Swiss Franc and Japanese Yen are likely to underperform against high-yielding currencies due to negative real rates​. This could provide some attractive carry trade opportunities. 

  • NOK/SEK Call Spread: As Norway’s interest rate stance is firmer than Sweden’s, NOK/SEK longs could offer potential upside​. 

 


3. The Euro’s Structural Weakness and Political Uncertainty 


The euro (EUR) remains vulnerable this year due to a combination of economic underperformance and political instability. 


Key Risks for the EUR: 

  • Interest Rate Divergence: The ECB is expected to continue cutting rates, whereas the Fed remains on hold, for now. 

  • Trade War Exposure: Europe is a primary target for new U.S. tariffs, which could add to the weakening of the Euro. 

  • German and French Political Uncertainty: Domestic political risks, including German elections and policy uncertainty in France, add further downside pressure to the euro​. 



Trade Idea: 


Short EUR/JPY 


A graph of a stock market AI-generated content may be incorrect. 

Figure 1 – EURJPY Weekly Chart 


Given Japan’s relatively stable policy outlook and Europe’s tariff risk, going short EUR/JPY remains a key trade. 



Long EUR Volatility 


A graph of a graph AI-generated content may be incorrect. 

Figure 2 – Euro Volatility Index, daily chart 


For options traders, the euro’s downside risks make long volatility positions an attractive hedge against geopolitical shocks. 

 


4. Commodity Currencies 


Commodity-linked currencies such as the Australian Dollar, Canadian Dollar, and Norwegian Krone face some unique opportunities in 2025. 



The Oil Market’s Influence on FX 


Analysts are expecting crude oil markets to remain tight, with OPEC aiming to balance the supply and demand​. In doing so, this could lend support to oil-linked currencies such as CAD and NOK, provided that global demand remains resilient. 

Gold and Safe-Haven Flows 




A graph showing the price of a stock market AI-generated content may be incorrect. 

Figure 3 – XAUUSD (gold), daily chart 




Gold prices have surged in early 2025 – driven by fears of tariffs, geopolitical tensions, and central bank buying​. Whilst this supports the Australian Dollar to some extent, rising U.S. yields could ultimately cap AUD/USD upside. 



Trade Ideas: 

  • Long USD/CAD on Tariff Risks: The potential for broad U.S. tariffs on Canada could weaken the CAD, making long USD/CAD a defensive play over the long-term, especially given the bullish strength of the USD. 

  • Long Gold as a Hedge: With tariff risks escalating, gold remains a strong hedge opportunity against geopolitical uncertainty. 

 



5. Geopolitical Crossroads and FX Volatility 


Beyond macroeconomic fundamentals, geopolitical risks continue to hold the FX market at ransom in 2025. There’s potential for volatility to stem from: 


  • U.S.-China Trade Tensions: Renewed tensions from Trump could weigh on the Chinese Yuan (CNY) and ultimately spill over to other Asian FX markets, such as the AUD and NZD​. 

  • European Political Shocks: Elections in Germany and France could provide sharp moves in the EUR. 

  • Middle East and Energy Market Risks: Any disruptions to oil supply chains would adversely affect energy-linked currencies, such as the CAD. 

Trade Idea: 


Long USD/CNH 


A line graph with black and purple lines AI-generated content may be incorrect. 

Figure 4 – USDCNH, weekly chart 



Continued pressure on the Chinese economy and potential U.S. tariffs could push USD/CNH higher​. It would be wise to look for long opportunities above 7.375. 

 



Final Thoughts 


As we take on 2025, having an understanding of the key macroeconomic drivers, central bank policies, and geopolitical risks is no longer ideal, but necessary. 


  • USD strength remains a dominant theme, with potential for reversals in Q3 & Q4 this year.. providing that the Fed pivots. 

  • Carry trade opportunities favour high-yielding currencies, whilst funding currencies like JPY and CHF face ongoing pressure. 

  • The euro still remains vulnerable as a result of policy divergences and political uncertainty. 

  • Commodity currencies require a more careful approach – with CAD and NOK benefiting from oil strength, whilst AUD could be exposed to further downside risks. 

  • Geopolitical tensions add more ammunition to FX volatility – with the potential to either create more trading opportunities, or disrupt market structure.  


By keeping these key themes in mind, we’re able to form a more structured approach to 2025. Whilst there’s been some appealing moves in the market so far, there’s still plenty of room for trend changes and unexpected volatility. The key going forward is to stick to your trading plan, but expect the unexpected – especially as we begin to see the economic effects of Trumps’ executive orders. 


If you haven’t done so already, check out our post on Economic Indicators here. 


20/02/2025
Market Analysis
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Trump’s Return: What Forex Traders Need to Know About the New Administration


Read Time: 6 minutes


Donald Trump’s return to Office as the 47th President of the United States marks a significant political and economic shift, creating both opportunities and challenges in the forex market. 


Trumps second-term agenda, marked by aggressive trade policies, tax reforms, and deregulation, has the potential to impact global markets in complex ways, especially the foreign exchange market. Fear not; there will be plenty of opportunities to accompany any disruptions that the Trump Administration will bring.

One of Trump’s most critical economic agenda’s is his renewed focus on tariffs. As during his first term, Trump has emphasised targeting China, with plans to raise tariffs on Chinese imports by 10–15%, ultimately increasing tensions between the two nations.


Why does this matter?


China’s economy has direct and indirect influences on markets, primarily through global trade. In 2024, China's foreign trade reached new heights, with total goods imports and exports amounting to 43.85 trillion yuan (approximately USD $6.1 trillion), marking a 5% increase from the previous year. Exports grew by 7.1% to 25.45 trillion yuan, while imports saw a 2.3% rise to 18.39 trillion yuan.

The trade surplus expanded significantly, reaching a record $992 billion, driven by a surge in exports, particularly to the U.S. So, you can imagine how Trump’s focus on tariffs could affect this.

Other proposals include broad tariff hikes, with some extreme scenarios suggesting across-the-board levies of up to 10% or a staggering 60% on Chinese goods. Such moves, while aimed at protecting American industries, carry substantial implications for global trade flows – which will of course affect currency rates.

The U.S. dollar, often a safe-haven currency as we know it, has provided an impressive bull-run recently;

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Figure 1-DXY (US Dollar Index) Daily Chart



There are essentially two scenarios:

  1. A weaker USD

    In his first term as US President, Trump openly said the dollar (USD) was too high. And now, in his second term, he’s singing the same tune. This could provide some fantastic opportunities for us forex traders – especially when currencies such as the AUD and NZD are severely undervalued.

  2. Continued dollar strength

    We could see further strength if global investors react to heightened uncertainty and anticipated inflationary pressures.

Overall, it’s likely that continued tariff increases will disrupt supply chains and weigh on U.S. economic growth, potentially weakening the dollar in the long term.

In addition to trade, Trump’s fiscal policies have the potential to impact currency prices. The extension of the 2017 tax cuts, along with potential new tax breaks, is expected to stimulate economic growth in the short term but could also widen fiscal deficits, already exceeding 7.5% of GDP. Higher government borrowing to finance these deficits may push up U.S. Treasury yields, attracting foreign capital and boosting the dollar. Yet, sustained fiscal imbalances could lead to long-term concerns over debt sustainability, ultimately eroding confidence in the greenback.

The Trump Administration’s approach to deregulation is yet another factor likely to influence forex prices. Trump’s plan to roll back Biden-era regulations across sectors such as energy, finance, and manufacturing aims to reduce costs for businesses and encourage investment. This deregulation, in addition to tax cuts, could lift business confidence and support equity markets, creating a risk-on environment. In such scenarios, higher-yielding currencies such as our Australian dollar and the Canadian dollar could potentially benefit from improved sentiment and rising commodity prices.


How to Trade Trump 2.0


Monetary and Fiscal Policy Signals


So far, Trump has been on a war path signing off executive orders and pushing to make change. Given that currency markets are influenced by macroeconomic and geopolitical events, it’s imperative to keep an eye on the headlines for potential shifts in monetary and fiscal policies. In doing this, we can stay one step ahead.


Look for Hedging Opportunities


Trump’s presidency previously brought unexpected shifts in international relations, creating geopolitical uncertainty that could impact the forex market; during such times, safe-haven currencies such as the CHF or JPY are typically reliable options. Additionally, if Trump reinstates policies that favour U.S. energy independence, oil-exporting nations such as Canada (CAD) or Russia (RUB) may see increased currency volatility tied to changes in commodity markets.


Be Prepared and Adapt


Trump’s criticism of the Federal Reserve for maintaining high interest rates during his first term suggests potential attempts to influence monetary policy, making the Fed’s reactions critical for USD movements. Policies promoting growth or supply-side inflation could drive rate adjustments, adding to forex market volatility. As traders, we need to be prepared – we know Trump is a bit of a loose cannon, but we also need to adapt to changes in market structure and macroeconomics.


News and Risk Management


Taking all of this into account, we traders need to keep one eye on the news headlines, and one eye on the markets. Stay up-to-date with major news events and avoid trading within close proximity of them, reducing exposure on any open trades.

In the months ahead, expect volatility and surprises. Trump has never been more motivated in improving things for the United States. Given that the greenback is the most important currency to watch, we traders need to be prepared for anything that he throws at us. Traders need to embrace the volatility, identify trends, and keep an eye on the macro-economic influencers that ultimately drive the pricing of currencies.

We provide our clients with an economic calendar and other tools to succeed in the markets – find out more by clicking here.
04/02/2025
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