WalkForwardDemo MT5

WalkForwardDemo is an expert adviser (EA) demonstrating how the built-in library WalkForwardOptimizer (WFO) for walk-forward optimization works. It allows you to easily optimize, view and analyze your EA performance and robustness in unknown trading conditions of future. You may find more details about walk-forward optimization in Wikipedia.

Once you have performed optimization using WFO, the library generates special global variables (saved in an "archived" file with GVF-extension) and a CSV-file with resulting data in the MQL5/Files folder. Once this is done, the data is used to build an HTML page with overview of the optimization. The names of GVF and HTML files correspond to CSV file name, initially specified in EA input wfo_outputFile.

EA is generated by MQL5 Wizard and based on 2 strategies - Envelopes and WPR. The principles of operation of such EAs and its input parameters are described in the documentation - Models of Trade Signals.

The WFO library parameters are described in the user guide.

You can quickly enable/disable the library using parameter EnableWFO.

An example of parameter set for EA optimization can be found in the product comments.


Report types

Depending from input parameters given for WFO library, it can generate different report types from the resulting data.

  • Standard walk-forward report with a table of passes containing performance indicators for in-sample and out-of-sample periods in the same row, and overall performance for entire aggregated forward period. The report is generated for rolling walk-forward analysis and as a drill down for cluster analysis;
  • Cluster report with a set of tables, containing annualized profit, efficiency, consistency, completeness, and number of days in step for selected combinations of window sizes and forward step sizes. This report is generated after clustered walk-forward optimization;
  • Anchored walk-forward report is similar to standard report except for that window size changes in every pass (row).

Standard and anchored reports show pass number in the 1-st column. Until MetaTrader is closed you may check every single pass by opening Optimization Results tab in the tester, double-clicking a row with required parameters - this will select optimal inputs from this pass into EA, so you can then start a test run.

In standard reports, in-sample optimization data is highlighted with blue color, and out-of-sample data - with yellow. If the latest pass contains forward step overlapping with current time it's highlighted in green, indicating that this is the latest known parameters applicable for trading right now.


Performance indicators

Annualized profit is a hypothetical profit which EA could earn in a year if optimization period profit and forward period profit are re-scaled proportionally to their length.

Efficiency is a ratio of annualized profits of forward and back periods.

Consistency is a fraction of profitable forward passes in aggregated forward period.

Completeness shows how many rolling passes was performed for specified combination of optimization window size and forward step size, can be less than requested number during genetic optimization, because this method skips some parameters values.

Number of days is suitable for converting step size in percent into days.

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Chen Jia Qi
2.33 (3)
Gold Snap — A Fast Profit Capture System for Gold Launch Promotion — Limited Intro Stage Gold Snap is currently available at a special introductory price. The price will continue to rise in later stages, with $999 as the next major target. Early buyers will have the best price advantage Live Signal: https://www.mql5.com/en/signals/2362714 To avoid affecting actual performance due to differences in usage instructions, configuration understanding, or running environment, please make sure to contac
Quantum Bitcoin EA
Bogdan Ion Puscasu
4.77 (122)
Quantum Bitcoin EA   : İmkansız diye bir şey yoktur, önemli olan onu nasıl başaracağınızı bulmaktır! En iyi MQL5 satıcılarından birinin en son şaheseri   olan Quantum Bitcoin EA   ile   Bitcoin   ticaretinin geleceğine adım atın. Performans, kesinlik ve istikrar talep eden yatırımcılar için tasarlanan Quantum Bitcoin, kripto para biriminin değişken dünyasında mümkün olanı yeniden tanımlıyor. ÖNEMLİ!   Satın alma işleminden sonra lütfen kurulum kılavuzunu ve kurulum talimatlarını almak için ba
The Gold Phantom
Profalgo Limited
4.57 (30)
SAHNE HAZIR! -->   TÜM AYAR DOSYALARINI İNDİRİN UYARI: Mevcut fiyattan sadece birkaç kopya kaldı! Son fiyat: 990$ YENİ (sadece 399$'dan başlayan fiyatlarla)   : 1 EA'yı Ücretsiz Seçin! (En fazla 2 işlem hesabı numarasıyla sınırlıdır, UBS hariç tüm EA'larım seçilebilir) En İyi Kombine Fırsat     ->     buraya tıklayın Herkese açık gruba katılmak için   buraya tıklayın .   Canlı Sinyal Canlı Sinyal 2 !! ALTIN ​​HAYALET BURADA !!   Altın Orakçı'nın muazzam başarısının ardından, güçlü kardeşi Altı
Beatrix Miner MT5
Azil Al Azizul
3 (2)
Introducing the Beatrix Series Expert Advisor, the Beatrix Miner MT5 EA. The Beatrix Miner MT5 EA performs analysis based on trend-following concepts using Bollinger Band and Moving Average indicators, as well as Price Action in executing trades. The analysis is also based on multi-timeframe analysis.  |        Live Signal         | |         IC_Markets_setfile         | Regarding the Setfile, the most important part to pay attention to is the Maximum Spread parameter. You may need to adjust thi
Gold Trade Pro MT5
Profalgo Limited
4.3 (37)
Tanıtımı başlat! 449$'dan sadece birkaç kopya kaldı! Sonraki fiyat: 599$ Son fiyat: 999$ 1 EA'yı ücretsiz alın (2 ticari hesap için) -> satın aldıktan sonra benimle iletişime geçin Ultimate Combo Deal   ->   click here Live signal:   https://www.mql5.com/en/signals/2084890 Live Signal high risk :  https://www.mql5.com/en/signals/2242498 Live Signal Set Prop Firm Set File JOIN PUBLIC GROUP:   Click here Parameter overview Gold Trade Pro, Altın ticareti EA'ları kulübüne katılıyor, ancak büyü
Wave Rider EA MT5
Adam Hrncir
5 (17)
Scalper speed with sniper entries. Built for Gold. Last (5) copies at  379 USD  |   final   price  599  USD Check the Live signal  or Manual Hybrid scalper combining scalping speed with single position or intelligent recovery for XAUUSD. 4 trading strategies | Triple timeframe confirmation | 3 layers of account protection. Most trades close in under 30 minutes — minimal market exposure, maximum control. Wave Rider uses triple timeframe analysis (H1 trend + M15/M30 entry confirmation) to only en
AI Gold Scalp Pro
Ho Tuan Thang
4.36 (11)
CANLI SİNYALİMLE AYNI SONUÇLARI MI İSTİYORSUNUZ?   Benimle tam olarak aynı brokerları kullanın:   IC MARKETS  &  I C TRADING .  Merkezi borsa piyasasının aksine, Forex'in tek, birleşik bir fiyat beslemesi yoktur.  Her broker likiditeyi farklı sağlayıcılardan alarak benzersiz veri akışları oluşturur. Diğer brokerlar yalnızca %60-80'e eşdeğer işlem performansı elde edebilirler. CANLI SİNYAL MQL5 Üzerinde Forex EA Trading Kanalı:  Benden en son haberleri almak için MQL5 kanalıma katılın.  MQL5 üze
AI Gold Trading MT5
Ho Tuan Thang
3.93 (40)
CANLI SİNYALİMLE AYNI SONUÇLARI MI İSTİYORSUNUZ?   Benimle tamamen aynı aracı kurumları kullanın:   IC MARKETS  &  I C TRADING .  Merkezi borsa piyasasının aksine, Forex'te tek ve birleşik bir fiyat akışı yoktur.  Her aracı kurum likiditeyi farklı sağlayıcılardan temin eder ve bu da benzersiz veri akışları oluşturur. Diğer aracı kurumlar ancak %60-80 oranında eşdeğer bir işlem performansı sağlayabilir.     MQL5'te Forex EA Trading Kanalı:  Benden en son haberleri almak için MQL5 kanalıma katılın
Smart Owl FX
Ivan Bebikov
4.2 (5)
Smart Owl FX is a sophisticated multicurrency trading algorithm designed to operate with surgical precision during the quiet hours of the Asian session. While the market sleeps, the "Smart Owl" hunts for opportunities using advanced mean-reversion logic tailored for low-volatility periods. This Expert Advisor relies on market structure analysis rather than dangerous strategies like martingale or grid. Every trade is calculated to maximize statistical probability. Set File IC/Vantage/Tickmil..se
Gold Zilla AI MT5
Christophe Pa Trouillas
5 (7)
Grok AI destekli , riski dağıtılmış ve Altın için optimize edilmiş EA ile kontrollü getiriler elde edin. GoldZILLA AI, piyasa rejimlerini tespit ederek beş farklı stratejiden dinamik olarak seçim yapan çok stratejili bir algoritmadır, XAUUSD'de drawdown'ı en aza indirirken getirileri optimize eder. [   Live Signal   ] - [  Dedicated group   | Version   MT5   -   MT4   ] Satın aldıktan sonra kullanım kılavuzunu ve AI kurulum talimatlarını almak için lütfen bana özel mesaj gönderin. Bu EA'yı Nede
Grabber Bot
Ihor Otkydach
Grabber Bot — MQL5 Market platformunda traderlar tarafından zaten tanınmış ve olumlu değerlendirmeler almış olan Grabber System’in kanıtlanmış mantığı üzerine kurulmuş, tamamen otomatik bir Expert Advisor’dır. Bu EA’nın geliştirilme fikri gerçek trading deneyimine ve kullanıcı geri bildirimlerine dayanmaktadır. Grabber System’in manuel versiyonunu kullanan birçok trader aynı problemlerle karşılaştı: sinyaller trader uyurken veya çok meşgulken ortaya çıkar (yüksek kaliteli trading sinyallerinin y
Agera
Anton Kondratev
3.2 (10)
AGERA,   altın piyasasındaki güvenlik açıklarını belirlemek için geliştirilmiş, tamamen otomatik ve çok yönlü açık kaynaklı bir uzman algoritmasıdır! Not        Grid       , Not        Martingale    ,    Not      "   AI"         , Not      "   Neural Network" ,    Not      "   Machine Learning"    ,     Not     "ChatGPT"   ,     Not       Unrealistically Perfect Backtests  AGERA    Community :       www.mql5.com/en/messages/01e0964ee3a9dc01 Vantage Real :    https://www.mql5.com/en/signals/23637
Queen Strategies Empire
DRT Circle
4.42 (19)
Queen Strategies Empire – Uzman Danışman Genel Bakış Queen Strategies Empire, farklı işlem konseptleri üzerine kurulu 7 bağımsız mod içeren çok stratejili bir Uzman Danışmandır. Her modun kendine özgü giriş mantığı, işlem yönetimi, stop loss (SL) ve kar alma (TP) yapısı vardır; bu da tek bir sistem içinde birden fazla algoritmik yaklaşıma olanak tanır. Uyarı: Birden fazla stratejiyi birlikte kullanırken, dengeli performans sağlamak için tümünde aynı lot büyüklüğünü kullanın. Bir strateji stop
GoldBaron XauUsd EA MT5
Mikhail Sergeev
4.5 (8)
«GoldBaron» - altın (XAUUSD) ticareti için geliştirilmiş tamamen otomatik bir ticaret robotudur. Gerçek hesapta 6 aylık ticaret sonucunda uzman %2000 kâr elde edebildi. Her ay uzman %60'tan fazla kâr elde etti. Ticaret uzmanını XAUUSD'NİN saatlik (H1) grafiğine ayarlamanız ve gelecekteki altın fiyatlarını tahmin etmenin gücünü görmeniz yeterlidir. Agresif bir başlangıç için 200 $ yeterlidir. Önerilen depozito 500$ 'dan başlar. Riskten korunma imkanı olan hesapları kullandığınızdan emin olun. Bir
Qyra Mt5
Hicham Chergui
3.75 (8)
Önemli Not: Başlangıç teklifi şu anda sınırlı bir süre için 199 dolar olarak sunulmaktadır. Talep arttıkça ve sistem geliştirmeleri eklendikçe fiyat yakında artırılacaktır. Bu erken fiyat, istikrarlı ve ölçeklenebilir bir ticaret sistemine erken erişim sağlamak isteyen kullanıcılar içindir Tam şeffaflık sağlamak için QYRA MT5, gerçek performansı gerçek zamanlı olarak izleyebileceğiniz özel bir yatırımcı hesabına erişim sunar, herhangi bir abartı veya gizli sonuç olmadan İletişim :  mql5        
Yazarın diğer ürünleri
This non-trading expert utilizes so called custom symbols feature ( available in MQL API as well) to build renko charts based on history of real ticks of selected standard symbol. RenkoFromRealTicks generates custom symbol quotes, thus you may open many charts to apply different EAs and indicators to the renko. It also transmits real ticks to update renko charts in real time. The generated renko chart uses M1 timeframe. It makes no sense to switch the renko chart to a timeframe other than M1. T
WalkForwardOptimizer MT5
Stanislav Korotky
3.78 (9)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
AutomaticZigZag
Stanislav Korotky
4.5 (2)
This is a non-parametric ZigZag providing 4 different methods of calculation. Upward edge continues on new bars while their `highs` are above highest `low` among previous bars, downward edge continues on next bars while their `lows` are below lowest `high` among previous; Gann swing: upward edge continues while `highs` and `lows` are higher than on the left adjacent bar, downward edge continues while `highs` and `lows` are lower than on the left adjacent bar. Inside bars (with lower `high` and
FREE
CustomVolumeDelta
Stanislav Korotky
5 (1)
This indicator displays volume delta (of either tick volume or real volume) encoded in a custom symbol, generated by special expert advisers, such as RenkoFromRealTicks . MetaTrader does not allow negative values in the volumes, this is why we need to encode deltas in a special way, and then use CustomVolumeDelta indicator to decode and display the deltas. This indicator is applicable only for custom instruments generated in appropriate way (with signed volumes encoded). It makes no sense to ap
FREE
This indicator provides the analysis of tick volume deltas. It monitors up and down ticks and sums them up as separate volumes for buys and sells, as well as their delta volumes. In addition, it displays volumes by price clusters (cells) within a specified period of bars. This indicator is similar to VolumeDeltaMT5 , which uses almost the same algorithms but does not process ticks and therefore cannot work on M1. This is the reason for VolumeDeltaM1 to exist. On the other hand, VolumeDeltaMT5 ca
This is a demo version of a non-trading expert , which utilizes so called the custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place the EA on a chart of a working instrument. The lesser timeframe of the source chart is, the more precise resulti
FREE
HZZM
Stanislav Korotky
4 (1)
This is an adaptive ZigZag based on modification of  HZZ indicator (original source code is available in this article ). Most important changes in this version: two additional indicator buffers added for zigzag evolution monitoring - they show cross signs at points where zigzag direction first changes; zigzag range (H) autodetection on day by day basis; time-dependent adjustment of zigzag range. Parameters: H - zigzag range in points; this parameter is similar to original HZZ, but it can take 0
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. This expert adviser OrderBook History Playback allows you to playback the market book events on the history using files, created by OrderBook Recorder . The exper
FREE
ReturnAutoScale
Stanislav Korotky
5 (2)
The indicator calculates running total of linear weighted returns. It transforms rates into integrated and difference-stationary time series with distinctive buy and sell zones. Buy zones are shown in blue, sell zones in red. Parameters: period - number of bars to use for linear weighted calculation; default value - 96; smoothing - period for EMA; default value - 5; mode - an integer value for choosing calculation mode: 0 - long term trading; 1 - medium term trading; 2 - short term trading; defa
FREE
Year2Year
Stanislav Korotky
This indicator shows price changes for the same days in past years. D1 timeframe is required. This is a predictor indicator that finds D1 bars for the same days in past 8 years and shows their relative price changes on the current chart. Parameters: LookForward - number of days (bars) to show "future" price changes; default is 5; Offset - number of days (bars) to shift back in history; default is 0; ShowAverage - mode switch; true - show mean value for all 8 years and deviation bounds; false - s
FREE
This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight MT5 library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. This script is optional, as the library automatically generates the report immediate after the optimization in the tester is complete. However, the script is convenient because it allows using the same collected data to rebuild th
FREE
PointsVsBars
Stanislav Korotky
This indicator provides a statistical analysis of price changes (in points) versus time delta (in bars). It calculates a matrix of full statistics about price changes during different time periods, and displays either distribution of returns in points for requested bar delta, or distribution of time deltas in bars for requested return. Please, note, that the indicator values are always a number of times corresponding price change vs bar delta occurred in history. Parameters: HistoryDepth - numbe
FREE
OrderBook Utilities is a script, which performs several service operations on order book hob-files, created by OrderBook Recorder . The script processes a file for work symbol of the current chart. The file date is selected by means of the input parameter CustomDate (if it's filled in) or by the point where the script is dropped on the chart. Depending from the operation, useful information is written into the log, and optionally new file is created. The operation is selected by the input parame
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker in real time. The expert OrderBook Recorder records market book changes and stores them in local files for further usage in indicators and expert adviser, including testing in the tester. The expert stores market book
FREE
Comparator
Stanislav Korotky
4.75 (4)
This indicator compares the price changes during the specified period for the current symbol and other reference symbol. It allows to analyze the similar movements of highly correlated symbols, such as XAUUSD and XAGUSD, and find their occasional convergences and divergences for trading opportunities. The indicator displays the following buffers: light-green thick line - price changes of the current symbol for TimeGap bars; light-blue thin line - price changes of the reference symbol ( LeadSymbo
FREE
SOMFX1Builder
Stanislav Korotky
5 (1)
If you like trading by candle patterns and want to reinforce this approach by modern technologies, this script is for you. In fact, it is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains: SOMFX1Builder  - this script for training neural networks; it builds a file with generalized data about most characteristic pric
FREE
Mirror
Stanislav Korotky
This indicator predicts rate changes based on the chart display principle. It uses the idea that the price fluctuations consist of "action" and "reaction" phases, and the "reaction" is comparable and similar to the "action", so mirroring can be used to predict it. The indicator has three parameters: predict - the number of bars for prediction (24 by default); depth - the number of past bars that will be used as mirror points; for all depth mirroring points an MA is calculated and drawn on the ch
If you like trading crosses (such as AUDJPY, CADJPY, EURCHF, and similar), you should take into account what happens with major currencies (especially, USD and EUR) against the work pair: for example, while trading AUDJPY, important levels from AUDUSD and USDJPY may have an implicit effect. This indicator allows you to view hidden levels, calculated from the major rates. It finds nearest extremums in major quotes for specified history depth, which most likely form resistence or support levels, a
EvoLevels
Stanislav Korotky
The indicator displays most prominent price levels and their changes in history. It dynamically detects regions where price movements form attractors and shows up to 8 of them. The attractors can serve as resistance or support levels and outer bounds for rates. Parameters: WindowSize - number of bars in the sliding window which is used for detection of attractors; default is 100; MaxBar - number of bars to process (for performance optimization); default is 1000; when the indicator is called from
This is an intraday indicator that uses conventional formulae for daily and weekly levels of pivot, resistance and support, but updates them dynamically bar by bar. It answers the question how pivot levels would behave if every bar were considered as the last bar of a day. At every point in time, it takes N latest bars into consideration, where N is either the number of bars in a day (round the clock, i.e. in 24h) or the number of bars in a week - for daily and weekly levels correspondingly. So,
Most of traders use resistance and support levels for trading, and many people draw these levels as lines that go through extremums on a chart. When someone does this manually, he normally does this his own way, and every trader finds different lines as important. How can one be sure that his vision is correct? This indicator helps to solve this problem. It builds a complete set of virtual lines of resistance and support around current price and calculates density function for spatial distributi
The indicator draws a histogram of important levels for several major currencies attached to the current cross rates. It is intended for using on charts of crosses. It displays a histogram calculated from levels of nearest extremums of related major currencies. For example, hidden levels for AUDJPY can be detected by analyzing extremums of AUD and JPY rates against USD, EUR, GBP, and CHF. All instruments built from these currencies must be available on the client. This is an extended version of
StatBars
Stanislav Korotky
The indicator provides a statistic histogram of estimated price movements for intraday bars. It builds a histogram of average price movements for every intraday bar in history, separately for each day of week. Bars with movements above standard deviation or with higher percentage of buys than sells, or vice versa, can be used as direct trading signals. The indicator looks up current symbol history and sums up returns on every single intraday bar on a specific day of week. For example, if current
This is an easy to use signal indicator which shows and alerts probability measures for buys and sells in near future. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The statistical calculations use the same matrix as another related indicator - PointsVsBars. Once the indicator is placed on a chart, it shows 2 labels with current estimation of signal probability and alerts when signal
CCFpExtra
Stanislav Korotky
CCFpExtra is an extended version of the classic cluster indicator - CCFp. This is the MT4 version of indicator  CCFpExt available for MT5. Despite the fact that MT5 version was published first, it is MT4 version which was initially developed and tested, long before MT4 market was launched. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, in
This is a signal indicator for automatic trading which shows probability measures for buys and sells for each bar. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The core of the indicator is the same as in PriceProbablility indicator intended for manual trading. Unlike PriceProbability this indicator should be called from MQL4 Expert Advisors or used for history visual analysis. The in
The main idea of this indicator is rates analysis and prediction by Fourier transform. Indicator decomposes exchange rates into main harmonics and calculates their product in future. You may use the indicator as a standalone product, but for better prediction accuracy there is another related indicator - FreqoMaster - which uses FreqoMeterForecast as a backend engine and combines several instances of FreqoMeterForecast for different frequency bands. Parameters: iPeriod - number of bars in the ma
FreqoMaster
Stanislav Korotky
The main idea of this indicator is rates analysis and prediction by Fourier transform. The indicator decomposes exchange rates into main harmonics and calculates their product in future. The indicator shows 2 price marks in history, depicting price range in the past, and 2 price marks in future with price movement forecast. Buy or sell decision and take profit size are displayed in a text label in the indicator window. The indicator uses another indicator as an engine for calculations - FreqoMet
This is a very powerful indicator that provides a mix of three running totals of linear weighted returns. Each one is similar to a specific mode of ReturnAutoScale indicator. The result is a scaled superposition of three integrated and difference-stationary time series, each for different trading strategy. Indicator displays three lines: yellow - slow market returns, corresponds to mode 0 in ReturnAutoScale; blue - medium market returns, corresponds to mode 1 in ReturnAutoScale; red - fast marke
This indicator monitors the market for a flat state and possible breakout. The flat state is detected as a predefined number of consecutive bars during which price fluctuates inside a small range. If one of the next bars closes outside the range, breakout is signaled. The indicator shows 3 lines: blue - upper bound of flat ranges AND consecutive breakout areas; red - lower bound of flat ranges AND consecutive breakout areas; yellow - center of flat ranges (NOT including breakout areas). When a b
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[Silindi] 2019.01.14 08:13 
 

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Andrey Litvichenko
7645
Andrey Litvichenko 2017.10.19 04:21 
 

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Nork
6187
Nork 2017.07.21 14:29 
 

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