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WalkForwardBuilder

This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight 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. Since the library generates files with the metadata in the "tester\Files" directory (during the optimization), it is necessary to manually move the files to the "MQL4\Files" directory.

The script only works in conjunction with the library. The library is purchased separately and must be included in an expert.

There is a similar script for MetaTrader 5 - WalkForwardBuilder MT5, although it is auxiliary, as the MetaTrader 5 version of the library - WalkForwardLight MT5 - automatically creates files with the metadata in the "MQL5\Files" directory and builds reports.

A detailed User's Guide (in Russian) is available in the blog.

This script performs a walk-forward analysis using an unconventional method (details are in the User's Guide). There is another set of tools - the WalkForwardOptimizer library and the WalkForwardReporter script (their MetaTrader 5 counterpart is the WalkForwardOptimizer MT5 library, which does not require the script) for those, who want to adhere to the standard procedure more accurately (as much as possible with an implementation in the built-in tester without third-party programs).


Input parameters

  • CSVFolder - name of the folder with the metadata files; is left blank, the script looks for the folder name in the WFL_FILE_ global variable created by the library;
  • Estimator - optimization criterion; available values - wfo_profit, wfo_sharpe, wfo_pf, wfo_drawdown, wfo_profit_by_drawdown, wfo_profit_trades_by_drawdown, wfo_average;


Metrics in reports

Cluster report

The cluster report at the top of the HTML page contains generalized tables of expert's forward testing results at different ombinations of the optimization window sizes and the forward testing step sizes. The columns correspond to the window sizes of 10%, 20%, 30%, 40%, 50% of the total date range in the tester settings. The rows correspond to the forward step sizes of 5%, 10%, 15%, 20%, 25%, 30% from the window size. All percentages are recalculated to bars (see the Bars table).

The cluster report consists of the following tables:

  • annualized profit/loss - the hypothetical profit of the EA per year, with the earnings recalculated in proportion to the optimization and testing periods.
  • efficiency - the ratio of the annual profit on testing period and optimization period of the same pass.
  • consistency - percentage of profitable passes among all test passes of the "spliced" forward test.
  • bars - the size of the window and step in bars.

All tables cells in the cluster report are links, clicking them allows to quickly navigate to the corresponding refinement report.

Refinement reports

The refinement report contains details of how the forward testing metrics were obtained for a particular combination of the size of the optimization window and the forward step. The rows in the refinement report correspond to the tester runs, where the best parameters for the optimization window were found. The results of the subsequent test on a forward step, calculated in the same tester run, are displayed in the same row.

The columns contain the start and end dates of the optimization window, the forward end date, as well as the following metrics for two periods at the same time - optimization window (blue background) and forward test (yellow background): profit, profit factor (Sharpe ratio can be selected), profit, loss, the number of successful and unsuccessful trades, as well as the drawdown in physical terms and in percentage terms. The right column with the pass number allows determining the correspondence between this report and the standard optimization report of the tester, in particular for obtaining input parameters and running a single test.

It also displays the average, maximum, minimum values and variance; annual profit, efficiency, stability and drawdown of the "spliced" forward test on all steps, as well as a schematic representation of the balance curve of the forward test.

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Basket EA MT4 es el mejor cosechador de ganancias y el protector de cuenta definitivo, todo en una solución muy fácil de usar. La idea detrás de Basket EA ΜΤ4 es poder controlar las ganancias y/o pérdidas generales de su cuenta comercial a nivel de canasta, para todas sus posiciones abiertas combinadas. Ofrece configuraciones de canasta de toma de ganancias, stop loss, break even y trailing stop loss en porcentaje del saldo de la cuenta o en la moneda de la cuenta (en dinero) para todas las pos
Exp Averager
Vladislav Andruschenko
4.8 (20)
Exp-Averager   está diseñado para promediar sus operaciones que han recibido una cierta reducción al abrir operaciones promedio. El asesor tiene la capacidad de abrir nuevas posiciones en tendencia o en contra de la tendencia actual. También incluye una función de trailing stop inteligente que se aplica a una serie de posiciones. El asesor puede aumentar o disminuir el tamaño del lote de las posiciones. Esta es una estrategia ampliamente utilizada para llevar las posiciones perdedoras al preci
News Trapper EA
Noha Mohamed Fathy Younes Badr
4.86 (14)
Hola a todos. News trapper EA es un experto para el comercio de noticias OFERTA LIMITADA: ¡Precio 49$ solo por 10 copias! Siguiente precio 99 no puedes hacer back test porque las noticias son eventos futuros Experto muy seguro pone Ajustes tasa de interés solamente o noticias de alto impacto para Trading Automatizado en las noticias del calendario económico. Muestra un comercio estable durante los últimos 10 años. EA no utiliza tecnologías peligrosas como martingale, grid. El Experto es muy simp
Extra Time Bar
Mostafa Saad Saeed Shawara
Barra de tiempo extra / Extra Time Bar es una herramienta diseñada para mejorar sus operaciones permitiéndole agregar una barra de tiempo personalizada a sus gráficos. Con esta herramienta, ya no está limitado únicamente a la hora del servidor: puede configurar el gráfico para que muestre cualquier zona horaria de su elección. como su hora local, la hora media de Greenwich o cualquier otra. Características de la barra de tiempo extra: 1. Personalización de zona horaria: Elija la zona horari
This adds an easy to use trading panel to your MetaTrader4 chart, enabling you to enter the market at lightning speed with your risk automatically calculated. Plus, it will help you automate your trade management with automatic & one click partial profits, stop loss to breakeven and more. Click here for the full Trade Buddy user guide If you want to test Trade Buddy before you purchase, please message us by visiting our profile and we will provide you with a 7 day free trial. Best of all, it’s c
A "simple design" trading panel, which is characterized by small byte size, low CPU usage, simple steps, and quick operation, 1 to 2 clicks to complete a functional operation, saving time and increasing efficiency . The panel is easy to use, and it is not complicated to set parameters, which is in line with traders' habits. At the same time, its compact- design, clear at a glance, and comprehensive functions are a powerful tool for manual trading! Key features of the panel:   Click "Bid Pri
Smart Key Trade Manager
Stephen Sanjeeve Sahayam
La mayoría de los comerciantes minoristas no pueden administrar el riesgo y arruinar las cuentas al arriesgar demasiado o comerciar demasiado. Esta herramienta automatiza por completo la reducción y la gestión de riesgos, lo que permite que el operador solo se concentre en sus entradas. Es el primer y único gestor de operaciones que utiliza la acción del precio con su función Aggressive Risk Control para cerrar automáticamente posiciones parciales cuando el precio va en contra de la operación.
Tome el control de su cartera de divisas. ¡Vea instantáneamente dónde se encuentra, qué funciona y qué le causa dolor! VERSIÓN MT5 DISPONIBLE AQUÍ: https://www.mql5.com/en/market/product/58658 El Trade Manager Dashboard está diseñado para mostrarle de un vistazo dónde se encuentra actualmente cada posición que tiene en el mercado de divisas, y hacer que la gestión de riesgos y la exposición a las divisas sean más fáciles de entender. Para los comerciantes que escalan gradualmente en el mercad
OrderManager MT4
Lukas Roth
4.67 (21)
Presentamos el OrderManager : Una herramienta revolucionaria para MT4 Gestiona tus operaciones como un profesional con la nueva utilidad Order Manager para MetaTrader 4. Diseñado con la simplicidad y la facilidad de uso en mente, Order Manager te permite definir y visualizar fácilmente el riesgo asociado con cada operación, permitiéndote tomar decisiones informadas y optimizar tu estrategia de trading. Para más información sobre OrderManager, por favor consulta el manual. [ Manual ] [ Versión MT
MT4 To Telegram Sender
Levi Dane Benjamin
3.5 (4)
¡Envía señales totalmente personalizables desde MT4 a Telegram y conviértete en un Proveedor de Señales! Este producto se presenta en una interfaz gráfica fácil de usar y visualmente atractiva. ¡Personaliza tus ajustes y comienza a usar el producto en minutos! Guía del Usuario + Demo  | Versión MT5  | Versión Discord Si deseas probar una demo, por favor ve a la Guía del Usuario. El Enviador de MT4 a Telegram NO funciona en el probador de estrategias. Características de MT4 a   Telegram Per
KT Equity Protector MT4
KEENBASE SOFTWARE SOLUTIONS
3.25 (4)
KT Equity Protector EA consistently monitors the account equity and closes all the market and pending orders once the account equity reached a fixed equity stop loss or profit target.  After closing all trading positions, the EA can close all open charts to stop other expert advisors from opening more trading positions. Equity Stop-Loss If your current account balance is $5000 and you set an equity stop loss at $500. In this case, the KT Equity Protector will close all the active and pending
The Expert Advisor will help you forward all pop-up alert with screenshot from  MetaTrader 4 to Telegram channel/ group, also forward all notifications to Telegram. Parameters  -  Telegram Bot Token - create bot on Telegram and get token.  -  Telegram Chat ID  - input your Telegram user ID,  group / channel ID  -  Forward Alert - default true, to forward alert.  -  Send message as caption of Screenshot - default false, set true to send message below Screenshot  How to setup and guide  - Telegram
TakePropips TradePad Pro
Eric John Pajarillaga Aldana
5 (4)
¡TakePropips TradePad Pro incluye un poderoso administrador comercial, un medidor de fortaleza de la moneda, herramientas de informes de cuentas, herramientas de gestión de riesgos y más! ¡Es uno de los gerentes y asistentes comerciales de forex más avanzados que jamás haya encontrado! Es la solución perfecta para los comerciantes que desean una forma más eficiente de administrar las transacciones comerciales. Puede descargar el manual de usuario en nuestra publicación de blog:   https://www.mql
The News Filter
Leolouiski Gan
5 (24)
Este producto filtra todos los asesores expertos y los gráficos manuales durante el tiempo de noticias, por lo que no tendrás que preocuparte por los repentinos picos de precios que podrían destruir tus configuraciones de negociación manuales o las operaciones realizadas por otros asesores expertos. Este producto también viene con un sistema completo de gestión de órdenes que puede manejar tus posiciones abiertas y órdenes pendientes antes del lanzamiento de cualquier noticia. Una vez que compre
Otros productos de este autor
WalkForwardOptimizer MT5
Stanislav Korotky
3.63 (8)
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.
VolumeDeltaBars
Stanislav Korotky
This indicator is a conventional analytical tool for tick volumes changes. It calculates tick volumes for buys and sells separately, and their delta on every bar, and displays volumes by price clusters (cells) within a specified bar (usually the latest one). The algorithm used internally is the same as in the indicator VolumeDeltaMT5 , but results are shown as cumulative volume delta bars (candlesticks). Analogous indicator for MetaTrader 4 exists - CumulativeDeltaBars . This is a limited substi
VolumeDeltaMT5
Stanislav Korotky
This indicator provides the analysis of tick volume deltas. It calculates tick volumes for buys and sells separately, and their delta on every bar, and displays volumes by price clusters (cells) within a specified bar (usually the latest one). This is a limited substitution of market delta analysis based on real volumes, which are not available on Forex. The indicator displays the following data in its sub-window: light-blue histogram - buy (long) volumes; orange histogram - sell (short) volumes
RenkoFromRealTicks
Stanislav Korotky
4.5 (2)
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
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
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. The library OrderBook History Library reads market book state in the past from archive files, created by OrderBook Recorder . The library can be embedded into you
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-f
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
CCFpExt
Stanislav Korotky
CCFpExt is an extended version of the classic cluster indicator - CCFp. 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, including cases when tickers have different trading schedule; Using up to 30 instruments for market calculation (only first 8 are displayed). Parameters Instruments - comma separated list of instruments with a common cu
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
RenkoChartsDemo
Stanislav Korotky
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
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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
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
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. The indicator OrderBook Cumulative Indicator accumulates market book data online and visualizes them on the chart. In addition, the indicator can show the market
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
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
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Ali irwan
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Ali irwan 2017.07.29 00:53 
 

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Versión 1.1 2021.11.23
Minor improvements in logs and stats.