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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ATTENTION: The Indicator cannot be backtested, as it is generated exclusively from live intraday calculations based on options flow. GEX Level Converter – Gamma Exposure Mapping for CFD Charts NASDAQ-100 edition — for US100 · NDX · NAS100 · USTECH and every Nasdaq-100 CFD equivalent Instantly see professional options-market levels directly on your MetaTrader Nasdaq-100 CFD chart. The GEX Level Converter translates the daily Gamma Exposure (GEX) zones of the NDX options market into precise pri
天机跟单系统-MT4接收端 天机文件跟单系统是一款专业的跨平台跟单EA,让您在MT4和MT5之间自由复制交易。无论您是管理多个账户、在模拟盘与实盘之间验证策略,还是在不同券商之间迁移交易,天机都能为您提供稳定、灵活、安全的跟单体验。 重要提示:本系统由「发送端 + 接收端」两个EA文件组成,缺一不可,需成对使用。请确保下载了对应您平台(MT4或MT5)的两个文件。 下载   MT5发送端   访问: https://www.mql5.com/zh/market/product/187073 下载   MT5接收端   访问: https://www.mql5.com/zh/market/product/187071 下载   MT4发送端   访问: https://www.mql5.com/zh/market/product/187078 下载   MT4接收端   访问: https://www.mql5.com/zh/market/product/187074 如果这个跟单系统对你有帮助,请给个好评,你的认可是我持续更新最大的动力 核心功能 真正的
天机跟单系统 -MT4发送端 天机文件跟单系统是一款专业的跨平台跟单EA,让您在MT4和MT5之间自由复制交易。无论您是管理多个账户、在模拟盘与实盘之间验证策略,还是在不同券商之间迁移交易,天机都能为您提供稳定、灵活、安全的跟单体验。 重要提示:本系统由「发送端 + 接收端」两个EA文件组成,缺一不可,需成对使用。请确保下载了对应您平台(MT4或MT5)的两个文件。 下载   MT5发送端   访问: https://www.mql5.com/zh/market/product/187073 下载   MT5接收端   访问: https://www.mql5.com/zh/market/product/187071 下载   MT4发送端   访问: https://www.mql5.com/zh/market/product/187078 下载   MT4接收端   访问: https://www.mql5.com/zh/market/product/187074 如果这个跟单系统对你有帮助,请给个好评,你的认可是我持续更新最大的动力 核心功能 真正的跨
This is a program in the form of an EA that attaches to a chart in MetaTrader 4. Then, by using API from Bittrex, Binance websites, it downloads the history of altcoins. By selecting a pair name, the EA automatically downloads all time frames history (Daily,H12,H4,H2,H1,M30,M15,M5,M3,M1) so there is no need to attach multiple EAs to different charts. You can select one pair from Bittrex and 4 pairs from Binance exchange with one running EA and create up to 15 timeframes for 5 different pairs. Th
Smart Trader MT4
Agus Santoso
5 (1)
Versione MT4: https://www.mql5.com/en/market/product/91169 Versione MT5: https://www.mql5.com/en/market/product/110193 Segnale Live: https://www.mql5.com/en/signals/2345410 Vi presentiamo l'assistente di trading "Smart Trader", l'esperto consulente di riferimento, lo strumento definitivo a cui si affidano i trader professionisti di tutto il mondo per la sua impareggiabile adattabilità e le strategie di gestione del rischio all'avanguardia. Il cuore di "Smart Trader" è il suo rivoluzionario si
Copiatrice->Interazione dell'interfaccia comoda e veloce, gli utenti possono utilizzarla subito       ->>>> Si consiglia di utilizzarlo su computer Windows o VPS Windows Caratteristiche: Impostazioni di copy trading diversificate e personalizzate: 1. È possibile impostare diverse modalità di lotto per diverse fonti di segnale 2. È possibile impostare diverse fonti di segnale per il copy trading forward e reverse 3. I segnali possono essere impostati con commenti 4. Se calibrare il lotto in base
Take a Break
Eric Emmrich
5 (31)
Take a Break pauses your Expert Advisors when trading is a bad idea: before news, after a daily loss, outside your trading hours, or when a rule you wrote yourself says so. When the pause is over, your EAs simply continue. Account protection for all your EAs in one tool: news filter, drawdown and equity protection, time filter and custom rules. One EA on one chart protects the whole account, the free indicator gives every chart its own rules on top. Free demo | What is new in 26.09 | Support Ass
EA Local Trade Copier Pro MT4: Il duplicatore di operazioni definitivo senza DLL Sei stanco di copiatori di operazioni complicati che richiedono DLL esterne non sicure, bloccano il tuo terminale o ti confondono con file "Master" e "Client" separati? Sperimenta la prossima generazione di copia di operazioni con EA Local Trade Copier Pro MT4. Progettata per la massima stabilità, esecuzione fulminea e massima semplicità, questa utility ti consente di copiare senza interruzioni operazioni tra più te
CloseIfProfitorLoss with Trailing
Vladislav Andruschenko
4.88 (32)
Close If Profit or Loss with Trailing per MetaTrader 4 — chiusura automatica per profitto totale o perdita totale Un’utilità pratica per MetaTrader 4 che chiude automaticamente le posizioni quando il profitto totale o la perdita totale raggiunge il livello impostato. L’Expert Advisor monitora le operazioni aperte, calcola il risultato flottante, può usare Trailing Profit e aiuta a gestire le posizioni più rapidamente rispetto a una reazione manuale. MetaTrader 4 è ancora molto utilizzato da tra
Multi Copy
Kaijun Wang
5 (1)
Copiatrice->Interazione dell'interfaccia comoda e veloce, gli utenti possono utilizzarla subito       ->>>> Si consiglia di utilizzarlo su computer Windows o VPS Windows Funzioni di base: La velocità di interazione normale del copy trading è inferiore a 0,5 s Rileva automaticamente le sorgenti del segnale e visualizza un elenco degli account delle sorgenti del segnale Abbinamento automatico dei simboli, il 95% dei simboli di trading comunemente utilizzati su diverse piattaforme (casi speciali co
Trend Line Optimizer
Evgenii Aksenov
4.11 (19)
Questo è un ottimizzatore automatico dei parametri per l'indicatore Trend Line PRO Facilmente e rapidamente si selezionerà i parametri ottimali per il vostro indicatore preferito Trend Line PRO.  L'ottimizzazione richiede solo pochi secondi. L'ottimizzatore consente di trovare i migliori parametri per ogni coppia e periodo: Ampiezza, TP1-TP3, StopLoss, nonché i valori per Filtro tempo e filtro HTF nella sezione cronologia selezionata (Giorni)  Per ottimizzare tempi diversi, è necessario un div
Trade Dashboard MT4
Fatemeh Ameri
4.96 (54)
Trade Dashboard simplifies how you open, manage, and control your trades, with built-in lot size calculation. It allows you to execute trades, manage risk, and control positions directly on the chart, with tools such as partial close, breakeven, and trailing stop. Designed to reduce manual work and help you stay focused on your trading decisions. A demo version is available for testing. Detailed explanations of features are provided within the MQL5 platform. Installation instructions are include
Altri dall’autore
RenkoFromRealTicks
Stanislav Korotky
4.67 (3)
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
ADXS
Stanislav Korotky
5 (3)
Ever wondered why standard ADX is made unsigned and what if it would be kept signed? This indicator gives the answer, which allows you to trade more efficient. This indicator calculates ADX values using standard formulae, but excludes operation of taking the module of ADX values, which is forcedly added into ADX for some reason. In other words, the indicator preserves natural signs of ADX values, which makes it more consistent, easy to use, and gives signals earlier than standard ADX. Strictly s
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
FREE
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
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
OrderBook Recorder
Stanislav Korotky
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
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
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
WalkForwardDemo MT5
Stanislav Korotky
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
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
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
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
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
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
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
PriceProbability
Stanislav Korotky
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
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Ali irwan
5149
Ali irwan 2017.07.29 00:53 
 

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