MQL5 Programming Articles

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Study the MQL5 language for programming trading strategies in numerous published articles mostly written by you - the community members. The articles are grouped into categories to help you quicker find answers to any questions related to programming: Integration, Tester, Trading Strategies, etc.

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Cross-Platform Expert Advisor: Money Management
Cross-Platform Expert Advisor: Money Management

Cross-Platform Expert Advisor: Money Management

This article discusses the implementation of money management method for a cross-platform expert advisor. The money management classes are responsible for the calculation of the lot size to be used for the next trade to be entered by the expert advisor.
Forecasting market movements using the Bayesian classification and indicators based on Singular Spectrum Analysis
Forecasting market movements using the Bayesian classification and indicators based on Singular Spectrum Analysis

Forecasting market movements using the Bayesian classification and indicators based on Singular Spectrum Analysis

The article considers the ideology and methodology of building a recommendatory system for time-efficient trading by combining the capabilities of forecasting with the singular spectrum analysis (SSA) and important machine learning method on the basis of Bayes' Theorem.
DiNapoli trading system
DiNapoli trading system

DiNapoli trading system

The article describes the Fibo levels-based trading system developed by Joe DiNapoli. The idea behind the system and the main concepts are explained, as well as a simple indicator is provided as an example for more clarity.
An example of an indicator drawing Support and Resistance lines
An example of an indicator drawing Support and Resistance lines

An example of an indicator drawing Support and Resistance lines

The article provides an example of how to implement an indicator for drawing support and resistance lines based on formalized conditions. In addition to having a ready-to-use indicator, you will see how simple the indicator creation process is. You will also learn how to formulate conditions for drawing any desired line by changing the indicator code.
Graphical Interfaces X: Text selection in the Multiline Text box (build 13)
Graphical Interfaces X: Text selection in the Multiline Text box (build 13)

Graphical Interfaces X: Text selection in the Multiline Text box (build 13)

This article will implement the ability to select text using various key combinations and deletion of the selected text, similar to the way it is done in any other text editor. In addition, we will continue to optimize the code and prepare the classes to move on to the final process of the second stage of the library's evolution, where all controls will be rendered as separate images (canvases).
Wolfe Waves
Wolfe Waves

Wolfe Waves

The graphical method proposed by Bill Wolfe allows to detect a pattern, based on which a moment and direction for entry can be found, and also it helps forecast the target which the price should reach, as well as the time of target reaching. The article describes how to create an indicator based on a ZigZag, that would search for Wolfe Waves, and a simple Expert Advisor trading based on this indicator.
Analyzing Balance/Equity graphs by symbols and EAs' ORDER_MAGIC
Analyzing Balance/Equity graphs by symbols and EAs' ORDER_MAGIC

Analyzing Balance/Equity graphs by symbols and EAs' ORDER_MAGIC

With the introduction of hedging, MetaTrader 5 provides an excellent opportunity to trade several Expert Advisors on a single trading account simultaneously. When one strategy is profitable, while the second one is loss-making, the profit graph may hang around zero. In this case, it is useful to build the Balance and Equity graphs for each trading strategy separately.
Thomas DeMark's Sequential (TD SEQUENTIAL) using artificial intelligence
Thomas DeMark's Sequential (TD SEQUENTIAL) using artificial intelligence

Thomas DeMark's Sequential (TD SEQUENTIAL) using artificial intelligence

In this article, I will tell you how to successfully trade by merging a very well-known strategy and a neural network. It will be about the Thomas DeMark's Sequential strategy with the use of an artificial intelligence system. Only the first part of the strategy will be applied, using the Setup and Intersection signals.
Cross-Platform Expert Advisor: Signals
Cross-Platform Expert Advisor: Signals

Cross-Platform Expert Advisor: Signals

This article discusses the CSignal and CSignals classes which will be used in cross-platform expert advisors. It examines the differences between MQL4 and MQL5 on how particular data needed for evaluation of trade signals are accessed to ensure that the code written will be compatible with both compilers.
MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window
MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window

MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window

The ring buffer is the simplest and the most efficient way to arrange data when performing calculations in a sliding window. The article describes the algorithm and shows how it simplifies calculations in a sliding window and makes them more efficient.
Trading with Donchian Channels
Trading with Donchian Channels

Trading with Donchian Channels

In this article, we develop and tests several strategies based on the Donchian channel using various indicator filters. We also perform a comparative analysis of their operation.
Cross-Platform Expert Advisor: Order Manager
Cross-Platform Expert Advisor: Order Manager

Cross-Platform Expert Advisor: Order Manager

This article discusses the creation of an order manager for a cross-platform expert advisor. The order manager is responsible for the entry and exit of orders or positions entered by the expert, as well as for keeping an independent record of such trades that is usable for both versions.
How Long Is the Trend?
How Long Is the Trend?

How Long Is the Trend?

The article highlights several methods for trend identification aiming to determine the trend duration relative to the flat market. In theory, the trend to flat rate is considered to be 30% to 70%. This is what we'll be checking.
Comparative Analysis of 10 Trend Strategies
Comparative Analysis of 10 Trend Strategies

Comparative Analysis of 10 Trend Strategies

The article provides a brief overview of ten trend following strategies, as well as their testing results and comparative analysis. Based on the obtained results, we draw a general conclusion about the appropriateness, advantages and disadvantages of trend following trading.
MQL5 Cookbook - Pivot trading signals
MQL5 Cookbook - Pivot trading signals

MQL5 Cookbook - Pivot trading signals

The article describes the development and implementation of a class for sending signals based on pivots — reversal levels. This class is used to form a strategy applying the Standard Library. Improving the pivot strategy by adding filters is considered.
Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4
Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4

Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4

The article offers a simple emulator of the MetaTrader 5 trading environment for MetaTrader 4. The emulator implements migration and adjustment of trade classes of the Standard Library. As a result, Expert Advisors generated in the MetaTrader 5 Wizard can be compiled and executed in MetaTrader 4 without changes.
Graphical Interfaces X: Word wrapping algorithm in the Multiline Text box (build 12)
Graphical Interfaces X: Word wrapping algorithm in the Multiline Text box (build 12)

Graphical Interfaces X: Word wrapping algorithm in the Multiline Text box (build 12)

We continue to develop the Multiline Text box control. This time our task is to implement an automatic word wrapping in case a text box width overflow occurs, or a reverse word wrapping of the text to the previous line if the opportunity arises.
Universal Trend with the Graphical Interface
Universal Trend with the Graphical Interface

Universal Trend with the Graphical Interface

In this article a universal trend indicator is created based on a number of standard indicators. An additionally created graphical interface allows selecting the type of indicator and adjusting its parameter. The indicator is displayed in a separate window with rows of colored icons.
Patterns available when trading currency baskets. Part II
Patterns available when trading currency baskets. Part II

Patterns available when trading currency baskets. Part II

We continue our discussion of the patterns traders can come across while trading currency baskets. In this part, we will consider the patterns formed when using combined trend indicators. Indicators based on a currency index are to be used as the analytical tool.
Graphical Interfaces X: Sorting, rebuilding the table and controls in the cells (build 11)
Graphical Interfaces X: Sorting, rebuilding the table and controls in the cells (build 11)

Graphical Interfaces X: Sorting, rebuilding the table and controls in the cells (build 11)

We continue to add new features to the rendered table: data sorting, managing the number of columns and rows, setting the table cell types to place controls into them.
A Universal Channel with the Graphical Interface
A Universal Channel with the Graphical Interface

A Universal Channel with the Graphical Interface

All channel indicators are displayed as three lines, including central, top and bottom lines. The drawing principle of the central line is similar to a moving average, while the moving average indicator is mostly used for drawing channels. The top and bottom lines are located at equal distances from the central line. This distance can be determined in points, as percent of price (the Envelopes indicator), using a standard deviation value (Bollinger Bands), or an ATR value (Keltner channel).
Calculating the Hurst exponent
Calculating the Hurst exponent

Calculating the Hurst exponent

The article thoroughly explains the idea behind the Hurst exponent, as well as the meaning of its values and the calculation algorithm. A number of financial market segments are analyzed and the method of working with MetaTrader 5 products implementing the fractal analysis is described.
Graphical Interfaces X: Updates for the Rendered table and code optimization (build 10)
Graphical Interfaces X: Updates for the Rendered table and code optimization (build 10)

Graphical Interfaces X: Updates for the Rendered table and code optimization (build 10)

We continue to complement the Rendered table (CCanvasTable) with new features. The table will now have: highlighting of the rows when hovered; ability to add an array of icons for each cell and a method for switching them; ability to set or modify the cell text during the runtime, and more.
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Visualize this! MQL5 graphics library similar to 'plot' of R language

Visualize this! MQL5 graphics library similar to 'plot' of R language

When studying trading logic, visual representation in the form of graphs is of great importance. A number of programming languages popular among the scientific community (such as R and Python) feature the special 'plot' function used for visualization. It allows drawing lines, point distributions and histograms to visualize patterns. In MQL5, you can do the same using the CGraphics class.
Graphical interfaces X: New features for the Rendered table (build 9)
Graphical interfaces X: New features for the Rendered table (build 9)

Graphical interfaces X: New features for the Rendered table (build 9)

Until today, the CTable was the most advanced type of tables among all presented in the library. This table is assembled from edit boxes of the OBJ_EDIT type, and its further development becomes problematic. Therefore, in terms of maximum capabilities, it is better to develop rendered tables of the CCanvasTable type even at the current development stage of the library. Its current version is completely lifeless, but starting from this article, we will try to fix the situation.
Graphical Interfaces X: The Multiline Text box control (build 8)
Graphical Interfaces X: The Multiline Text box control (build 8)

Graphical Interfaces X: The Multiline Text box control (build 8)

The Multiline Text box control is discussed. Unlike the graphical objects of the OBJ_EDIT type, the presented version will not have restrictions on the number of input characters. It also adds the mode for turning the text box into a simple text editor, where the cursor can be moved using the mouse or keys.
3D Modeling in MQL5
3D Modeling in MQL5

3D Modeling in MQL5

A time series is a dynamic system, in which values of a random variable are received continuously or at successive equally spaced points in time. Transition from 2D to 3D market analysis provides a new look at complex processes and research objects. The article describes visualization methods providing 3D representation of two-dimensional data.
Embed MetaTrader 4/5 WebTerminal on your website for free and make a profit
Embed MetaTrader 4/5 WebTerminal on your website for free and make a profit

Embed MetaTrader 4/5 WebTerminal on your website for free and make a profit

Traders are well familiar with the WebTerminal, which allows trading on financial markets straight from the browser. Add the WebTerminal widget to your website — you can do it absolutely free. If you have a website, you can start selling leads to brokers — we have prepared a ready-to-use web-based solution for you. All you need to do is embed one iframe into your website.
Auto detection of extreme points based on a specified price variation
Auto detection of extreme points based on a specified price variation

Auto detection of extreme points based on a specified price variation

Automation of trading strategies involving graphical patterns requires the ability to search for extreme points on the charts for further processing and interpretation. Existing tools do not always provide such an ability. The algorithms described in the article allow finding all extreme points on charts. The tools discussed here are equally efficient both during trends and flat movements. The obtained results are not strongly affected by a selected timeframe and are only defined by a specified scale.
Graphical interfaces X: Advanced management of lists and tables. Code optimization (build 7)
Graphical interfaces X: Advanced management of lists and tables. Code optimization (build 7)

Graphical interfaces X: Advanced management of lists and tables. Code optimization (build 7)

The library code needs to be optimized: it should be more regularized, which is — more readable and comprehensible for studying. In addition, we will continue to develop the controls created previously: lists, tables and scrollbars.
An Example of Developing a Spread Strategy for Moscow Exchange Futures
An Example of Developing a Spread Strategy for Moscow Exchange Futures

An Example of Developing a Spread Strategy for Moscow Exchange Futures

The MetaTrader 5 platform allows developing and testing trading robots that simultaneously trade multiple financial instruments. The built-in Strategy Tester automatically downloads required tick history from the broker's server taking into account contract specifications, so the developer does not need to do anything manually. This makes it possible to easily and reliably reproduce trading environment conditions, including even millisecond intervals between the arrival of ticks on different symbols. In this article we will demonstrate the development and testing of a spread strategy on two Moscow Exchange futures.
Graphical Interfaces X: Time control, List of checkboxes control and table sorting (build 6)
Graphical Interfaces X: Time control, List of checkboxes control and table sorting (build 6)

Graphical Interfaces X: Time control, List of checkboxes control and table sorting (build 6)

Development of the library for creating graphical interfaces continues. The Time and List of checkboxes controls will be covered this time. In addition, the CTable class now provides the ability to sort data in ascending or descending order.
Patterns available when trading currency baskets
Patterns available when trading currency baskets

Patterns available when trading currency baskets

Following up our previous article on the currency baskets trading principles, here we are going to analyze the patterns traders can detect. We will also consider the advantages and the drawbacks of each pattern and provide some recommendations on their use. The indicators based on Williams' oscillator will be used as analysis tools.
Statistical distributions in the form of histograms without indicator buffers and arrays
Statistical distributions in the form of histograms without indicator buffers and arrays

Statistical distributions in the form of histograms without indicator buffers and arrays

The article discusses the possibility of plotting statistical distribution histograms of market conditions with the help of the graphical memory meaning no indicator buffers and arrays are applied. Sample histograms are described in details and the "hidden" functionality of MQL5 graphical objects is shown.
Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)
Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)

Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)

This article will consider new controls: Text Edit box, Picture Slider, as well as additional simple controls: Text label and Picture. The library continues to grow, and in addition to introduction of new controls, the previously created ones are also being improved.
Universal Oscillator with a GUI
Universal Oscillator with a GUI

Universal Oscillator with a GUI

The article describes the process of creation of a universal indicator based on all oscillators available in the terminal, with its own graphical interface. The GUI allows users to quickly and easily change settings of each oscillator straight from the chart window (without having to open its properties), as well as to compare their values and to select an optimal option for a specific task.
Universal ZigZag
Universal ZigZag

Universal ZigZag

ZigZag is one of the most popular indicators among the MetaTrader 5 users. The article analyzes the possibilities for creating various versions of the ZigZag. The result is a universal indicator with ample opportunities to extend its functionality, which is useful in the development of trading experts and other indicators.
80-20 trading strategy
80-20 trading strategy

80-20 trading strategy

The article describes the development of tools (indicator and Expert Advisor) for analyzing the '80-20' trading strategy. The trading strategy rules are taken from the work "Street Smarts. High Probability Short-Term Trading Strategies" by Linda Raschke and Laurence Connors. We are going to formalize the strategy rules using the MQL5 language and test the strategy-based indicator and EA on the recent market history.
LifeHack for Trader: A comparative report of several tests
LifeHack for Trader: A comparative report of several tests

LifeHack for Trader: A comparative report of several tests

The article deals with the simultaneous launch of Expert Advisor testing on four different trading instruments. The final comparison of four testing reports is provided in a table similar to how goods are represented in online stores. An additional bonus is that distribution charts will be automatically created for each symbol.
The 'Turtle Soup' trading system and its 'Turtle Soup Plus One' modification
The 'Turtle Soup' trading system and its 'Turtle Soup Plus One' modification

The 'Turtle Soup' trading system and its 'Turtle Soup Plus One' modification

The article features formalized rules of two trading strategies 'Turtle Soup' and 'Turtle Soup Plus One' from Street Smarts: High Probability Short-Term Trading Strategies by Linda Bradford Raschke and Laurence A. Connors. The strategies described in the book are quite popular. But it is important to understand that the authors have developed them based on the 15...20 year old market behavior.