MQL4 and 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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Developing a cross-platform grid EA: testing a multi-currency EA
Developing a cross-platform grid EA: testing a multi-currency EA

Developing a cross-platform grid EA: testing a multi-currency EA

Markets dropped down by more that 30% within one month. It seems to be the best time for testing grid- and martingale-based Expert Advisors. This article is an unplanned continuation of the series "Creating a Cross-Platform Grid EA". The current market provides an opportunity to arrange a stress rest for the grid EA. So, let's use this opportunity and test our Expert Advisor.
Developing graphical interfaces for Expert Advisors and indicators based on .Net Framework and C#
Developing graphical interfaces for Expert Advisors and indicators based on .Net Framework and C#

Developing graphical interfaces for Expert Advisors and indicators based on .Net Framework and C#

The article presents a simple and fast method of creating graphical windows using Visual Studio with subsequent integration into the Expert Advisor's MQL code. The article is meant for non-specialist audiences and does not require any knowledge of C# and .Net technology.
Library for easy and quick development of MetaTrader programs (part XV): Collection of symbol objects
Library for easy and quick development of MetaTrader programs (part XV): Collection of symbol objects

Library for easy and quick development of MetaTrader programs (part XV): Collection of symbol objects

In this article, we will consider creation of a symbol collection based on the abstract symbol object developed in the previous article. The abstract symbol descendants are to clarify a symbol data and define the availability of the basic symbol object properties in a program. Such symbol objects are to be distinguished by their affiliation with groups.
Library for easy and quick development of MetaTrader programs (part XX): Creating and storing program resources
Library for easy and quick development of MetaTrader programs (part XX): Creating and storing program resources

Library for easy and quick development of MetaTrader programs (part XX): Creating and storing program resources

The article deals with storing data in the program's source code and creating audio and graphical files out of them. When developing an application, we often need audio and images. The MQL language features several methods of using such data.
Using limit orders instead of Take Profit without changing the EA's original code
Using limit orders instead of Take Profit without changing the EA's original code

Using limit orders instead of Take Profit without changing the EA's original code

Using limit orders instead of conventional take profits has long been a topic of discussions on the forum. What is the advantage of this approach and how can it be implemented in your trading? In this article, I want to offer you my vision of this topic.
Library for easy and quick development of MetaTrader programs (part I). Concept, data management and first results
Library for easy and quick development of MetaTrader programs (part I). Concept, data management and first results

Library for easy and quick development of MetaTrader programs (part I). Concept, data management and first results

While analyzing a huge number of trading strategies, orders for development of applications for MetaTrader 5 and MetaTrader 4 terminals and various MetaTrader websites, I came to the conclusion that all this diversity is based mostly on the same elementary functions, actions and values appearing regularly in different programs. This resulted in DoEasy cross-platform library for easy and quick development of МetaТrader 5 and МetaТrader 4 applications.
MQL5 Cookbook: Implementing Your Own Depth of Market
MQL5 Cookbook: Implementing Your Own Depth of Market

MQL5 Cookbook: Implementing Your Own Depth of Market

This article demonstrates how to utilize Depth of Market (DOM) programmatically and describes the operation principle of CMarketBook class, that can expand the Standard Library of MQL5 classes and offer convenient methods of using DOM.
MQL5 Cookbook: Trading strategy stress testing using custom symbols
MQL5 Cookbook: Trading strategy stress testing using custom symbols

MQL5 Cookbook: Trading strategy stress testing using custom symbols

The article considers an approach to stress testing of a trading strategy using custom symbols. A custom symbol class is created for this purpose. This class is used to receive tick data from third-party sources, as well as to change symbol properties. Based on the results of the work done, we will consider several options for changing trading conditions, under which a trading strategy is being tested.
Library for easy and quick development of MetaTrader programs (part XXXII): Pending trading requests - placing orders under certain conditions
Library for easy and quick development of MetaTrader programs (part XXXII): Pending trading requests - placing orders under certain conditions

Library for easy and quick development of MetaTrader programs (part XXXII): Pending trading requests - placing orders under certain conditions

We continue the development of the functionality allowing users to trade using pending requests. In this article, we are going to implement the ability to place pending orders under certain conditions.
Deep Neural Networks (Part VIII). Increasing the classification quality of bagging ensembles
Deep Neural Networks (Part VIII). Increasing the classification quality of bagging ensembles

Deep Neural Networks (Part VIII). Increasing the classification quality of bagging ensembles

The article considers three methods which can be used to increase the classification quality of bagging ensembles, and their efficiency is estimated. The effects of optimization of the ELM neural network hyperparameters and postprocessing parameters are evaluated.
Library for easy and quick development of MetaTrader programs (part XXIX): Pending trading requests - request object classes
Library for easy and quick development of MetaTrader programs (part XXIX): Pending trading requests - request object classes

Library for easy and quick development of MetaTrader programs (part XXIX): Pending trading requests - request object classes

In the previous articles, we checked the concept of pending trading requests. A pending request is, in fact, a common trading order executed by a certain condition. In this article, we are going to create full-fledged classes of pending request objects — a base request object and its descendants.
MTF indicators as the technical analysis tool
MTF indicators as the technical analysis tool

MTF indicators as the technical analysis tool

Most of traders agree that the current market state analysis starts with the evaluation of higher chart timeframes. The analysis is performed downwards to lower timeframes until the one, at which deals are performed. This analysis method seems to be a mandatory part of professional approach for successful trading. In this article, we will discuss multi-timeframe indicators and their creation ways, as well as we will provide MQL5 code examples. In addition to the general evaluation of advantages and disadvantages, we will propose a new indicator approach using the MTF mode.
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.
MQL for "Dummies": How to Design and Construct Object Classes
MQL for "Dummies": How to Design and Construct Object Classes

MQL for "Dummies": How to Design and Construct Object Classes

By creating a sample program of visual design, we demonstrate how to design and construct classes in MQL5. The article is written for beginner programmers, who are working on MT5 applications. We propose a simple and easy grasping technology for creating classes, without the need to deeply immerse into the theory of object-oriented programming.
Application of the Eigen-Coordinates Method to Structural Analysis of Nonextensive Statistical Distributions
Application of the Eigen-Coordinates Method to Structural Analysis of Nonextensive Statistical Distributions

Application of the Eigen-Coordinates Method to Structural Analysis of Nonextensive Statistical Distributions

The major problem of applied statistics is the problem of accepting statistical hypotheses. It was long considered impossible to be solved. The situation has changed with the emergence of the eigen-coordinates method. It is a fine and powerful tool for a structural study of a signal allowing to see more than what is possible using methods of modern applied statistics. The article focuses on practical use of this method and sets forth programs in MQL5. It also deals with the problem of function identification using as an example the distribution introduced by Hilhorst and Schehr.
Fuzzy logic to create manual trading strategies
Fuzzy logic to create manual trading strategies

Fuzzy logic to create manual trading strategies

This article suggests the ways of improving manual trading strategy by applying fuzzy set theory. As an example we have provided a step-by-step description of the strategy search and the selection of its parameters, followed by fuzzy logic application to blur overly formal criteria for the market entry. This way, after strategy modification we obtain flexible conditions for opening a position that has a reasonable reaction to a market situation.
Applying OLAP in trading (part 4): Quantitative and visual analysis of tester reports
Applying OLAP in trading (part 4): Quantitative and visual analysis of tester reports

Applying OLAP in trading (part 4): Quantitative and visual analysis of tester reports

The article offers basic tools for the OLAP analysis of tester reports relating to single passes and optimization results. The tool can work with standard format files (tst and opt), and it also provides a graphical interface. MQL source codes are attached below.
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Continuous Walk-Forward Optimization (Part 1): Working with Optimization Reports

Continuous Walk-Forward Optimization (Part 1): Working with Optimization Reports

The first article is devoted to the creation of a toolkit for working with optimization reports, for importing them from the terminal, as well as for filtering and sorting the obtained data. MetaTrader 5 allows downloading optimization results, however our purpose is to add our own data to the optimization report.
Deep Neural Networks (Part I). Preparing Data
Deep Neural Networks (Part I). Preparing Data

Deep Neural Networks (Part I). Preparing Data

This series of articles continues exploring deep neural networks (DNN), which are used in many application areas including trading. Here new dimensions of this theme will be explored along with testing of new methods and ideas using practical experiments. The first article of the series is dedicated to preparing data for DNN.
MetaTrader 4 Expert Advisor exchanges information with the outside world
MetaTrader 4 Expert Advisor exchanges information with the outside world

MetaTrader 4 Expert Advisor exchanges information with the outside world

A simple, universal and reliable solution of information exchange between МetaТrader 4 Expert Advisor and the outside world. Suppliers and consumers of the information can be located on different computers, the connection is performed through the global IP addresses.
Applying the Monte Carlo method for optimizing trading strategies
Applying the Monte Carlo method for optimizing trading strategies

Applying the Monte Carlo method for optimizing trading strategies

Before launching a robot on a trading account, we usually test and optimize it on quotes history. However, a reasonable question arises: how can past results help us in the future? The article describes applying the Monte Carlo method to construct custom criteria for trading strategy optimization. In addition, the EA stability criteria are considered.
Simple Trading Systems Using Semaphore Indicators
Simple Trading Systems Using Semaphore Indicators

Simple Trading Systems Using Semaphore Indicators

If we thoroughly examine any complex trading system, we will see that it is based on a set of simple trading signals. Therefore, there is no need for novice developers to start writing complex algorithms immediately. This article provides an example of a trading system that uses semaphore indicators to perform deals.
Using WinInet.dll for Data Exchange between Terminals via the Internet
Using WinInet.dll for Data Exchange between Terminals via the Internet

Using WinInet.dll for Data Exchange between Terminals via the Internet

This article describes the principles of working with the Internet via the use of HTTP requests, and data exchange between terminals, using an intermediate server. An MqlNet library class is presented for working with Internet resources in the MQL5 environment. Monitoring prices from different brokers, exchanging messages with other traders without exiting the terminal, searching for information on the Internet – these are just some examples, reviewed in this article.
A DLL-free solution to communicate between MetaTrader 5 terminals using Named Pipes
A DLL-free solution to communicate between MetaTrader 5 terminals using Named Pipes

A DLL-free solution to communicate between MetaTrader 5 terminals using Named Pipes

The article describes how to implement Interprocess Communication between MetaTrader 5 client terminals using named pipes. For the use of the named pipes, the CNamedPipes class is developed. For the test of its use and to measure the connection throughput, the tick indicator, the server and client scripts are presented. The use of named pipes is sufficient for real-time quotes.
Library for easy and quick development of MetaTrader programs (part XXVI): Working with pending trading requests - first implementation (opening positions)
Library for easy and quick development of MetaTrader programs (part XXVI): Working with pending trading requests - first implementation (opening positions)

Library for easy and quick development of MetaTrader programs (part XXVI): Working with pending trading requests - first implementation (opening positions)

In this article, we are going to store some data in the value of the orders and positions magic number and start the implementation of pending requests. To check the concept, let's create the first test pending request for opening market positions when receiving a server error requiring waiting and sending a repeated request.
Creating Multi-Expert Advisors on the basis of Trading Models
Creating Multi-Expert Advisors on the basis of Trading Models

Creating Multi-Expert Advisors on the basis of Trading Models

Using the object-oriented approach in MQL5 greatly simplifies the creation of multi-currency/multi-system /multi-time-frame Expert Advisors. Just imagine, your single EA trades on several dozens of trading strategies, on all of the available instruments, and on all of the possible time frames! In addition, the EA is easily tested in the tester, and for all of the strategies, included in its composition, it has one or several working systems of money management.
How to quickly develop and debug a trading strategy in MetaTrader 5
How to quickly develop and debug a trading strategy in MetaTrader 5

How to quickly develop and debug a trading strategy in MetaTrader 5

Scalping automatic systems are rightfully regarded the pinnacle of algorithmic trading, but at the same time their code is the most difficult to write. In this article we will show how to build strategies based on analysis of incoming ticks using the built-in debugging tools and visual testing. Developing rules for entry and exit often require years of manual trading. But with the help of MetaTrader 5, you can quickly test any such strategy on real history.
Displaying a News Calendar
Displaying a News Calendar

Displaying a News Calendar

This article contains the description of writing a simple and convenient indicator displaying in a working area the main economic events from external Internet resources.
Indicator for Point and Figure Charting
Indicator for Point and Figure Charting

Indicator for Point and Figure Charting

There are lots of chart types that provide information on the current market situation. Many of them, such as Point and Figure chart, are the legacy of the remote past. The article describes an example of Point and Figure charting using a real time indicator.
The Indicators of the Micro, Middle and Main Trends
The Indicators of the Micro, Middle and Main Trends

The Indicators of the Micro, Middle and Main Trends

The aim of this article is to investigate the possibilities of trade automation and the analysis, on the basis of some ideas from a book by James Hyerczyk "Pattern, Price & Time: Using Gann Theory in Trading Systems" in the form of indicators and Expert Advisor. Without claiming to be exhaustive, here we investigate only the Model - the first part of the Gann theory.
Developing the oscillator-based ZigZag indicator. Example of executing a requirements specification
Developing the oscillator-based ZigZag indicator. Example of executing a requirements specification

Developing the oscillator-based ZigZag indicator. Example of executing a requirements specification

The article demonstrates the development of the ZigZag indicator in accordance with one of the sample specifications described in the article "How to prepare Requirements Specification when ordering an indicator". The indicator is built by extreme values defined using an oscillator. There is an ability to use one of five oscillators: WPR, CCI, Chaikin, RSI or Stochastic Oscillator.
Price velocity measurement methods
Price velocity measurement methods

Price velocity measurement methods

There are multiple different approaches to market research and analysis. The main ones are technical and fundamental. In technical analysis, traders collect, process and analyze numerical data and parameters related to the market, including prices, volumes, etc. In fundamental analysis, traders analyze events and news affecting the markets directly or indirectly. The article deals with price velocity measurement methods and studies trading strategies based on that methods.
Library for easy and quick development of MetaTrader programs (part V): Classes and collection of trading events, sending events to the program
Library for easy and quick development of MetaTrader programs (part V): Classes and collection of trading events, sending events to the program

Library for easy and quick development of MetaTrader programs (part V): Classes and collection of trading events, sending events to the program

In the previous articles, we started creating a large cross-platform library simplifying the development of programs for MetaTrader 5 and MetaTrader 4 platforms. In the fourth part, we tested tracking trading events on the account. In this article, we will develop trading event classes and place them to the event collections. From there, they will be sent to the base object of the Engine library and the control program chart.
Applying network functions, or MySQL without DLL: Part I - Connector
Applying network functions, or MySQL without DLL: Part I - Connector

Applying network functions, or MySQL without DLL: Part I - Connector

MetaTrader 5 has received network functions recently. This opened up great opportunities for programmers developing products for the Market. Now they can implement things that required dynamic libraries before. In this article, we will consider them using the implementation of the MySQL as an example.
Deep Neural Networks (Part IV). Creating, training and testing a model of neural network
Deep Neural Networks (Part IV). Creating, training and testing a model of neural network

Deep Neural Networks (Part IV). Creating, training and testing a model of neural network

This article considers new capabilities of the darch package (v.0.12.0). It contains a description of training of a deep neural networks with different data types, different structure and training sequence. Training results are included.
Creating MQL5 Expert Advisors in minutes using EA Tree: Part One
Creating MQL5 Expert Advisors in minutes using EA Tree: Part One

Creating MQL5 Expert Advisors in minutes using EA Tree: Part One

EA Tree is the first drag and drop MetaTrader MQL5 Expert Advisor builder. You can create complex MQL5 using a very easy to use graphical user interface. In EA Tree, Expert Advisors are created by connecting boxes together. Boxes may contain MQL5 functions, technical indicators, custom indicators, or values. Using the "tree of boxes", EA Tree generates the MQL5 code of the Expert Advisor.
950 websites broadcast the Economic Calendar from MetaQuotes
950 websites broadcast the Economic Calendar from MetaQuotes

950 websites broadcast the Economic Calendar from MetaQuotes

The widget provides websites with a detailed release schedule of 500 indicators and indices, of the world's largest economies. Thus, traders quickly receive up-to-date information on all important events with explanations and graphs in addition to the main website content.
My First "Grail"
My First "Grail"

My First "Grail"

Examined are the most frequent mistakes that lead the first-time programmers to creation of a "super-moneymaking" (when tested) trading systems. Exemplary experts that show fantastic results in tester, but result in losses during real trading are presented.
Expert Advisors Based on Popular Trading Systems and Alchemy of Trading Robot Optimization
Expert Advisors Based on Popular Trading Systems and Alchemy of Trading Robot Optimization

Expert Advisors Based on Popular Trading Systems and Alchemy of Trading Robot Optimization

This article dwells on implementation algorithm of simplest trading systems. The article will be useful for beginning traders and EA writers.
Automatic Selection of Promising Signals
Automatic Selection of Promising Signals

Automatic Selection of Promising Signals

The article is devoted to the analysis of trading signals for the MetaTrader 5 platform, which enable the automated execution of trading operations on subscribers' accounts. Also, the article considers the development of tools, which help search for potentially promising trading signals straight from the terminal.