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Articles on Trending Technologies
Technical articles with clear explanations and examples
Parallel Programming in R
Parallel programming is a software development practice that involves dividing a computation or task into smaller parts that can be executed concurrently or in parallel. Parallel programming can help improve the performance and efficiency of your R code by utilizing multiple processors or cores in a computer or cluster. The main concept of parallel programming is, if one operation can be performed in S seconds using a single processor, then it should be able to get executed in S / N seconds when N processors are involved. Need for Parallel Programming in R Most of the time the code in ...
Read MoreManipulating Time Series Data in R with xts & zoo
The xts and zoo are two R packages that provide tools and functions for manipulating time series data. Both packages offer functions for reading, writing, and manipulating time series data stored in various formats, such as CSV, Excel, and other data sources. We shall start by introducing xts and zoo classes, basic manipulations, merging and modifying time series, and by the end, we will be discussing applying and aggregating by time. XTS and Zoo class Syntax In R, xts extends the zoo class. An xts object is similar to a matrix of observations that are indexed by a time object. ...
Read MoreJoining Data in R with data.table
In this article, we will discuss joining data in R using data.table package. By the term “joining data” we mean to say that performing different types of joins operations like INNER JOIN, LEFT OUTER JOIN, RIGHT OUTER JOIN, AND FULL OUTER JOIN between two or more tables. The main purpose of doing join operations between tables is to access data from multiple tables on the basis of some attribute (or column) condition. R provides us data.table package with the help of which we can handle tabular data (having rows and columns) very efficiently. This package was launched as an alternative ...
Read MoreDefensive R Programming
Defensive programming is a software development practice that involves designing and implementing code in a way that anticipates and prevents errors and vulnerabilities. In R programming, defensive programming involves using techniques and strategies to ensure that your R code is robust, reliable, and secure. By the word “Defensive” in defensive programming, most of you might be confused about whether it means writing such a code that doesn’t fail at all. But the actual definition of “Defensive programming” is writing such a code that fails properly. By “failing properly”, we mean − If the code fails, then it should be ...
Read MoreData Manipulation in R with data.table
Data manipulation is a crucial step in the data analysis process, as it allows us to prepare and organize our data in a way that is suitable for the specific analysis or visualization. There are many different tools and techniques for data manipulation, depending on the type and structure of the data, as well as the specific goals of the manipulation. The data.table package is an R package that provides an enhanced version of the data.frame class in R. It’s syntax and features make it easier and faster to manipulate and work with large datasets. The date.table is one ...
Read MoreGolang program to search an element in the slice
In this tutorial, we will grasp how to search an element in slice using different set of examples. A slice is a sequence of elements just like an array. An array is a fixed sequence of elements whereas slice is a dynamic array which means its value is not fixed and can be changed. Slices are more efficient and faster than arrays moreover they are passed by reference instead by value. Syntax func append(slice, element_1, element_2…, element_N) []T The append function is used to add values to an array slice. It takes number of arguments. The first argument ...
Read MoreGolang program to remove all elements from an array
In this tutorial, we will execute the program of removing all the elements of array using different set of examples. An array is a well-defined collection of elements stored at contiguous memory locations. The output is printed in the screen using fmt.Println() function. Let’s see few examples to get a clear understanding of this concept. Syntax func append(slice, element_1, element_2…, element_N) []T The append function is used to add values to an array slice. It takes number of arguments. The first argument is the array to which we wish to add the values followed by the values to ...
Read MoreGolang program to get the first and last element from a slice
In this tutorial, we will discuss how to obtain the first and last element from a slice. A slice is a dynamic-sequence that stores elements of a similar type. It is similar to array but it can be resized whereas an array is of fixed range. Let’s understand the concept using some examples. Method 1: Using integer values In this method, we will use integer values to get the first and last element from a slice. The output will be printed on the screen using fmt.Println() function. Let’s go through the example to understand how it can be done. Algorithm ...
Read MoreGolang program to compare elements in two slices
In this tutorial, we will learn how to compare elements in two slices. In slices a simple equality comparison is not possible so the slices are compared with their lengths and the elements present in the loop. The output will be printed in the form of Boolean value on the console with the help of fmt.Println() function. Let’s see how to execute this with the help of an example. Method 1: Using a user-defined function In this method, we will compare elements in two slices using an external function and, in that function, we will set some conditions, if the ...
Read MoreGolang program to replace elements in a slice
In this tutorial, , we will grasp how to replace elements in a slice using different set of examples. A slice is a dynamic array which means that its value is not fixed like array. The output will be printed on the screen using fmt.Println() function. Let’s see how it can be implemented with crystal-clear examples. Method 1: Using built-in copy function In this method, we will use the built-in function copy to replace elements in slice which means at the place of original element and new element will be placed. The built-in functions shorten the code and easily solve ...
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