Today, I am sharing an overview of the awk command in Linux for bioinformatics applications, covering core principles, frequently used scenarios, and examples, which can efficiently process commonly used structured text data such as genomic and transcriptomic data. 1. Core Principles of awk awk = Text Scanning Engine + Programming Language Line-by-line Processing: Treats the … Read more
Python Automation ├── Web Automation (Browser Operations) │ └── Selenium, Playwright, Puppeteer ├── Desktop Application Automation (Windows/Mac Software) │ └── pyautogui, pywinauto ├── API Automation (Interface Testing) │ └── requests, httpx ├── File Automation (Batch Processing Files) │ └── os, shutil, pathlib ├── Data Automation (Web Scraping, Data Processing) │ └── requests, BeautifulSoup, pandas └── … Read more
IntroductionIn the field of meteorological data science, the explosive growth of data poses a severe challenge to computational efficiency. Data generated from global climate model outputs, high-resolution satellite remote sensing, and dense observation networks can easily reach TB or even PB levels. Traditional single-process Python scripts often run slowly when handling these CPU-intensive tasks (such … Read more
AWK is an acronym for the names of developers Aho, Weinberger, and Kernighan, and we would like to express our gratitude to these pioneers.The history of AWK can be traced back to the early Unix era. It is part of the POSIX standard and should be available on any Unix-like system, and possibly on other … Read more
Happy Mid-Autumn Festival and National Day to all my fellow bloggers and tech enthusiasts! As the sweet aroma of mooncakes wafts through the lines of code, and the “China Red” reflects on our IDE interfaces, this extended holiday takes on a dual significance. It is a warm moment to gather with family and admire the … Read more
In the field of industrial automation, communication protocols are the technical foundation for data exchange between devices.S7 protocol and Modbus protocol are the two most common communication methods in industrial control, but they have significant differences in applicable scenarios and technical characteristics. 1.Protocol Essence: Specific Ecosystem vs Open Standard S7 protocol: A proprietary protocol developed … Read more
In-Depth Analysis of Rust Iterators: Principles, Chaining Calls, and Practical Applications In the world of Rust, iterators (Iterator) are not just a way to traverse data; they are a powerful programming paradigm that provides efficient, safe, and expressive tools for handling collection data. Understanding the underlying principles and advanced usage of iterators is essential for … Read more
The steel industry, as a pillar of the national economy, has its self-controlled development closely related to national industrial security. According to the “2025 White Paper on Large PLC Self-Control in China” by Rui Industrial, the large PLC market in China’s steel industry has long been dominated by foreign brands such as Siemens, Schneider, and … Read more
In embedded software development, a significant portion of the workload involves data collection, processing, and output. The average value algorithm plays a crucial role in this data processing, serving as a core tool for handling sensor data, signal filtering, and error compensation. The core requirements are tobalance accuracy, real-time performance, resource usage (memory / computational … Read more
Hyperspectral remote sensing technology provides unique advantages for fine classification and identification of ground objects by acquiring information across hundreds of continuous narrow bands. The Python ecosystem offers a rich set of libraries for processing hyperspectral data, and this article will comprehensively introduce these tools and their applications. 1. Data Reading Module Hyperspectral data comes … Read more
