Connecting SQL with Python: Measuring Correlation

Wrote a detailed blog article on my new substack regarding the open-source WxData Python package. For those interested in learning more about WxData, how it works and how it can assist you in your automated Python workflow, I encourage you to give this a read. #python #data #weather #software #engineering https://lnkd.in/gPipEMhK

Python 101 - Variables and Data types (int, string, boolean) - input and output - Operators and comments - If, elif, else - comparison operators - Logical operators

Implementing data pipelines with taskflow versus prefect, dagster and n + 1 frameworks, feels like python libraries are a scam. Specially in the stability, overhead and performance.

Understanding High Order Functions in Python High Order Functions are a powerful concept in Python that allow you to write more flexible, reusable, and clean code. These are functions that either take other functions as arguments or return functions as their result. In the image, we explore: 🔹 What high order functions are 🔹 How they work with a simple example (apply_twice) 🔹 Real-world usage like map(), filter(), and decorators 🔹 Key benefits such as code reusability and abstraction By using high order functions, developers can simplify complex logic and make their programs more modular and efficient

I automated 7 repetitive dev tasks with Python. Saved ~4 hours/week. Here's the stack: → File processing pipelines that run unattended → API integrations with automatic retry/fallback → Report generation with zero manual effort Full scripts + explanations: https://lnkd.in/dQNvNH3x Which task would YOU automate first? 👇 #Python #Automation #DevOps #Programming #DataEngineering

PEP 827 Adds TypeScript-Like Type Manipulation to Python’s Typing System 📌 Python’s type system is getting a major upgrade with PEP 827, introducing TypeScript-like type manipulation for advanced static typing. This bold leap enables conditional types, mapped transformations, and runtime-compatible type logic, empowering frameworks like FastAPI and ORMs to generate models automatically-without plugins or runtime hacks. 🔗 Read more: https://lnkd.in/drKuYhKR #Pep827 #Typescript #Pythontyping #Conditionaltypes #Mappedtypes

I replaced my usual setup (pip + virtualenv + pip-tools) with uv — and the difference was honestly surprising. ⚡ Faster installs ⚡ Simpler workflow ⚡ One tool instead of three I wrote a quick blog breaking it down: What uv actually does How it compares to pip Whether it’s worth switching If you're working with Python, this might save you a lot of time 👇 https://lnkd.in/d9Y4mcUP

This article focuses on Google Colab , an increasingly popular, free, and accessible, cloud-based Python environment that is well-suited for prototyping data analysis workflows and experimental code befo... #teachthemachine https://lnkd.in/gbtzKk96

Every Python developer eventually learns this lesson the hard way: Never install everything globally. Virtual environments exist for a reason. They allow you to: • isolate dependencies • avoid version conflicts • keep projects reproducible Example workflow: python -m venv venv source venv/bin/activate pip install -r requirements.txt Without virtual environments, Python projects quickly turn into dependency chaos. With them, your environment becomes predictable. And predictable systems are easier to maintain.

Every Python developer has faced this at least once. You clone a repository. Follow the README step by step. And then… ModuleNotFoundError After dealing with this problem one too many times, I built SafeENV - a simple CLI tool that fixes Python environments automatically. What it does: • Creates virtual environments • Detects dependencies from your code • Installs missing packages • Repairs broken setups All with a few simple commands like: safeenv setup safeenv doctor safeenv fix The goal is simple: Spend less time fixing environments and more time writing code. 🔗 GitHub: https://lnkd.in/g6SwBYBR 🌐 Website: https://lnkd.in/gGZ-VxdH 📦 PyPI: https://lnkd.in/gq5Y5E6z Would love feedback . #Python #OpenSource #DeveloperTools #CLI