![Say Goodbye to Pandas: Why You Should Switch to Polars for Fast Data Manipulation in Python. | by Vivek Kv | Medium Say Goodbye to Pandas: Why You Should Switch to Polars for Fast Data Manipulation in Python. | by Vivek Kv | Medium](https://miro.medium.com/v2/resize:fit:1358/1*x5Hi2GbrgBpmvEoQm3E8pA.png)
Say Goodbye to Pandas: Why You Should Switch to Polars for Fast Data Manipulation in Python. | by Vivek Kv | Medium
Importing Python polars sets multiprocessing start method globally, breaking unrelated usages of multiprocessing · Issue #5344 · pola-rs/polars · GitHub
Python sub-process gets stucked when parent uses reading funcs · Issue #3144 · pola-rs/polars · GitHub
Python sub-process gets stucked when parent uses reading funcs · Issue #3144 · pola-rs/polars · GitHub
![Say Goodbye to Pandas: Why You Should Switch to Polars for Fast Data Manipulation in Python. | by Vivek Kv | Medium Say Goodbye to Pandas: Why You Should Switch to Polars for Fast Data Manipulation in Python. | by Vivek Kv | Medium](https://miro.medium.com/v2/da:true/resize:fit:800/1*KbOcMamVVm7exS-Y11D-Xg.gif)
Say Goodbye to Pandas: Why You Should Switch to Polars for Fast Data Manipulation in Python. | by Vivek Kv | Medium
GitHub - pola-rs/polars: Dataframes powered by a multithreaded, vectorized query engine, written in Rust
![Visualize your multiprocessing calculations in python with parallelbar module | by Pavel Dubovik | The Pythoneers | Medium Visualize your multiprocessing calculations in python with parallelbar module | by Pavel Dubovik | The Pythoneers | Medium](https://miro.medium.com/v2/resize:fit:1400/1*AW0t37HkTT6pL4YiFCcwGA.jpeg)
Visualize your multiprocessing calculations in python with parallelbar module | by Pavel Dubovik | The Pythoneers | Medium
![I used multiprocessing and multithreading at the same time to drop the execution time of my code from 155+ seconds to just over 2+ seconds : r/Python I used multiprocessing and multithreading at the same time to drop the execution time of my code from 155+ seconds to just over 2+ seconds : r/Python](https://external-preview.redd.it/i-used-multiprocessing-and-multithreading-at-the-same-time-v0-8y77tkRRsehrYiR66e5PUbYKRdBaQ0hlsQNhOSAjHn0.jpg?auto=webp&s=cac6552d60d9b5670a52bd9d9747a2e378e56b16)