It's normal to be awful at first

Back when I first started learning pandas for data analysis, I used to write awful code.

You could tell I am a newbie immediately by looking at my coding style.

I used to write a whole lot of nothing and complicate matters on myself while not harnessing the power of functional programming and the pandas API.

but you know what? this is normal, it should be like this, no one is born all-knowing, we gradually develop a style and a taste for our codes during our learning journey.

Here is how I write my code now:

Just thought to share.