## [PDF Collection] 7 Beautiful Pandas Cheat Sheets — Post Them to Your Wall

Pandas is an open-source Python library that is powerful and flexible for data analysis. If there is something you want to do with data, the chances are it will be possible in pandas. There are a vast number of possibilities within pandas, but most users find themselves using the same methods time after time. In this … Read more

## How to Convert List of Lists to a Pandas Dataframe

Problem: You’re given a list of lists. Your goal is to convert it into a Pandas Dataframe. Example: Say, you want to compare salary data of different companies and job descriptions. You’ve obtained the following salary data set as a list of list: How can you convert this into a Pandas Dataframe? DataFrame() Solution: The … Read more

If you’ve already learned how to make basic 3d plots in maptlotlib and want to take them to the next level, then look no further. In this article, I’ll teach you how to create the two most common 3D plots (surface and wireframe plots) and a step-by-step method you can use to create any shape … Read more

## How to Calculate the Column Standard Deviation of a DataFrame in Python Pandas?

Want to calculate the standard deviation of a column in your Pandas DataFrame? In case you’ve attended your last statistics course a few years ago, let’s quickly recap the definition of variance: it’s the average squared deviation of the list elements from the average value. You can do this by using the pd.std() function that … Read more

## How to Get the Variance of a List in Python?

This article shows you how to calculate the variance of a given list of numerical inputs in Python. In case you’ve attended your last statistics course a few years ago, let’s quickly recap the definition of variance: it’s the average squared deviation of the list elements from the average value. So, how to calculate the … Read more

## Matplotlib Legend – A Helpful Illustrated Guide

You’ve plotted some data in Matplotlib but you don’t know which data shows what? It’s time for a legend! How to add a legend in Python’s Matplotlib library? Label it with the label keyword argument in your plot method. Before plt.show(), call plt.legend() your plot will be displayed with a legend. Here’s the minimal example: … Read more

## Matplotlib Subplot – A Helpful Illustrated Guide

Too much stuff happening in a single plot? No problem—use multiple subplots! This in-depth tutorial shows you everything you need to know to get started with Matplotlib’s subplot() function. If you want, just hit “play” and watch the explainer video. I’ll then guide you through the tutorial: To create a matplotlib subplot with any number … Read more

## Python Numpy 101: How to Calculate the Row Variance of a Numpy 2D Array?

You can play with the following interactive Python code to calculate the variance of a 2D array (total, row, and column variance). Here’s another practical example: What is the output of this puzzle?*Advanced Level* (solution below) Numpy is a popular Python library for data science focusing on arrays, vectors, and matrices. This puzzle introduces a … Read more