


How Can I Bin a Pandas Column with Custom Bins and Get Value Counts?
Binning a pandas Column with Customized Bins and Value Counts
When working with numerical data, it is often useful to group values into bins to detect patterns or trends. This process, known as binning, can be easily performed using the pandas library.
To bin a column, you can use the pandas.cut function. Here's how it works in the example you provided:
1 2 |
|
This code creates a new column called binned in your DataFrame. Each value in this column represents the bin to which the corresponding numeric value in the percentage column belongs. The bins parameter specifies the boundaries of the bins.
To visualize the distribution of values across the bins, you can use the value_counts function:
1 |
|
This code will return the number of occurrences of each bin, effectively providing the value counts for the bins.
For example, if you have the following data:
1 2 3 4 5 |
|
And you use the following bins:
1 |
|
The output of df['binned'].value_counts() would be:
1 2 |
|
This means that three values fall within the bin (25, 50], and one value falls within the bin (50, 100].
The above is the detailed content of How Can I Bin a Pandas Column with Custom Bins and Get Value Counts?. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Undress AI Tool
Undress images for free

Clothoff.io
AI clothes remover

Video Face Swap
Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

Hot Topics

Solution to permission issues when viewing Python version in Linux terminal When you try to view Python version in Linux terminal, enter python...

How to avoid being detected when using FiddlerEverywhere for man-in-the-middle readings When you use FiddlerEverywhere...

When using Python's pandas library, how to copy whole columns between two DataFrames with different structures is a common problem. Suppose we have two Dats...

How does Uvicorn continuously listen for HTTP requests? Uvicorn is a lightweight web server based on ASGI. One of its core functions is to listen for HTTP requests and proceed...

Fastapi ...

Using python in Linux terminal...

How to teach computer novice programming basics within 10 hours? If you only have 10 hours to teach computer novice some programming knowledge, what would you choose to teach...

Understanding the anti-crawling strategy of Investing.com Many people often try to crawl news data from Investing.com (https://cn.investing.com/news/latest-news)...
