---
title: "missingno"
description: "Python library visualising missing-data patterns as matrix, bar, heatmap and dendrogram plots."
canonical: "https://vibing.inc/library/missingno-vg-0467"
category: "Data Visualization & Charts"
subcategory: "Exploratory & misc"
license: "MIT"
author: "Aleksey Bilogur (@ResidentMario)"
source: "https://github.com/ResidentMario/missingno"
---

# missingno
Python library visualising missing-data patterns as matrix, bar, heatmap and dendrogram plots.
## Facts
- Source: https://github.com/ResidentMario/missingno
- Category: Data Visualization & Charts / Exploratory & misc
- Author: Aleksey Bilogur (@ResidentMario)
- Licence: MIT
- Tags: python, missing-data, eda, matplotlib
## Why it's a gem
One import shows you the shape of your data's holes before you model
---
Listed in The Vibeary: https://vibing.inc/library/missingno-vg-0467 · JSON: https://vibing.inc/api/public/library/gems/missingno-vg-0467