<commit_before># missingno [![PyPi version](https://img.shields.io/pypi/v/missingno.svg)](https://pypi.python.org/pypi/missingno/) ![t](https://img.shields.io/badge/status-stable-green.svg) [![](https://img.shields.io/github/license/ResidentMario/missingno.svg)](https://github.com/ResidentMario/missingno/blob/master/LICENSE.md)

Messy datasets? Missing values? `missingno` provides a small toolset of flexible and easy-to-use missing data
visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of
your dataset. Works with Python version 3.4 plus. Just `pip install missingno` to get started.

## Quickstart

Examples use the [NYPD Motor Vehicle Collisions Dataset](https://data.cityofnewyork.us/Public-Safety/NYPD-Motor-Vehicle-Collisions/h9gi-nx95)
([cleaned up](https://github.com/ResidentMario/motor-vehicle-collisions/blob/master/NYPD%20Motor%20Vehicle%20Collisions.ipynb))<commit_msg>And another.<commit_after># missingno [![PyPi version](https://img.shields.io/pypi/v/missingno.svg)](https://pypi.python.org/pypi/missingno/) [![](https://img.shields.io/badge/python-3.4+-blue.svg)](https://www.python.org/download/releases/3.4.0/) ![t](https://img.shields.io/badge/status-stable-green.svg) [![](https://img.shields.io/github/license/ResidentMario/missingno.svg)](https://github.com/ResidentMario/missingno/blob/master/LICENSE.md)

Messy datasets? Missing values? `missingno` provides a small toolset of flexible and easy-to-use missing data
visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of
your dataset. Just `pip install missingno` to get started.

## Quickstart

Examples use the [NYPD Motor Vehicle Collisions Dataset](https://data.cityofnewyork.us/Public-Safety/NYPD-Motor-Vehicle-Collisions/h9gi-nx95)
([cleaned up](https://github.com/ResidentMario/motor-vehicle-collisions/blob/master/NYPD%20Motor%20Vehicle%20Collisions.ipynb))
{'fraction_non_alphanumeric': 0.14590747330960854, 'fraction_numerical': 0.012709710218607015, 'mean_word_length': 5.648648648648648, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 16, 'lorem ipsum': 0, 'www.': 1, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 1, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '1235740', 'n_tokens_mistral': 698, 'n_tokens_neox': 636, 'n_words': 127}