Automated data quality audit tool for CSV files and DataFrames
Project description
dataaudit
Automated data quality audit library for CSV files and pandas DataFrames.
Install
pip install dataaudit
Usage
import dataaudit as da
Full audit with optional PDF export
da.run("your_data.csv")
Individual functions
da.summary("your_data.csv") da.missing("your_data.csv") da.duplicates("your_data.csv") da.outliers("your_data.csv") da.skewness("your_data.csv") da.cardinality("your_data.csv") da.dtypes("your_data.csv") da.correlation("your_data.csv") da.unique_values("your_data.csv") da.value_counts("your_data.csv", "column_name") da.memory_usage("your_data.csv")
Works with DataFrames too
import pandas as pd df = pd.read_csv("data.csv") da.run(df)
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file dataaudit_tool-0.1.0.tar.gz.
File metadata
- Download URL: dataaudit_tool-0.1.0.tar.gz
- Upload date:
- Size: 5.9 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.12.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
f0c21e0d7023e9daaf984658d34bf2a685d06dc984c21eaffd477f9e5b96f51e
|
|
| MD5 |
ac3f61a6168dc36a29a3be7921850099
|
|
| BLAKE2b-256 |
5e1b88112a943f2876588abf3e459a320f9d906eafcb3853d2f8850788282b98
|
File details
Details for the file dataaudit_tool-0.1.0-py3-none-any.whl.
File metadata
- Download URL: dataaudit_tool-0.1.0-py3-none-any.whl
- Upload date:
- Size: 6.8 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.12.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b81ff317c8bbc17544b080ad4ba90d03ba935cc36b76f0dd82b933d5d469b29b
|
|
| MD5 |
15eee201b77fbb148455d9ccd12ddfd0
|
|
| BLAKE2b-256 |
c35b1e590a8d29efc9a9df57fc35a9a3294f838282c1fdd3f58e7ae8f0737c01
|
