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)
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