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Compare data in columns with other columns with the help of comparator functions

Project Description

# Agua

A system that helps you test the coverage and accuracy of your data applications.

Installation

pip install agua

Example Usage

cd example
agua test
Test results for example.csv
        Column: name vs final_name
Coverage (3/4): ▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇   75.00%
Accuracy (2/3): ▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇   66.67%

        Column: age vs test_age
Coverage (4/4): ▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇  100.00%
Accuracy (4/4): ▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇  100.00%

        Column: fruit vs test_fruit
Coverage (4/4): ▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇  100.00%
Accuracy (4/4): ▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇  100.00%

Configuration

Check out example/agua.yml for configuration options.

To compare columns, you may use one of the existing comparators or specify a python path to a callable. Check out agua/comparators.py for example comparators.

List built-in comparators with,

agua list

Any keyword arguments that need to be passed to the comparator may be specified with a kwargs parameter

Graphs are printed with a slightly modified version of termgraph

Release History

Release History

This version
History Node

0.1.1

History Node

0.1

Download Files

Download Files

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File Name & Checksum SHA256 Checksum Help Version File Type Upload Date
agua-0.1.1.tar.gz (5.0 kB) Copy SHA256 Checksum SHA256 Source Mar 22, 2017

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