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Light-weight Python EDA and Visualization Library for Data Scientists

Project description

EDA and Visualization Library

Build Status license

Light-weight Python EDA and Visualization Library for Data Scientists.

The eda_viz module is a light-weight library that will make your data exploration and visualization tasks lot simpler.

Installation

You can install eda-viz from PyPI:

pip install eda-viz

The library is only tested in Python 3.6.5, and on Mac OS v10.13.6.

How to use

Let's create a sample dataframe:

import pandas as pd
df = pd.DataFrame({
    'categories': ['A', 'B', 'A', 'C', 'D', 'B', 'A'],
    'numbers': [1, 2, 1, 3, 4, 2, 1]
})

Column Distribution

from eda_viz.viz import column_distribution
column_distribution(df['categories'])

Column Distribution

Histogram

from eda_viz.viz import histogram
histogram(df['numbers'])

Histogram

Bar Plot

from eda_viz.viz import bar_plot
bar_plot(df['categories'], df['numbers'])

Bar Plot

Other charts are a WIP.

Project details


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