Synthesized data insights and evaluation framework.
Project description
:nazar_amulet: insight
A python package to quickly understand, assess, and compare pandas Series
/DataFrames
.
The predominant functions in the package focus on easy-to-use metrics and intelligent plotting functions. The metrics can also be configured from YAML to allow for simple to configure benchmarking and assessment scripts.
Installation
pip install insight
Usage
Metrics
At the core of insight are the metrics classes which can be evaluated on one series, two series, one dataframe or two dataframes.
>>> import insight.metrics as m
>>> metric = m.EarthMoversDistance()
>>> metric(df['A'], df['B'])
0.14
Plotting
The package provides various plotting functions which allow you to easily explore any series, dataframe or multiple dataframes.
>>> import insight.plotting as p
>>> p.plot_dataset([df1, df2])
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