# dabl

[![CI](https://github.com/dabl/dabl/actions/workflows/ci.yml/badge.svg)](https://github.com/dabl/dabl/actions/workflows/ci.yml)

The data analysis baseline library.

- "Mr Sanchez, are you a data scientist?"
- "I dabl, Mr president."

Find more information on the [website](https://dabl.github.io/).

## Try it out

```
pip install dabl
```

or [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dabl/dabl/main)

## Current scope and upcoming features
This library is very much still under development. Current code focuses mostly on exploratory visualization and preprocessing.
There are also drop-in replacements for GridSearchCV and RandomizedSearchCV using successive halfing.
There are preliminary portfolios in the style of
[POSH
auto-sklearn](https://ml.informatik.uni-freiburg.de/papers/18-AUTOML-AutoChallenge.pdf)
to find strong models quickly.  In essence that boils down to a quick search
over different gradient boosting models and other tree ensembles and
potentially kernel methods.

Check out the [the website](https://dabl.github.io/dev/) and [example gallery](https://dabl.github.io/0.1.9/auto_examples/index.html) to get an idea of the visualizations that are available.

Stay Tuned!

## Related packages

## Lux
[Lux](https://github.com/lux-org/lux) is an awesome project for easy interactive visualization of pandas dataframes within notebooks.

### Pandas Profiling
[Pandas Profiling](https://github.com/pandas-profiling/pandas-profiling) can
provide a thorough summary of the data in only a single line of code. Using the
```ProfileReport()``` method, you are able to access a HTML report of your data
that can help you find correlations and identify missing data.

`dabl` focuses less on statistical measures of individual columns, and more on
providing a quick overview via visualizations, as well as convienient
preprocessing and model search for machine learning.


dabl

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dabl

dabl

Try it out

Current scope and upcoming features

Lux

Pandas Profiling

Keywords

Related posts

dabl

dabl

Try it out

Current scope and upcoming features

Related packages

Lux

Pandas Profiling

Keywords

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