Data Analysis Baseline Library

Andreas Mueller

Last update: Dec 27, 2022

Related tags

Sklearn Utilities dabl

Overview

dabl

The data analysis baseline library.

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

Find more information on the website.

State of the library

Right now, this library is still a prototype. API might change, and you shouldn't rely on it in any critical settings.

Try it out

pip install dabl

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 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.

Stay Tuned!

Pandas Profiling package

The Pandas Profiling package is useful for initial data analysis. Using 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.

Try it out

pip install pandas-profiling

or [https://github.com/pandas-profiling/pandas-profiling]

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Comments

Added example for explain() function

This is as simple as it gets. Just want to make sure it plays well with the dabl page. If so I will add more examples and start working on functionality.

opened by hp2500 1
Minor language change suggestion #177

Updated "Need to specify exactly one of y and target_col." to "Need to specify either y or target_col.".

Use of either-or clause clears the confusion which existed in the previous statement.

opened by parthpankajtiwary 0

Data Analysis Baseline Library

Related tags

Overview

dabl

State of the library

Try it out

Current scope and upcoming features

Pandas Profiling package

Try it out

You might also like...

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Comments

Added example for explain() function

Minor language change suggestion #177

Owner

Andreas Mueller

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Implementation of paper Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa.