If you are looking for a tool that can perform automated visualization, AutoViz could be good one to try. It performs automatic visualization with one line of code for any dataset. If you input any data file, either pandas dataframe or CSV, AutoViz will visualize it.
If the observations are large, then AutoViz takes random samples from the file. If the number of variables is large (decided by user), AutoViz can select features that are important and plot impactful visualizations only using those automatically selected features.
AutoViz can be used in 4 simple steps:
- Installation by using “pip install autoviz”
- Import via “from autoviz.AutoViz_Class import AutoViz_Class”
- Instantiate a class “AV = AutoViz_Class()”
- Try running an experiment in the following line with our data set:
dft = AV.AutoViz("filename", sep="sep", depVar="target", dfte="pandasDF", header=0, verbose=2, lowess=False, chart_format="svg", max_rows_analyzed=1500, max_cols_analyzed=30)
Github: https://github.com/AutoViML/AutoViz
Notebook: https://github.com/DanRothDataScience/autoviz_test/blob/master/AutoViz_test.ipynb
Asif Razzaq is the CEO of Marktechpost AI Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.
