Mul-dim Data Viz

DENG Zeyu | iSchool, Wuhan Univ.

Public Datasets (Intro)

• https://rubikscode.net/2021/07/19/top-23-best-public-datasets-for-practicing-machine-learning/

Palmer Penguin Dataset

• https://allisonhorst.github.io/palmerpenguins/articles/intro.html
• https://github.com/allisonhorst/palmerpenguins
• https://www.kaggle.com/parulpandey/palmer-archipelago-antarctica-penguin-data

Scatter Plot Matrix

• https://seaborn.pydata.org/generated/seaborn.PairGrid.html

Andrews Curves, Parallel Coordinates & Radial Visualization

• https://www.kaggle.com/code/benhamner/python-data-visualizations/notebook
• https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html
• https://www.mathworks.com/help/stats/visualizing-multivariate-data.html

Polar Charts

• https://blog.csdn.net/chongbaikaishi/article/details/109191270

Chernoff Faces & Star Glyphs

• https://pypi.org/project/ChernoffFace/
• https://ww2.mathworks.cn/help/stats/glyphplot.html
• https://www.mathworks.com/help/stats/visualizing-multivariate-data.html

Trellis Display

• https://seaborn.pydata.org/generated/seaborn.FacetGrid.html

Reference

• G. Dzemyda et al., Multidimensional Data Visualization: Methods and Applications, Springer Optimization and Its Applications, Springer Science+Business Media 2013
• G. Grinstein et al., High-Dimensional Visualizations, Proceedings of Workshop on Visual Data Mining, ACM Conference on Knowledge Discovery and Data Mining, ACM 2001