Data Science, Machine Learning, Analytics, Visualization, Statistics.
capture most information about the data. Having more features is usually good. But more features often include noise too. And noise makes any Machine Learning algorithm less robust, especially on small datasets (read about the curse of dimensionality to know more). Moreover, we would save 100–1000