Below are some thoughts about the visualizations in this report and some suggestions for improvement, and notes when things are done well. You should implement these in milestone4
[ ] THANK YOU (!!) for having a table at the beginning that has a human-readable version of the column/feature names
[ ] Great job adding figure numbers and captions! Though your captions could have been a bit more informative, overall this is a very good practice.
[ ] Figure 1A:
[ ] Also, you have five figures listed under "figure 1" - is this intentional?
[ ] Definitely switch x and y so categorical axes are on the y-axis and it's easier to read
[ ] It looks like you sorted by price, which is great!
[ ] Figure "1B" and "1C":
[ ] There is lots of interesting information in this plot, but there is also some severe over-plotting. I see that you have the mean value shown on the plot, which is great and really makes this plot stand out
[ ] Have you considered other ways of showing this information? How about a ridgeline plot?
[ ] Figure "1D" and "1E":
[ ] This is a good plot!
[ ] It takes a lot of space though, so you should arrange it so that it's a multi-paned. See this link for links and suggestions on how to do this
[ ] Figure 2:
[ ] Looks good!
[ ] Maybe reduce the size of this figure a bit so it takes up less space
[ ] All tables:
[ ] Too many sig figs, there's no need to show that many, it hurts readability and interpretability
[ ] Figure 3:
[ ] This is really good and effective!
[ ] Figure 4:
[ ] Definitely switch x and y so categorical axes are on the y-axis and it's easier to read
[ ] Use your human-readable names for the features since you already have them
[ ] I like how this graph summarizes everything and how you sorted the features by importance, nice work!
[ ] Overall the report looks very polished and clean! Great work! Excellent work with your labels, titles, and plot choices! For every plot I was immediately able to understand what you were trying to convey.