Hey Paul!
Nice job on the notebook. I like the depth of your risk and assumptions -- all very very true and all things one must consider when doing analysis. You also took the very difficult task of coding a data dictionary-- FYI for next time, when people refer to "Data dictionary" they just mean a chart with the variable name and what it means which you can do in markdown - no need to code! But impressive that you did :) Not to be confused with "dictionaries" a python data type! I also like that you commented your code - good practice for the real world -- but perhaps you already know that!
Some feedback - violin plots are hard to decipher and also are not graphs that people see super often so your audience has to wrap their heads around deciphering something new. Visualizations are suppose to make things super clear quickly. Think about your visualizations and what you want to convey -- why did you use violin plot? what is it you wanted to convey with violin graphs that simple bar plot couldn't?
You also did a fair amount of grouping by variables - next time, try groupby!
Hey Paul!
Nice job on the notebook. I like the depth of your risk and assumptions -- all very very true and all things one must consider when doing analysis. You also took the very difficult task of coding a data dictionary-- FYI for next time, when people refer to "Data dictionary" they just mean a chart with the variable name and what it means which you can do in markdown - no need to code! But impressive that you did :) Not to be confused with "dictionaries" a python data type! I also like that you commented your code - good practice for the real world -- but perhaps you already know that!
Some feedback - violin plots are hard to decipher and also are not graphs that people see super often so your audience has to wrap their heads around deciphering something new. Visualizations are suppose to make things super clear quickly. Think about your visualizations and what you want to convey -- why did you use violin plot? what is it you wanted to convey with violin graphs that simple bar plot couldn't?
You also did a fair amount of grouping by variables - next time, try groupby!