Normalization

In order to get an idea of how the different concepts for each tag fit together I felt that it was necessary to normalize all of the tags. To normalize the tag data for the musicians I created an script that takes the minimum and maximum for each tag subtracts the max from the min defines that values as the range. It then takes each value subtracts it from the minimum and divides it by the range.

After filtering the tags this way I realized that this didn't weight the tags evenly if a tag was shared by all of the musicians. To compensate for this I went back and changed the minimum value to zero for the script and re sorted the arrays. Below are some examples of the filtered data.