Scribner's Magazine

===Analysis of Text Mining===

As depicted in the two Voyant tools embedded, the most frequently occurring words are: new, magazine, and Scribner's. These three words do not explain much regarding Roosevelt's literature. Even the word "Africa", which is the major topic of Roosevelt, is quite infrequent - at a count of 63. As you can see from the Trends graph, the frequency of related words to Africa or Roosevelt is lacking. Words like "advertisements" occur much more often than any mention of Roosevelt's Africa trip. Whilst not portrayed here, the occurrence of "advertisements" is almost six times more frequent than "Africa" or "Roosevelt". There seems to be very little correlation between Roosevelt and any advertisements put in by ''Scribner's''. The only pattern to draw from this is that advertisements are quite frequent in ''Scribner's Magazine.''