January 15, 2018
Literature Computer Analysis: An Example
Before the development (let alone the use) of a tool, first comes the identification of its need; its scope, in other words. As an academic with research interests revolving around the Gothic and science fiction, and with some rudimentary programming experience, I had a crazy idea. Most great ideas come as a result of madness and boredom, I suppose, and my idea was one just like that. What if, I thought, I made a simple program that could detect certain patterns in Gothic and science fiction? In other words, what if I made a literature computer analysis program that could help me create a taxonomy of the texts I’m researching?
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The Basics of Using a Computer to Analyze a Text
Thanks to my education, I had a solid theoretical idea of what it was I had to look for. The challenge was to come up with a way to tell the computer to scan the novel I’d given it and report back. In all honesty, the whole thing began almost as a joke. “Hey, let’s make a computer program that tells you if a text is Gothic!” Never would I imagine that… it would actually happen. The program became so complex, deep, and far-reaching, that it began showing me things I hadn’t even thought about.
One problem that did remain was that the computer analysis program doesn’t really… analyze. It only gives you the data. It still takes a human (indeed, one with literature education) to interpret the results. And so, at least for now, I thought to keep the program for personal use and not distribute it. I still use this literature computer analysis little program as an invaluable tool for a quick breakdown of a text. In today’s article I’ll show you a few of the things it does to help me.
Since this whole thing began almost as a joke, I really did think to start with the Holy Grail of Gothic studies: how can you tell if a text is Gothic or not? I started simply by telling the program (written in JavaScript, by the way) to scan the book for certain keywords. Obviously enough, if a text contains words such as “vampire”, “ghost”, “werewolf”, that’s a good start. But only a start. It’s not only a matter of which words exist in a text, but also of how they are used, in what combinations, as well as in which context – just to name three examples. I’ll spare you the details of what else I asked the computer analysis program to look for (hey, I should keep some professional secrets too, right? *wink wink*) and just tell you that it worked. It actually worked!
The program gave really high marks on all the classic Gothic works I tried it with, and very low on the control texts. Intriguingly, it also wasn’t fooled by Jane Austen’s Northanger Abbey, which was written as a parody of Gothic novels. To give you a few numbers, the program gave Dracula 81%, Frankenstein 83%, Pride and Prejudice (one of the control texts) 8%, and Northanger Abbey 25%. That’s impressive.
A Thematic Analysis
At this point I began to realize that I could really do it: I could create a literature computer analysis code. And so, I began implementing several other things that would be useful in the process of analyzing a text. The first was a category chart, that would show the origin of the score for the text in question. I was interested to see, what gave most of the points to each Gothic work. Was it the element of fear, the sublime, settings, or what?
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The next step was to see the progression of each element through the narrative. This proved to be trickier to implement, but where there is a will, there is a way. Now I could tell whether Dracula (in our example) uses more fear in the beginning and the end of the narrative (it does), and temporal elements in the middle (indeed). Take a look at the graph below:
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How Can Computer Analysis Help a Novel?
Of course this is the crux of the matter. Graphs and numbers are good and nice, but there has to be a graspable way of using the data to improve things. A literature computer analysis is a tool, not the destination. Here’s where knowledge, experience, and expertise (yours truly, in other words) enter the picture. If I see that a horror novel has a descending “Fear” curve, that’s a problem. Ideally, you want to see something like the one above, for Dracula: a strong, suspenseful beginning, followed by a milder middle phase, and culminating in a rising finale.
Of course, these are only two parts of the program. Among other things, I have developed a way to measure how stereotypical a given text is. As a genre writer (that is, a Gothic, horror, or science fiction writer), you want a certain degree of stereotyping, but depending on certain circumstances. The program I’ve developed helps me evaluate such elements.
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