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#im also working on a more language driven project about usage of camaro vs pig
friendofcars · 1 year
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I finished my data analysis for POV distribution in TRC! Figure captions are in the alt text. Other observations, discussion of the analysis and results, and some supplemental figures are under the cut. This is perhaps the most self-indulgent project I've worked on <3
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Other observations: I went into this analysis with the hypothesis that each of the four protagonists would have the most chapters and/or pages in the following pattern: Blue for TRB, Ronan for TDT, Adam for BLLB, and Gansey for TRK. This mostly held true, although Blue had more chapters and pages than Adam in BLLB. This trend was more significant in terms of page distribution compared to chapter distribution. Mean chapter length differences were infrequent and did not follow the expected pattern, although I did see trends towards shorter chapters for antagonists not grouped into "all others."
There is a relative lack of back-to-back chapters for the same POV character, although this does occur in all books (twice for Blue in TRB; once for The Gray Man, twice for Adam, and six times for Ronan in TDT; five times for Blue [two of which are back-to-back-to-back], once for Gansey, twice for Adam [one of which is back-to-back-to-back], and once for Greenmantle in BLLB. I mention all of this to say that in TRK, this occurs once for Ronan, once for Blue, once for Adam, and thrice for Gansey- but in one of these instances, Gansey has SIX chapters in a row. Nine of the chapters from 48 to 58 are from his POV. The Raven King indeed!
Analysis notes:
For each book, I counted how many chapters each POV character had and how many pages each POV character had. Page numbers are based on the UK paperback editions of the series. In the figures, I show raw # of chapters and pages, as well as the proportion of chapters and pages attributed to each POV character over the total number of chapters or pages. I also compared POV characters’ pages/chapter ratio and tested for differences in mean chapter length with a one-way ANOVA with multiple comparisons.
For most measures, in cases where chapters had multiple POV characters in sequence, I divided the chapter by # of characters. For example, chapter 44 in TRB starts with Adam, switches to Whelk, and ends with Blue. This chapter counted as 1/3 chapter for each character. In BLLB, only the prologue contained multiple discrete POV sections (Persephone, Calla, and Maura) and Piper only had her POV featured in the epilogue so I grouped these two chapters as “All Others” and excluded them from statistical tests. For TRK and TRC, I did include the "All Others" category in the analysis. (“All Others” includes chapters/pages with ambiguous POV (Kavinsky’s text in TDT- are we reading it from the sender or the recipient’s POV?), mixed/omniscient POV (the Gray Man’s tarot reading in TDT – we get internal thoughts and feelings from multiple characters), and in TRK, any character aside from Blue, Gansey, Adam, and Ronan.)
In figures that represent raw counts of chapters or pages, the dashed horizontal line represents the expected number of chapters or pages per POV character if the distribution was equal. The p values on these figures represent the results of a Chi-square test to test whether the actual distribution of pages or chapters was different from an equal distribution.
For the pages/chapter ratio data and the Chi-square tests, I did not apply this calculation and counted each discrete POV as a full chapter because I needed counts and sample sizes to be integers for the statistical analysis (Gansey having an n = 8.5 was not making GraphPad prism very happy with me). I had to do a bit of rounding to the nearest number which was not ideal, but I did this as little as possible. (There is probably a workaround for this, at least for the ratio data, but I am not a statistician). To at least approximate what results would look like without the skew towards a lower pages/chapter ratio, I also ran the ANOVA only with chapters containing a single POV character, which is why you’ll see two figures for the pages/chapter metric for each book (except for BLLB).
I am considering p values < 0.05 to be significant; I have included non-significant p values on some figures to provide additional context. If there is no p value on a given figure, you can assume I found no significant differences amongst POV characters’ chapters and/or pages in my analysis.
If you have questions about the analysis please let me know! :)
Supplemental figures: TRK data shown for all unique POV characters (these figures do not have captions in the alt text; the four on the left depict distribution of chapters and pages across the 19 different POV characters in TRK; the vast majority of the chapters and pages are attributed to either Blue, Gansey, Adam, or Ronan. The two figures on the left show mean pages per chapter for all characters, with no clear/statistically significant trends across the data. The demon's chapters are noticeably short.)
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