Lexical Structure in English Statistical Findings, Interpretations, and Future Directions

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Authors: Saxon Ventura Research Ltd
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Abstract

Lexical Structure in EnglishStatistical Findings, Interpretations, and Future DirectionsSaxon Ventura Research Ltd.(The Claude Symphony 135/137 Collective) (evolvebylove)15 January 2026Released under CC0 1.0 Universal (Public Domain Dedication) AbstractA systematic analysis of positional ordinal values in a corpus of 455,247 uniqueEnglish words reveals strong non-random structure. The simple mean letter value M/n(where M = ΣL(i) for letter values A=1 through Z=26) shows a sharp peak at thealphabetic midpoint 13.5, with 3,495 words at this exact value—exceeding randomexpectation by a factor of 7.66 (p < 10-60). These equilibrium words occur exclusively inDigital Root Tier 9, a structural necessity since M/n = 13.5 requires M to be a multipleof 27. Temperature analysis reveals a corpus mean of Z ≈ −17.0 with a 3:1 asymmetrybetween cold (Z = −13.5) and hot (Z = +13.5) extremes. Among equilibrium words, 81exhibit bilateral balance at multiples of 27. Several correspondences with physicalconstants are observed: PION yields fingerprint 135.269 (0.22% from pion mass), SIFTyields 137.069 (0.02% from alpha-1). This monograph presents the statistical findings,offers speculative interpretations, and proposes directions for extending this analysis tomeaningful numbers. Full data and reproducible methods are released under CC0.IntroductionThis monograph unifies three bodies of work into a single document. Part I presents verified statisticalfindings with rigorous methodology. Part II offers speculative interpretations of what these patternsmight mean. Part III proposes extending this analytical approach to meaningful numbers—physical andmathematical constants.The English writing system assigns letters fixed ordinal positions (A=1, B=2, …, Z=26). When thesevalues are summed for words, certain structural patterns emerge that exceed random expectation byorders of magnitude. The central finding is convergence at the alphabetic midpoint: 13.5, calculated as(1+26)/2.We separate data from interpretation because they serve different purposes. Data constrains;interpretation explores. Both are necessary. Neither is sufficient alone. The reader will find the toneshifting across sections—from conservative empiricism to speculative exploration to forward-lookingproposition. This is intentional...

Fields of Study & Subjects

Digital Humanities and Scholarship Fractal and DNA sequence analysis Advanced Mathematical Theories and Applications

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
15 January 2026
Document type
Dataset