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17.8% of Tyler, The Creator's vocabulary falls outside the 10,000 most common English words — a literary signature in the data.
17.8% of Tyler, The Creator's vocabulary falls outside the 10,000 most common English words — a literary signature in the data.
26.9% of Dr. Dre's vocabulary falls outside the 10,000 most common English words — a literary signature in the data.
18.8% of Lil Baby's vocabulary falls outside the 10,000 most common English words — a literary signature in the data.
21.6% of J. Cole's vocabulary falls outside the 10,000 most common English words — a literary signature in the data.
From "To All My Friends, Blood Makes The Blade Holy: The Atmosphere EP's (Instrumental Version)" (2010) to "To All My Friends, Blood Makes The Blade Holy: The Atmosphere EPs" (2010): vocabulary diversity up 141%, syllables per bar down 88%.
Type-token ratio of 0.684 — 17% above Earl Sweatshirt.
Internal rhymes — rhymes buried mid-bar, not just at line endings — separate technical masters from the rest. GZA averages 0.11 per bar across their analyzed catalog.
Reading level measures sentence structure, word length, and syllable density. Neither extreme is "better" — Diabolic rewards study; MC Hammer hits instantly. Both strategies built legendary catalogs.
Across 223 artists in the rankings, Los Angeles, CA leads with 14 — about 6% of the indexed roster. Origins are pulled directly from each artist's profile.
From "Life Is Good" (2012) to "Illmatic XX" (2014): BPM down 44%.
Community-rated punchline scores — measured on delivery, quotability, and technical density.
48.9% of Diabolic's vocabulary falls outside the 10,000 most common English words. Rare word density signals deliberate literary depth over accessibility.
Vocabulary diversity across 9 studio albums, from debut to present.
Alliteration — consecutive words sharing an initial consonant — scores 0.30 per bar for EST Gee. It's a phonetic signature that makes bars land harder on the ear.
Craft score variance of 1.62 across 5 albums — #7 tightest spread in the dataset.
"Stick 2 The Script - The Instrumentals" scored +20.0 craft points above Statik Selektah's debut — the biggest sophomore improvement in the rankings. On the other end, "Realest N***a In the Game" dropped 16.4 points.
Mean type-token vocabulary diversity across every analyzed album, grouped by decade. Measured directly from the lyric corpus — 2020s albums average 0.446.
58 of 173 ranked artists come from EAST — nearly 34% of the indexed corpus.
Flow density jumped 395% at Dr. Octagon's biggest turning point with "Moosebumps: an exploration into modern day horripilation" — the sharpest syllable acceleration in the dataset. When rappers speed up deliberately, it usually signals a new technical era.
Narrative arc, lyric sequencing, and thematic depth — scored by the GOAT-METER community across all ranked artists.
GOAT score climbed 0.0 points from first recorded album to career peak — #4 growth delta in the dataset.
Measured as career average syllables per bar across all analyzed albums.