Data
For our data, we are comparing word frequencies between the Manga and Anime versions of Golden Wind. The anime data is drawn from subtitle networks across all 39 episodes, while the manga data comes from a Cytoscape word network built from 10 selected chapters. Below is a side-by-side comparison of key findings, followed by links to the full datasets.
Anime Data
Word frequencies, character speaking lines & network graph across 39 episodes
Manga Data
Bold word tables, word network graph & chapter frequency data across 10 chapters
Anime vs. Manga Comparison
Anime Highlights
- Giorno is the most used word (455 times across 38 episodes), edging out bucciarati (428).
- Bruno speaks the most lines (1,679) — far ahead of Mista (1,132), despite Giorno being the titular protagonist.
- Action words like damn, die, body, and hand appear heavily, reflecting the subtitle dialogue style.
- The word ink (254 uses, all 39 episodes) likely reflects censored subtitle language.
- Character names dominate the top words: giorno, bucciarati, narancia, trish, fugo all rank in the top 25.
- Data spans the full 39-episode season, giving broad coverage of the entire story arc.
Manga Highlights
- Requiem, king, and giorno all appear in all 10 chapters — the only three words with 100% chapter spread.
- The manga focuses heavily on Stand terminology: ability, gold, experience, stand, and crimson all rank in the top 15.
- Arrow appears in 8/10 chapters, reflecting how central the Stand Arrow is to the selected chapters' plot.
- Bold emphasis (
rendition="#b") highlights key dramatic moments — ARROW is the most bolded word in both Diavolo Emerges and King of Kings. - The 10 chapters are drawn from the climactic final arc, so vocabulary skews toward confrontation and power themes.
- Buccellati (manga spelling) appears in only 6/10 chapters, compared to the anime where bucciarati is in 41/42 episode nodes.
Top Word Overlap
Words appearing in both the anime's top 30 and the manga's top 30 are shown in . Words unique to one medium are shown in blue (anime) or gold (manga).
| Category | Anime (subtitle counts) | Manga (chapter spread) |
|---|---|---|
| Top character name | — 455 uses | — 10/10 chapters |
| Protagonist's gang name | bucciarati — 428 uses (41 eps) | buccellati — 6/10 chapters |
| Villain reference | — 314 uses | — 6/10 chapters |
| Stand ability word | — 186 uses (40 eps) | — 8/10 chapters |
| Violence / stakes | — 139 uses / — 151 uses | — 5/10 / — 7/10 |
| Power theme | — 104 uses | — 5/10 chapters |
| Survival theme | — 115 uses / — 102 uses | — 5/10 chapters |
| Anime-only top word | ink — 254 uses (all 39 eps) | — not in manga network |
| Manga-only top word | not in anime top 30 | requiem — 10/10 chapters |
| Stand name (Gold Exp.) | not in anime top 30 | gold + experience — 8/10 & 7/10 |
| Physical combat | — 138 uses | — 6/10 chapters |
| Coverage scope | Full season — 39 episodes | Final arc only — 10 chapters |
Key Takeaways
- Both media center on the same core vocabulary giorno, boss, ability, die, body, hand, power, and life all rank highly in both, suggesting these themes are consistent across the full story regardless of medium.
- The anime gives Bruno more prominence than the manga. Bruno speaks the most lines in the anime (1,679) and "bucciarati" is the second most common word overall, while in the manga chapters "buccellati" only reaches 6/10 chapters likely because the manga sample focuses on the final arc where Diavolo comes out and tries to obtain requiem and buccellati isnt really in those chapters.
- The manga's chapter selection skews the data toward the climax. "Requiem," "arrow," "crimson," and "forecast" dominate the manga because all 10 chapters are from the final confrontation. The anime's full-season data naturally dilutes these climax-specific words.
- The manga emphasizes Stand naming more explicitly. "Gold Experience," "King Crimson," and "requiem" appear as distinct high-frequency words in the manga's bolded text, reflecting how manga panels use emphasis differently than spoken dialogue.
- A direct comparison is limited because the anime covers the full season while the manga sample only covers 10 final-arc chapters. A fairer comparison would require either expanding the manga sample or restricting the anime to the same arc.