How many
actually matter
A Song of Ice and Fire has thousands of text lines, but NLP entity extraction filters noise. Track the funnel from total name mentions to unique characters, and see their distribution.
Point of View Cast
With 44 unique key characters analyzed, persons are the largest category, mapping out the wide network of Pov characters across Westeros and Essos.
Westeros Strongholds
Major locations like Winterfell anchor the narrative structure, acting as focal points for regional conflicts.
Narrative Entity Classification Summary (Chapter 559)
| Classification | Unique Entities Detected |
|---|---|
| Person / Character | 44 |
| Location | 1 |
| Total Unique Entities | 45 |
Series survival rate,
over the timeline
Valar Morghulis—all men must die. Track the survival curve of characters introduced across the series. Watch the cumulative deaths increase as the War of the Five Kings unfolds and winter arrives.
The Red Wedding Peak
The betrayal at the Twins (Chapter 254) acts as the most lethal event in the timeline, recording 7 key character deaths in a single chapter, including Robb Stark.
High Attrition Rate
George R.R. Martin's lethal world yields a **29.39% mortality rate**, with **378 permanently dead characters** by the end of A Dance with Dragons.
Narrative Survival & Mortality Summary (Chapter 559)
| Metric | Value |
|---|---|
| Total Characters Introduced | 1,286 |
| Surviving Characters (Alive) | 908 |
| Eliminated Characters (Dead) | 378 |
| Survival Rate | 70.61% |
| Mortality Rate | 29.39% |
Entity mentions,
and how they shift
Watch entity counts grow and transition as the story progresses. The main characters lead early, but organizations, locations, and items catch up in volume.
The Imp (Tyrion Lannister)
Tyrion Lannister leads all entities with 2,714 mentions. As a primary point-of-view character present across all books, Tyrion's high count reflects his central involvement in King's Landing politics and subsequent eastern journeys.
The Bastard of Winterfell (Jon Snow)
Jon Snow records 2,499 mentions. His storyline at the Wall and beyond acts as the primary anchor for the northern threat, making him central to the series' macro-narrative.
The Kingslayer (Jaime Lannister)
Jaime Lannister records 1,686 mentions, reflecting his transformation from a secondary antagonist in early volumes into a primary point-of-view commander in later chapters.
Final Entity Mentions Summary (Chapter 559)
| Entity | Classification | Mentions |
|---|---|---|
| Tyrion Lannister | character | 2,714 |
| Jon | character | 2,499 |
| Jaime Lannister | character | 1,686 |
| Arya | character | 1,585 |
| Sansa Stark | character | 1,527 |
| Cersei Lannister | character | 1,456 |
| Bran | character | 1,434 |
| Dany | character | 1,417 |
| Stannis Baratheon | character | 1,290 |
| Robert Baratheon | character | 1,236 |
Narrative disappearances,
and absence spans
Discover the largest narrative gaps. The chart maps how many chapters a character completely disappears from the text before appearing again.
* Gaps represent segments where an entity is absent between its last appearance and its next re-appearance. Character fates are omitted in this specific chart to focus purely on narrative presence.
Baratheon Legacy absences
Data Insight: House Barat is absent for a massive 431 chapters.
Lore Assumption: Following King Robert's death in Volume 1, direct references to the core Baratheon line vanish from many localized POVs, only returning in large-scale political summaries later.
The Exile of Targaryen Allies
Data Insight: Viserys Targaryen disappears for 381 chapters.
Lore Assumption: Viserys is killed early in the first book, but Daenerys and other characters reflect on his legacy or lineage in the final volumes (A Dance with Dragons) after a long absence.
Regional Crossroad Figures
Data Insight: Masha Heddle vanishes for 348 chapters.
Lore Assumption: The innkeeper of the Inn at the Crossroads disappears after Catelyn Stark captures Tyrion Lannister there, only re-emerging in late-series retrospectives.
Narrative Disappearance Gaps Summary (Chapter 559)
| Character | Absence Gap (Chapters) | From Chapter | To Chapter |
|---|---|---|---|
| House Barat | 431 | 105 | 536 |
| Sealord Of Braavos | 382 | 111 | 493 |
| Viserys Targaryen | 381 | 103 | 484 |
| Flowers | 369 | 115 | 484 |
| Hardin | 364 | 131 | 495 |
| Quaro | 363 | 147 | 510 |
| Quent | 349 | 117 | 466 |
| Masha Heddle | 348 | 67 | 415 |
| Giant ’ S Lance | 346 | 79 | 425 |
| Tooth | 323 | 41 | 364 |
Keywords &
demographics
Explore the keywords that define the novel, alongside a clear demographic breakdown of character pronouns.
| Pronoun | Count | Share |
|---|
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