network analysis of the shining

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Page 1: Network Analysis of The Shining

The Shining. Network Analysis

Dmitry Zinoviev—Suffolk University—[email protected]—2017

Page 2: Network Analysis of The Shining

Why Network Analysis?● Identify core actors and places

● Identify relationships between actors, and actors and places

● Identify groups (“clusters”) of actors

● ...ideally without reading the text

Page 3: Network Analysis of The Shining

Starting with e-TextWendy suddenly felt bad, almost crying bad... She hung the dish towel over the bar by the sink and went downstairs, buttoning the top two buttons of her house dress. Jack and his pride! Hey no, Al, I don't need an advance... The whole building smelled of sour age, and what sort of place was this for Danny after the small neat brick house in Stovington? The people living above them on the third floor weren't married, and while that didn't bother her, their constant, rancorous fighting did. It scared her. The guy up there was Tom, and after the bars had closed and they had returned home, the fights would start in earnest – the rest of the week was just a prelim in comparison. The Friday Night Fights, Jack called them, but it wasn't funny. 

Page 4: Network Analysis of The Shining

[Named] Entity ExtractionWendy suddenly felt bad, almost crying bad... She hung the dish towel over the bar by the sink and went downstairs, buttoning the top two buttons of her house dress. Jack and his pride! Hey no, Al, I don't need an advance... The whole building smelled of sour age, and what sort of place was this for Danny after the small neat brick house in Stovington? The people living above them on the third floor weren't married, and while that didn't bother her, their constant, rancorous fighting did. It scared her. The guy up there was Tom, and after the bars had closed and they had returned home, the fights would start in earnest – the rest of the week was just a prelim in comparison. The Friday Night Fights, Jack called them, but it wasn't funny. 

Page 5: Network Analysis of The Shining

Possible ProblemsWendy suddenly felt bad, almost crying bad... She hung the dish towel over the bar by the sink and went downstairs, buttoning the top two buttons of her house dress. Jack and his pride! Hey no, Al, I don't need an advance... The whole building smelled of sour age, and what sort of place was this for Danny after the small neat brick house in Stovington? The people living above them on the third floor weren't married, and while that didn't bother her, their constant, rancorous fighting did. It scared her. The guy up there was Tom, and after the bars had closed and they had returned home, the fights would start in earnest – the rest of the week was just a prelim in comparison. The Friday Night Fights, Jack called them, but it wasn't funny. 

Anonymous references

Non-entities

One entity several names→

One name several entities→

Page 6: Network Analysis of The Shining

Co-Occurrence DetectionWendy suddenly felt bad, almost crying bad... She hung the dish towel over the bar by the sink and went downstairs, buttoning the top two buttons of her house dress. Jack and his pride! Hey no, Al, I don't need an advance... The whole building smelled of sour age, and what sort of place was this for Danny after the small neat brick house in Stovington? The people living above them on the third floor weren't married, and while that didn't bother her, their constant, rancorous fighting did. It scared her. The guy up there was Tom, and after the bars had closed and they had returned home, the fights would start in earnest – the rest of the week was just a prelim in comparison. The Friday Night Fights, Jack called them, but it wasn't funny. 

● Within 35 words?● Within one

paragraph?● Within one chapter?

Page 7: Network Analysis of The Shining

Similarity Calculation● Quantitative similarity on the scale from -1

(totally dissimilar) to 1 (totally similar)

● Two entities are similar if they act in similar chapters

● Two chapters are similar if they refer to similar entities

Page 8: Network Analysis of The Shining

Network Construction

Connection thickness—similarity.

Font size—number of references to the entity in the text

Hatfield

Stovington

JackDick

Watson

Al

Hallorann

Roger

LloydGrady

Durkin

Tony

DerwentHotel

Florida

Overlook

Torrance

Boulder

Dad

Redrum

Sidewinder

Ullman

Shockley

Edmonds

Mom

Colorado

George

Denver

WendyDanny

Page 9: Network Analysis of The Shining

Detecting Clusters

Pink: Initial setup

Orange: Danny's perspective and ability to read minds

Green: Information about hotel

Hatfield

Stovington

JackDick

Watson

Al

Hallorann

Roger

LloydGrady

Durkin

Tony

DerwentHotel

Florida

Overlook

Torrance

Boulder

Dad

Redrum

Sidewinder

Ullman

Shockley

Edmonds

Mom

Colorado

George

Denver

WendyDanny

Page 10: Network Analysis of The Shining

Betweenness

Node size—betweenness centrality (BC). The higher is BC—the more “central” is the character / place

Highest BC: Schockley, Edmonds, Florida, Dad, Durkin, Al, Watson, Lloyd, Ullman, Sidewinder.

Hatfield

Stovington

JackDick

Watson

Al

Hallorann

Roger

LloydGrady

Durkin

Tony

DerwentHotel

Florida

Overlook

Torrance

Boulder

Dad

Redrum

Sidewinder

Ullman

Shockley

Edmonds

Mom

Colorado

George

Denver

WendyDanny

Page 11: Network Analysis of The Shining

Summary● Identified three plot lines, including characters

and locations

● Identified “most important” characters

● Network as a navigational chart of the book

● Almost no reading involved!