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The Shining. Network Analysis
Dmitry Zinoviev—Suffolk University—dzinoviev@suffolk.edu—2017
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
Starting with e-Text
Wendy 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. 
[Named] Entity Extraction
Wendy 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. 
Possible Problems
Wendy 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→
Co-Occurrence Detection
Wendy 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?
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
Network Construction
Connection thickness—
similarity.
Font size—number of
references to the entity in the
text
Hatfield
Stovington
Jack
Dick
Watson
Al
Hallorann
Roger
Lloyd
Grady
Durkin
Tony
DerwentHotel
Florida
Overlook
Torrance
Boulder
Dad
Redrum
Sidewinder
Ullman
Shockley
Edmonds
Mom
Colorado
George
Denver
Wendy
Danny
Detecting Clusters
Pink: Initial setup
Orange: Danny's perspective and
ability to read minds
Green: Information about hotel
Hatfield
Stovington
Jack
Dick
Watson
Al
Hallorann
Roger
Lloyd
Grady
Durkin
Tony
DerwentHotel
Florida
Overlook
Torrance
Boulder
Dad
Redrum
Sidewinder
Ullman
Shockley
Edmonds
Mom
Colorado
George
Denver
Wendy
Danny
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
Jack
Dick
Watson
Al
Hallorann
Roger
Lloyd
Grady
Durkin
Tony
DerwentHotel
Florida
Overlook
Torrance
Boulder
Dad
Redrum
Sidewinder
Ullman
Shockley
Edmonds
Mom
Colorado
George
Denver
Wendy
Danny
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!

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Network Analysis of The Shining