The Social Network (2010) — QuantCinema

QuantCinemaCinema, decoded.

CAST · THE SOCIAL NETWORK

Faces & feelings

Per-character screen time, dialogue and emotion breakdown — derived from face recognition + expression classifier across every frame.

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Faces detected

36,150

across full runtime

Named matches

15

actors identified

Close-up shots

10.1%

of all framed shots

Smile rate

4.9%

frames with detected joy

Gender split

73%

27%

M / F · screen-time weighted

Dominant emotion

Neutral 36%

film-wide aggregate

Most expressive

Armie Hammer

79% non-neutral

Lead screen share

32%

15 tracked characters

Overall emotion distribution

7 emotions · all characters · screen-time weighted

Happy

4.9%

1,760 frames

Surprise

5.1%

1,850 frames

Neutral

35.5%

12,839 frames

Fear

21.7%

7,854 frames

Sad

11.4%

4,107 frames

Angry

15.5%

5,608 frames

Disgust

5.9%

2,132 frames

Screen time by actor

15 named · 110m tracked of 120.5m

01

Jesse Eisenberg

as Mark Zuckerberg · 4996 scenes

34.7min · 32% of cast

angry

02

Andrew Garfield

as Eduardo Saverin · 3197 scenes

22.2min · 20% of cast

angry

03

Armie Hammer

as Cameron Winklevoss / Tyler Winklevoss · 2020 scenes

14.0min · 13% of cast

angry

04

Justin Timberlake

as Sean Parker · 1627 scenes

11.3min · 10% of cast

sad

05

Max Minghella

as Divya Narendra · 751 scenes

5.2min · 5% of cast

neutral

06

John Getz

as Sy · 680 scenes

4.7min · 4% of cast

sad

07

Rashida Jones

as Marylin Delpy · 644 scenes

4.5min · 4% of cast

neutral

08

Rooney Mara

as Erica Albright · 542 scenes

3.8min · 3% of cast

happy

09

Brenda Song

as Christy Ling · 389 scenes

2.7min · 2% of cast

neutral

10

Denise Grayson

as Gretchen · 355 scenes

2.5min · 2% of cast

neutral

11

David Selby

as Gage · 300 scenes

2.1min · 2% of cast

surprise

12

Douglas Urbanski

as Larry Summers · 239 scenes

1.7min · 2% of cast

sad

13

Bryan Barter

as Billy Olsen · 21 scenes

0.1min · 0% of cast

neutral

14

Dustin Fitzsimons

as Phoenix Club President · 14 scenes

0.1min · 0% of cast

angry

15

Josh Pence

as Tyler Winklevoss (Body Double) · 7 scenes

0.1min · 0% of cast

angry

Dialogue by character

words spoken · WPM · share of total dialogue

NOTE — speaker matching uses face-detection overlap; actors not recognized by the AI appear as unidentified.

Actor / Character	Words spoken	WPM	% of dialogue
Jesse Eisenberg as Mark Zuckerberg	5,005	268.2	31.1%
Andrew Garfield as Eduardo Saverin	3,007	240.6	18.7%
Justin Timberlake as Sean Parker	1,979	240.4	12.3%
Armie Hammer as Cameron Winklevoss / Tyler Winklevoss	1,967	285.4	12.2%
Max Minghella as Divya Narendra	820	235.6	5.1%
David Selby as Gage	779	222.7	4.8%
Rooney Mara as Erica Albright	746	275.5	4.6%
Denise Grayson as Gretchen	408	245.2	2.5%
Brenda Song as Christy Ling	394	261.2	2.4%
Douglas Urbanski as Larry Summers	348	260.5	2.2%
Rashida Jones as Marylin Delpy	320	239.3	2.0%
John Getz as Sy	267	252.4	1.7%
Unidentified speakers	46	—	0.3%

Cast profiles

arc · volatility · emotion breakdown per actor

MZ

Jesse Eisenberg

AS MARK ZUCKERBERG

● Dominant: angry

Screen time

34m 44s

Scenes

4996

First seen

0:26

Last seen

115:34

Volatility

34 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

1%

Happy

2%

Surprise

26%

Neutral

6%

Fear

17%

Sad

37%

Angry

11%

Disgust

ES

Andrew Garfield

AS EDUARDO SAVERIN

● Dominant: angry

Screen time

22m 13s

Scenes

3197

First seen

11:56

Last seen

105:08

Volatility

39 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

4%

Happy

7%

Surprise

24%

Neutral

5%

Fear

15%

Sad

34%

Angry

11%

Disgust

CW

Armie Hammer

AS CAMERON WINKLEVOSS / TYLER WINKLEVOSS

● Dominant: angry

Screen time

14m 02s

Scenes

2020

First seen

17:37

Last seen

88:58

Volatility

56 High

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

4%

Happy

1%

Surprise

21%

Neutral

4%

Fear

18%

Sad

34%

Angry

18%

Disgust

SP

Justin Timberlake

AS SEAN PARKER

● Dominant: sad

Screen time

11m 19s

Scenes

1627

First seen

56:57

Last seen

110:53

Volatility

50 High

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

4%

Happy

14%

Surprise

16%

Neutral

17%

Fear

20%

Sad

17%

Angry

13%

Disgust

DN

Max Minghella

AS DIVYA NARENDRA

● Dominant: neutral

Screen time

5m 13s

Scenes

751

First seen

17:59

Last seen

88:57

Volatility

36 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

3%

Happy

10%

Surprise

41%

Neutral

2%

Fear

10%

Sad

28%

Angry

6%

Disgust

S

John Getz

AS SY

● Dominant: sad

Screen time

4m 44s

Scenes

680

First seen

16:21

Last seen

103:39

Volatility

25 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

3%

Happy

0%

Surprise

26%

Neutral

1%

Fear

38%

Sad

30%

Angry

2%

Disgust

MD

Rashida Jones

AS MARYLIN DELPY

● Dominant: neutral

Screen time

4m 29s

Scenes

644

First seen

16:21

Last seen

113:41

Volatility

27 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

4%

Happy

0%

Surprise

53%

Neutral

1%

Fear

31%

Sad

3%

Angry

8%

Disgust

EA

Rooney Mara

AS ERICA ALBRIGHT

● Dominant: happy

Screen time

3m 46s

Scenes

542

First seen

0:25

Last seen

115:24

Volatility

43 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

28%

Happy

20%

Surprise

15%

Neutral

14%

Fear

17%

Sad

1%

Angry

5%

Disgust

CL

Brenda Song

AS CHRISTY LING

● Dominant: neutral

Screen time

2m 42s

Scenes

389

First seen

45:09

Last seen

97:51

Volatility

38 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

16%

Happy

10%

Surprise

32%

Neutral

9%

Fear

16%

Sad

9%

Angry

9%

Disgust

G

Denise Grayson

AS GRETCHEN

● Dominant: neutral

Screen time

2m 28s

Scenes

355

First seen

16:18

Last seen

103:37

Volatility

36 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

2%

Happy

4%

Surprise

36%

Neutral

0%

Fear

35%

Sad

19%

Angry

5%

Disgust

G

David Selby

AS GAGE

● Dominant: surprise

Screen time

2m 05s

Scenes

300

First seen

18:47

Last seen

50:34

Volatility

45 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

1%

Happy

41%

Surprise

8%

Neutral

0%

Fear

5%

Sad

28%

Angry

18%

Disgust

LS

Douglas Urbanski

AS LARRY SUMMERS

● Dominant: sad

Screen time

1m 40s

Scenes

239

First seen

60:44

Last seen

64:03

Volatility

31 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m90m120.5m

0%

Happy

36%

Surprise

3%

Neutral

2%

Fear

39%

Sad

20%

Angry

0%

Disgust

BO

Bryan Barter

AS BILLY OLSEN

● Dominant: neutral

Screen time

0m 09s

Scenes

21

First seen

8:58

Last seen

16:04

Too few detections for emotion analysis

PC

Dustin Fitzsimons

AS PHOENIX CLUB PRESIDENT

● Dominant: angry

Screen time

0m 06s

Scenes

14

First seen

10:43

Last seen

10:52

Too few detections for emotion analysis

TW

Josh Pence

AS TYLER WINKLEVOSS (BODY DOUBLE)

● Dominant: angry

Screen time

0m 03s

Scenes

7

First seen

51:44

Last seen

51:49

Too few detections for emotion analysis

Speaker diarization

talk-time · turns · pacing per speaker

Talk-time share · 14 clusterssums to 99.9% of all dialogue

Eisenberg 29.6%

Garfield 19.8%

Timberlake 13.1%

Hammer 10.9%

First-word entry · per speakerdot = first line · trail = on-screen window · 8 ensemble

0:0030:0860:1590:23120:30

runtime

Jesse Eisenberg

0:17enter

Rooney Mara

0:21enter

Andrew Garfield

10:39enter

Armie Hammer

11:36enter

Justin Timberlake

14:14enter

Brenda Song

14:17enter

SPEAKER 30

15:15enter

Douglas Urbanski

15:23enter

Denise Grayson

16:17enter

John Getz

16:37enter

Rashida Jones

17:02enter

Max Minghella

18:01enter

David Selby

24:31enter

SPEAKER 03

38:19enter

Jesse EisenbergSPEAKER 18

Rapid exchange

29.6%

of all dialogue · 5,005 words · 18:40 spoken

WPM268.2

Turns590

Avg turn2.0s

Longest28.9s

enters at 0:17profanity 6

Andrew GarfieldSPEAKER 16

Rapid exchange

19.8%

of all dialogue · 3,007 words · 12:30 spoken

WPM240.6

Turns467

Avg turn1.8s

Longest22.5s

enters at 10:39profanity 5

Justin TimberlakeSPEAKER 05

Rapid exchange

13.1%

of all dialogue · 1,979 words · 8:14 spoken

WPM240.4

Turns360

Avg turn1.8s

Longest27.2s

enters at 14:14profanity 4

Armie HammerSPEAKER 23

Rapid exchange

10.9%

of all dialogue · 1,967 words · 6:54 spoken

WPM285.4

Turns187

Avg turn2.5s

Longest28.0s

enters at 11:36profanity 3

Max MinghellaSPEAKER 26

Rapid exchange

5.5%

of all dialogue · 820 words · 3:29 spoken

WPM235.6

Turns187

Avg turn1.4s

Longest18.6s

enters at 18:01profanity 3

David SelbySPEAKER 07

Brief

5.5%

of all dialogue · 779 words · 3:30 spoken

WPM222.7

Turns69

Avg turn3.3s

Longest15.5s

enters at 24:31profanity 2

Rooney MaraSPEAKER 13

Rapid exchange

4.3%

of all dialogue · 746 words · 2:43 spoken

WPM275.5

Turns204

Avg turn1.3s

Longest12.3s

enters at 0:21profanity 4

Denise GraysonSPEAKER 34

Brief

2.6%

of all dialogue · 408 words · 1:40 spoken

WPM245.2

Turns70

Avg turn1.7s

Longest9.8s

enters at 16:17profanity 0

Brenda SongSPEAKER 06

Brief

2.4%

of all dialogue · 394 words · 1:31 spoken

WPM261.2

Turns74

Avg turn1.5s

Longest8.4s

enters at 14:17profanity 1

Douglas UrbanskiSPEAKER 14

Brief

2.1%

of all dialogue · 348 words · 1:20 spoken

WPM260.5

Turns44

Avg turn2.1s

Longest10.8s

enters at 15:23profanity 0

Rashida JonesSPEAKER 28

Brief

2.1%

of all dialogue · 320 words · 1:20 spoken

WPM239.3

Turns43

Avg turn1.9s

Longest8.6s

enters at 17:02profanity 1

John GetzSPEAKER 15

Brief

1.7%

of all dialogue · 267 words · 1:04 spoken

WPM252.4

Turns36

Avg turn2.0s

Longest8.7s

enters at 16:37profanity 0

Unknown SpeakerSPEAKER 30 · unmatched

Brief

0.2%

of all dialogue · 24 words · 0:06 spoken

WPM227.8

Turns6

Avg turn1.1s

Longest2.7s

enters at 15:15profanity 0

Unknown SpeakerSPEAKER 03 · unmatched

Brief

0.1%

of all dialogue · 22 words · 0:05 spoken

WPM260.9

Turns2

Avg turn2.7s

Longest3.3s

enters at 38:19profanity 0

AGGREGATE — 15 unique characters · 36,150 faces detected · 15 named matches · 110m screen-time tracked