Goodfellas (1990) — QuantCinema

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CAST · GOODFELLAS

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

44,770

across full runtime

Named matches

15

actors identified

Close-up shots

15.4%

of all framed shots

Smile rate

7.9%

frames with detected joy

Gender split

80%

20%

M / F · screen-time weighted

Dominant emotion

Neutral 37%

film-wide aggregate

Most expressive

Frank Vincent

68% non-neutral

Lead screen share

38%

15 tracked characters

Overall emotion distribution

7 emotions · all characters · screen-time weighted

Happy

7.9%

3,555 frames

Surprise

5.4%

2,414 frames

Neutral

37.3%

16,716 frames

Fear

19.9%

8,906 frames

Sad

14.2%

6,352 frames

Angry

12.4%

5,559 frames

Disgust

2.8%

1,268 frames

Screen time by actor

15 named · 97m tracked of 145.5m

01

Ray Liotta

as Henry Hill · 5316 scenes

37.0min · 38% of cast

angry

02

Robert De Niro

as James Conway · 2797 scenes

19.4min · 20% of cast

angry

03

Joe Pesci

as Tommy DeVito · 2018 scenes

14.0min · 14% of cast

neutral

04

Lorraine Bracco

as Karen Hill · 1270 scenes

8.8min · 9% of cast

sad

05

Paul Sorvino

as Paul Cicero · 1013 scenes

7.0min · 7% of cast

angry

06

Catherine Scorsese

as Tommy's Mother · 335 scenes

2.3min · 2% of cast

neutral

07

Frank Vincent

as Billy Batts · 207 scenes

1.4min · 1% of cast

neutral

08

Chuck Low

as Morris Kessler · 194 scenes

1.4min · 1% of cast

happy

09

Tony Darrow

as Sonny Bunz · 186 scenes

1.3min · 1% of cast

surprise

10

Frank Sivero

as Frankie Carbone · 181 scenes

1.3min · 1% of cast

angry

11

Gina Mastrogiacomo

as Janice Rossi · 153 scenes

1.1min · 1% of cast

angry

12

Frank DiLeo

as Tuddy Cicero · 143 scenes

1.0min · 1% of cast

sad

13

Mike Starr

as Frenchy · 66 scenes

0.5min · 0% of cast

angry

14

Charles Scorsese

as Vinnie · 53 scenes

0.4min · 0% of cast

disgust

15

Henny Youngman

as Henny Youngman · 27 scenes

0.2min · 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
Ray Liotta as Henry Hill	6,113	232.2	31.4%
Lorraine Bracco as Karen Hill	3,515	221.4	18.0%
Joe Pesci as Tommy DeVito	2,581	268.7	13.3%
Robert De Niro as James Conway	2,402	236.8	12.3%
Chuck Low as Morris Kessler	1,107	264.8	5.7%
Paul Sorvino as Paul Cicero	1,039	310.8	5.3%
Frank DiLeo as Tuddy Cicero	544	242.3	2.8%
Tony Darrow as Sonny Bunz	480	336.1	2.5%
Catherine Scorsese as Tommy's Mother	408	266	2.1%
Frank Vincent as Billy Batts	389	289.6	2.0%
Gina Mastrogiacomo as Janice Rossi	292	158.5	1.5%
Mike Starr as Frenchy	219	263.5	1.1%
Frank Sivero as Frankie Carbone	159	273.7	0.8%
Unidentified speakers	116	—	0.6%
Henny Youngman as Henny Youngman	111	208.9	0.6%

Cast profiles

arc · volatility · emotion breakdown per actor

HH

Ray Liotta

AS HENRY HILL

● Dominant: angry

Screen time

36m 57s

Scenes

5316

First seen

0:57

Last seen

139:51

Volatility

39 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

5%

Happy

4%

Surprise

28%

Neutral

4%

Fear

26%

Sad

30%

Angry

3%

Disgust

JC

Robert De Niro

AS JAMES CONWAY

● Dominant: angry

Screen time

19m 26s

Scenes

2797

First seen

0:57

Last seen

138:55

Volatility

41 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

11%

Happy

10%

Surprise

21%

Neutral

3%

Fear

23%

Sad

28%

Angry

5%

Disgust

TD

Joe Pesci

AS TOMMY DEVITO

● Dominant: neutral

Screen time

14m 02s

Scenes

2018

First seen

1:33

Last seen

139:50

Volatility

43 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

15%

Happy

4%

Surprise

35%

Neutral

5%

Fear

10%

Sad

26%

Angry

6%

Disgust

KH

Lorraine Bracco

AS KAREN HILL

● Dominant: sad

Screen time

8m 50s

Scenes

1270

First seen

28:47

Last seen

137:29

Volatility

37 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

16%

Happy

2%

Surprise

19%

Neutral

18%

Fear

31%

Sad

10%

Angry

4%

Disgust

PC

Paul Sorvino

AS PAUL CICERO

● Dominant: angry

Screen time

7m 02s

Scenes

1013

First seen

3:55

Last seen

139:02

Volatility

33 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

16%

Happy

4%

Surprise

19%

Neutral

3%

Fear

18%

Sad

32%

Angry

8%

Disgust

TM

Catherine Scorsese

AS TOMMY'S MOTHER

● Dominant: neutral

Screen time

2m 20s

Scenes

335

First seen

42:08

Last seen

109:58

Volatility

35 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

17%

Happy

5%

Surprise

32%

Neutral

0%

Fear

27%

Sad

3%

Angry

16%

Disgust

BB

Frank Vincent

AS BILLY BATTS

● Dominant: neutral

Screen time

1m 26s

Scenes

207

First seen

52:31

Last seen

55:56

Volatility

55 High

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

13%

Happy

10%

Surprise

32%

Neutral

1%

Fear

3%

Sad

22%

Angry

20%

Disgust

MK

Chuck Low

AS MORRIS KESSLER

● Dominant: happy

Screen time

1m 21s

Scenes

194

First seen

37:21

Last seen

105:05

Volatility

49 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

34%

Happy

5%

Surprise

8%

Neutral

1%

Fear

9%

Sad

30%

Angry

13%

Disgust

SB

Tony Darrow

AS SONNY BUNZ

● Dominant: surprise

Screen time

1m 17s

Scenes

186

First seen

17:51

Last seen

26:58

Volatility

41 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

3%

Happy

47%

Surprise

16%

Neutral

0%

Fear

24%

Sad

0%

Angry

10%

Disgust

FC

Frank Sivero

AS FRANKIE CARBONE

● Dominant: angry

Screen time

1m 16s

Scenes

181

First seen

16:51

Last seen

105:54

Volatility

44 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

18%

Happy

2%

Surprise

13%

Neutral

5%

Fear

28%

Sad

32%

Angry

3%

Disgust

JR

Gina Mastrogiacomo

AS JANICE ROSSI

● Dominant: angry

Screen time

1m 04s

Scenes

153

First seen

61:25

Last seen

75:60

Volatility

40 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

11%

Happy

1%

Surprise

31%

Neutral

5%

Fear

18%

Sad

33%

Angry

1%

Disgust

TC

Frank DiLeo

AS TUDDY CICERO

● Dominant: sad

Screen time

0m 59s

Scenes

143

First seen

3:34

Last seen

137:09

Volatility

44 Med

Emotional arc — 30 segments~5m per bucket

00:0036m72m109m145.5m

7%

Happy

2%

Surprise

22%

Neutral

2%

Fear

52%

Sad

13%

Angry

2%

Disgust

F

Mike Starr

AS FRENCHY

● Dominant: angry

Screen time

0m 28s

Scenes

66

First seen

18:23

Last seen

96:20

Too few detections for emotion analysis

V

Charles Scorsese

AS VINNIE

● Dominant: disgust

Screen time

0m 22s

Scenes

53

First seen

35:28

Last seen

111:30

Too few detections for emotion analysis

HY

Henny Youngman

AS HENNY YOUNGMAN

● Dominant: angry

Screen time

0m 11s

Scenes

27

First seen

34:25

Last seen

34:36

Too few detections for emotion analysis

Speaker diarization

talk-time · turns · pacing per speaker

Talk-time share · 17 clusterssums to 100.1% of all dialogue

Liotta 32.4%

Bracco 19.5%

Pesci 11.8%

Niro 12.5%

First-word entry · per speakerdot = first line · trail = on-screen window · 11 ensemble

0:0036:2372:45109:08145:30

runtime

Ray Liotta

1:21enter

Lorraine Bracco

3:20enter

Frank DiLeo

3:32enter

Mike Starr

6:03enter

Gina Mastrogiacomo

10:02enter

Robert De Niro

11:43enter

Paul Sorvino

11:58enter

Catherine Scorsese

14:01enter

Henny Youngman

14:16enter

Joe Pesci

17:24enter

Frank Vincent

20:43enter

Tony Darrow

23:46enter

SPEAKER 03

32:22enter

Chuck Low

37:44enter

SPEAKER 01

55:35enter

Frank Sivero

67:47enter

SPEAKER 02

86:08enter

Ray LiottaSPEAKER 19

Rapid exchange

32.4%

of all dialogue · 6,113 words · 26:20 spoken

WPM232.2

Turns761

Avg turn2.3s

Longest24.9s

enters at 1:21profanity 37

Lorraine BraccoSPEAKER 11

Rapid exchange

19.5%

of all dialogue · 3,515 words · 15:53 spoken

WPM221.4

Turns707

Avg turn1.6s

Longest27.1s

enters at 3:20profanity 14

Joe PesciSPEAKER 35

Rapid exchange

11.8%

of all dialogue · 2,581 words · 9:36 spoken

WPM268.7

Turns335

Avg turn2.2s

Longest21.7s

enters at 17:24profanity 116

Robert De NiroSPEAKER 30

Rapid exchange

12.5%

of all dialogue · 2,402 words · 10:09 spoken

WPM236.8

Turns523

Avg turn1.3s

Longest12.9s

enters at 11:43profanity 66

Chuck LowSPEAKER 25

Conversational

5.1%

of all dialogue · 1,107 words · 4:11 spoken

WPM264.8

Turns132

Avg turn2.6s

Longest14.4s

enters at 37:44profanity 19

Paul SorvinoSPEAKER 28

Rapid exchange

4.1%

of all dialogue · 1,039 words · 3:21 spoken

WPM310.8

Turns174

Avg turn1.5s

Longest6.8s

enters at 11:58profanity 13

Frank DiLeoSPEAKER 52

Rapid exchange

2.8%

of all dialogue · 544 words · 2:15 spoken

WPM242.3

Turns240

Avg turn1.1s

Longest17.5s

enters at 3:32profanity 8

Tony DarrowSPEAKER 40

Brief

1.8%

of all dialogue · 480 words · 1:26 spoken

WPM336.1

Turns27

Avg turn3.7s

Longest13.8s

enters at 23:46profanity 13

Catherine ScorseseSPEAKER 00

Brief

1.9%

of all dialogue · 408 words · 1:32 spoken

WPM266

Turns85

Avg turn1.5s

Longest10.5s

enters at 14:01profanity 1

Frank VincentSPEAKER 29

Brief

1.7%

of all dialogue · 389 words · 1:21 spoken

WPM289.6

Turns55

Avg turn2.1s

Longest15.4s

enters at 20:43profanity 3

Gina MastrogiacomoSPEAKER 27

Conversational

2.3%

of all dialogue · 292 words · 1:51 spoken

WPM158.5

Turns140

Avg turn1.1s

Longest8.5s

enters at 10:02profanity 0

Mike StarrSPEAKER 20

Brief

1.0%

of all dialogue · 219 words · 0:50 spoken

WPM263.5

Turns53

Avg turn1.1s

Longest6.7s

enters at 6:03profanity 0

Frank SiveroSPEAKER 42

Brief

0.7%

of all dialogue · 159 words · 0:35 spoken

WPM273.7

Turns31

Avg turn1.5s

Longest6.6s

enters at 67:47profanity 4

Henny YoungmanSPEAKER 53

Brief

0.7%

of all dialogue · 111 words · 0:32 spoken

WPM208.9

Turns28

Avg turn1.3s

Longest5.3s

enters at 14:16profanity 0

Unknown SpeakerSPEAKER 03 · unmatched

Brief

1.4%

of all dialogue · 42 words · 1:09 spoken

WPM36.4

Turns16

Avg turn1.3s

Longest3.0s

enters at 32:22profanity 1

Unknown SpeakerSPEAKER 01 · unmatched

Brief

0.2%

of all dialogue · 38 words · 0:10 spoken

WPM239

Turns9

Avg turn1.2s

Longest6.0s

enters at 55:35profanity 0

Unknown SpeakerSPEAKER 02 · unmatched

Brief

0.2%

of all dialogue · 36 words · 0:11 spoken

WPM191.3

Turns18

Avg turn1.1s

Longest6.2s

enters at 86:08profanity 0

AGGREGATE — 15 unique characters · 44,770 faces detected · 15 named matches · 97m screen-time tracked