Joker (2019) — QuantCinema

QuantCinemaCinema, decoded.

CAST · JOKER

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

24,959

across full runtime

Named matches

14

actors identified

Close-up shots

20.0%

of all framed shots

Smile rate

12.4%

frames with detected joy

Gender split

68%

32%

M / F · screen-time weighted

Dominant emotion

Neutral 36%

film-wide aggregate

Most expressive

Glenn Fleshler

66% non-neutral

Lead screen share

68%

14 tracked characters

Overall emotion distribution

7 emotions · all characters · screen-time weighted

Happy

12.4%

3,091 frames

Surprise

3.1%

762 frames

Neutral

35.8%

8,926 frames

Fear

21.8%

5,433 frames

Sad

10.2%

2,536 frames

Angry

13.2%

3,303 frames

Disgust

3.6%

908 frames

Screen time by actor

14 named · 56m tracked of 121.8m

01

Joaquin Phoenix

as Arthur Fleck · 5474 scenes

38.0min · 68% of cast

angry

02

Robert De Niro

as Murray Franklin · 760 scenes

5.3min · 9% of cast

angry

03

Zazie Beetz

as Sophie Dumond · 316 scenes

2.2min · 4% of cast

neutral

04

Sondra James

as Dr. Sally · 205 scenes

1.4min · 3% of cast

sad

05

Brett Cullen

as Thomas Wayne · 197 scenes

1.4min · 2% of cast

neutral

06

Frances Conroy

as Penny Fleck · 187 scenes

1.3min · 2% of cast

sad

07

Leigh Gill

as Gary · 181 scenes

1.3min · 2% of cast

neutral

08

Glenn Fleshler

as Randall · 181 scenes

1.3min · 2% of cast

neutral

09

Bill Camp

as Detective Garrity · 118 scenes

0.8min · 1% of cast

angry

10

Murphy Guyer

as Barry O'Donnell · 93 scenes

0.7min · 1% of cast

happy

11

Douglas Hodge

as Alfred Pennyworth · 93 scenes

0.7min · 1% of cast

angry

12

Shea Whigham

as Detective Burke · 90 scenes

0.6min · 1% of cast

angry

13

Marc Maron

as Gene Ufland · 70 scenes

0.5min · 1% of cast

fear

14

Josh Pais

as Hoyt Vaughn · 36 scenes

0.3min · 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
Joaquin Phoenix as Arthur Fleck	2,018	181.6	33.4%
Robert De Niro as Murray Franklin	979	224.2	16.2%
Leigh Gill as Gary	556	96.8	9.2%
Unidentified speakers	518	—	8.6%
Zazie Beetz as Sophie Dumond	469	125.9	7.8%
Brett Cullen as Thomas Wayne	366	204.9	6.1%
Frances Conroy as Penny Fleck	298	154.7	4.9%
Glenn Fleshler as Randall	290	256	4.8%
Josh Pais as Hoyt Vaughn	164	261.5	2.7%
Bill Camp as Detective Garrity	163	244.4	2.7%
Shea Whigham as Detective Burke	123	181.3	2.0%
Douglas Hodge as Alfred Pennyworth	102	21.2	1.7%

Cast profiles

arc · volatility · emotion breakdown per actor

AF

Joaquin Phoenix

AS ARTHUR FLECK

● Dominant: angry

Screen time

38m 03s

Scenes

5474

First seen

0:29

Last seen

114:01

Volatility

29 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

18%

Happy

2%

Surprise

17%

Neutral

6%

Fear

14%

Sad

36%

Angry

8%

Disgust

MF

Robert De Niro

AS MURRAY FRANKLIN

● Dominant: angry

Screen time

5m 17s

Scenes

760

First seen

12:19

Last seen

106:33

Volatility

43 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

11%

Happy

13%

Surprise

12%

Neutral

1%

Fear

27%

Sad

28%

Angry

8%

Disgust

SD

Zazie Beetz

AS SOPHIE DUMOND

● Dominant: neutral

Screen time

2m 12s

Scenes

316

First seen

19:40

Last seen

78:44

Volatility

35 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

18%

Happy

2%

Surprise

34%

Neutral

4%

Fear

6%

Sad

11%

Angry

24%

Disgust

DS

Sondra James

AS DR. SALLY

● Dominant: sad

Screen time

1m 26s

Scenes

205

First seen

98:49

Last seen

102:55

Volatility

19 Low

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

3%

Happy

1%

Surprise

22%

Neutral

5%

Fear

67%

Sad

2%

Angry

0%

Disgust

TW

Brett Cullen

AS THOMAS WAYNE

● Dominant: neutral

Screen time

1m 22s

Scenes

197

First seen

38:22

Last seen

109:56

Volatility

37 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

7%

Happy

1%

Surprise

36%

Neutral

0%

Fear

8%

Sad

35%

Angry

13%

Disgust

PF

Frances Conroy

AS PENNY FLECK

● Dominant: sad

Screen time

1m 18s

Scenes

187

First seen

11:02

Last seen

49:35

Volatility

41 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

7%

Happy

4%

Surprise

26%

Neutral

12%

Fear

47%

Sad

1%

Angry

3%

Disgust

G

Leigh Gill

AS GARY

● Dominant: neutral

Screen time

1m 16s

Scenes

181

First seen

0:20

Last seen

90:06

Volatility

39 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

4%

Happy

4%

Surprise

30%

Neutral

3%

Fear

16%

Sad

19%

Angry

24%

Disgust

R

Glenn Fleshler

AS RANDALL

● Dominant: neutral

Screen time

1m 16s

Scenes

181

First seen

15:50

Last seen

87:50

Volatility

46 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

17%

Happy

3%

Surprise

34%

Neutral

4%

Fear

9%

Sad

14%

Angry

20%

Disgust

DG

Bill Camp

AS DETECTIVE GARRITY

● Dominant: angry

Screen time

0m 49s

Scenes

118

First seen

56:53

Last seen

92:18

Volatility

21 Low

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

0%

Happy

0%

Surprise

22%

Neutral

0%

Fear

30%

Sad

48%

Angry

0%

Disgust

BO

Murphy Guyer

AS BARRY O'DONNELL

● Dominant: happy

Screen time

0m 39s

Scenes

93

First seen

12:08

Last seen

105:43

Volatility

23 Low

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

34%

Happy

0%

Surprise

26%

Neutral

1%

Fear

29%

Sad

9%

Angry

1%

Disgust

AP

Douglas Hodge

AS ALFRED PENNYWORTH

● Dominant: angry

Screen time

0m 39s

Scenes

93

First seen

53:38

Last seen

55:10

Volatility

34 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

5%

Happy

2%

Surprise

12%

Neutral

5%

Fear

14%

Sad

59%

Angry

2%

Disgust

DB

Shea Whigham

AS DETECTIVE BURKE

● Dominant: angry

Screen time

0m 38s

Scenes

90

First seen

57:17

Last seen

94:07

Volatility

38 Med

Emotional arc — 30 segments~4m per bucket

00:0030m60m91m121.8m

3%

Happy

2%

Surprise

0%

Neutral

7%

Fear

20%

Sad

51%

Angry

17%

Disgust

GU

Marc Maron

AS GENE UFLAND

● Dominant: fear

Screen time

0m 29s

Scenes

70

First seen

95:19

Last seen

101:41

Too few detections for emotion analysis

HV

Josh Pais

AS HOYT VAUGHN

● Dominant: angry

Screen time

0m 15s

Scenes

36

First seen

17:50

Last seen

18:23

Too few detections for emotion analysis

Speaker diarization

talk-time · turns · pacing per speaker

Talk-time share · 20 clusterssums to 100.1% of all dialogue

Phoenix 27.1%

Niro 10.7%

Gill 14.0%

Beetz 9.1%

Hodge 11.7%

First-word entry · per speakerdot = first line · trail = on-screen window · 14 ensemble

0:0030:2760:5491:21121:48

runtime

Leigh Gill

0:09enter

SPEAKER 15

0:47enter

Joaquin Phoenix

0:57enter

Zazie Beetz

2:08enter

Shea Whigham

2:12enter

Robert De Niro

10:55enter

Frances Conroy

11:02enter

Glenn Fleshler

15:48enter

Douglas Hodge

15:52enter

Josh Pais

17:41enter

SPEAKER 04

31:04enter

SPEAKER 01

31:19enter

Brett Cullen

38:38enter

SPEAKER 37

42:11enter

SPEAKER 05

55:34enter

Bill Camp

56:46enter

SPEAKER 00

61:09enter

SPEAKER 02

67:35enter

SPEAKER 08

70:30enter

SPEAKER 35

105:55enter

Joaquin PhoenixSPEAKER 31

Rapid exchange

27.1%

of all dialogue · 2,018 words · 11:07 spoken

WPM181.6

Turns571

Avg turn1.5s

Longest17.2s

enters at 0:57profanity 7

Robert De NiroSPEAKER 32

Conversational

10.7%

of all dialogue · 979 words · 4:22 spoken

WPM224.2

Turns144

Avg turn2.0s

Longest10.1s

enters at 10:55profanity 0

Leigh GillSPEAKER 11

Rapid exchange

14.0%

of all dialogue · 556 words · 5:45 spoken

WPM96.8

Turns356

Avg turn1.1s

Longest15.9s

enters at 0:09profanity 2

Zazie BeetzSPEAKER 12

Conversational

9.1%

of all dialogue · 469 words · 3:43 spoken

WPM125.9

Turns140

Avg turn1.4s

Longest9.7s

enters at 2:08profanity 3

Brett CullenSPEAKER 06

Brief

4.4%

of all dialogue · 366 words · 1:47 spoken

WPM204.9

Turns55

Avg turn1.7s

Longest6.7s

enters at 38:38profanity 1

Frances ConroySPEAKER 17

Brief

4.7%

of all dialogue · 298 words · 1:56 spoken

WPM154.7

Turns95

Avg turn1.2s

Longest6.5s

enters at 11:02profanity 1

Glenn FleshlerSPEAKER 10

Brief

2.8%

of all dialogue · 290 words · 1:08 spoken

WPM256

Turns59

Avg turn1.4s

Longest10.0s

enters at 15:48profanity 7

Unknown SpeakerSPEAKER 08 · unmatched

Brief

2.2%

of all dialogue · 184 words · 0:54 spoken

WPM205.6

Turns39

Avg turn1.5s

Longest6.3s

enters at 70:30profanity 0

Josh PaisSPEAKER 14

Brief

1.5%

of all dialogue · 164 words · 0:38 spoken

WPM261.5

Turns28

Avg turn1.4s

Longest4.6s

enters at 17:41profanity 3

Bill CampSPEAKER 03

Brief

1.6%

of all dialogue · 163 words · 0:40 spoken

WPM244.4

Turns31

Avg turn1.4s

Longest6.8s

enters at 56:46profanity 0

Shea WhighamSPEAKER 20

Brief

1.7%

of all dialogue · 123 words · 0:41 spoken

WPM181.3

Turns53

Avg turn1.0s

Longest12.3s

enters at 2:12profanity 3

Douglas HodgeSPEAKER 09

Brief

11.7%

of all dialogue · 102 words · 4:49 spoken

WPM21.2

Turns30

Avg turn1.2s

Longest5.8s

enters at 15:52profanity 1

Unknown SpeakerSPEAKER 05 · unmatched

Brief

0.7%

of all dialogue · 75 words · 0:17 spoken

WPM271.6

Turns9

Avg turn2.2s

Longest6.8s

enters at 55:34profanity 0

Unknown SpeakerSPEAKER 15 · unmatched

Brief

0.8%

of all dialogue · 62 words · 0:19 spoken

WPM192.6

Turns12

Avg turn1.6s

Longest4.2s

enters at 0:47profanity 3

Unknown SpeakerSPEAKER 01 · unmatched

Brief

0.7%

of all dialogue · 57 words · 0:18 spoken

WPM187.8

Turns9

Avg turn2.4s

Longest5.7s

enters at 31:19profanity 0

Unknown SpeakerSPEAKER 37 · unmatched

Brief

1.1%

of all dialogue · 54 words · 0:27 spoken

WPM121

Turns8

Avg turn3.4s

Longest7.5s

enters at 42:11profanity 0

Unknown SpeakerSPEAKER 04 · unmatched

Brief

1.5%

of all dialogue · 30 words · 0:38 spoken

WPM47.4

Turns16

Avg turn1.1s

Longest6.6s

enters at 31:04profanity 0

Unknown SpeakerSPEAKER 00 · unmatched

Brief

0.5%

of all dialogue · 30 words · 0:11 spoken

WPM158.2

Turns7

Avg turn2.1s

Longest5.0s

enters at 61:09profanity 0

Unknown SpeakerSPEAKER 35 · unmatched

Brief

0.3%

of all dialogue · 23 words · 0:08 spoken

WPM184

Turns5

Avg turn1.7s

Longest6.5s

enters at 105:55profanity 0

Unknown SpeakerSPEAKER 02 · unmatched

Long-form

3.0%

of all dialogue · 3 words · 1:13 spoken

WPM2.5

Turns1

Avg turn18.9s

Longest18.9s

enters at 67:35profanity 0

AGGREGATE — 14 unique characters · 24,959 faces detected · 14 named matches · 56m screen-time tracked