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CAST · DRIVE

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
13,673
across full runtime
Named matches
15
actors identified
Close-up shots
23.2%
of all framed shots
Smile rate
7.4%
frames with detected joy
Gender split
73%
27%
M / F · screen-time weighted
Dominant emotion
Neutral 33%
film-wide aggregate
Most expressive
Albert Brooks
72% non-neutral
Lead screen share
49%
15 tracked characters

Overall emotion distribution

7 emotions · all characters · screen-time weighted
Happy
7.4%
1,011 frames
Surprise
2.8%
383 frames
Neutral
33.0%
4,515 frames
Fear
13.4%
1,832 frames
Sad
24.9%
3,398 frames
Angry
10.5%
1,435 frames
Disgust
8.0%
1,099 frames

Screen time by actor

15 named · 65m tracked of 100.4m
01
Ryan Gosling
as Driver · 4616 scenes
32.1min · 49% of cast
neutral
02
Carey Mulligan
as Irene · 1489 scenes
10.3min · 16% of cast
sad
03
Albert Brooks
as Bernie Rose · 859 scenes
6.0min · 9% of cast
neutral
04
Bryan Cranston
as Shannon · 735 scenes
5.1min · 8% of cast
sad
05
Oscar Isaac
as Standard · 519 scenes
3.6min · 6% of cast
neutral
06
Kaden Leos
as Benicio · 421 scenes
2.9min · 4% of cast
sad
07
Ron Perlman
as Nino · 342 scenes
2.4min · 4% of cast
angry
08
Christina Hendricks
as Blanche · 200 scenes
1.4min · 2% of cast
sad
09
James Biberi
as Cook · 114 scenes
0.8min · 1% of cast
disgust
10
Jeff Wolfe
as Tan Suit · 64 scenes
0.4min · 1% of cast
happy
11
Tiara Parker
as Young Woman · 6 scenes
0.0min · 0% of cast
neutral
12
Tim Trella
as Hitman #1 · 4 scenes
0.0min · 0% of cast
fear
13
Joe Bucaro III
as Chauffeur · 3 scenes
0.0min · 0% of cast
happy
14
Jimmy Hart
as Hitman #2 · 2 scenes
0.0min · 0% of cast
angry
15
Russ Tamblyn
as Doc · 1 scenes
0.0min · 0% of cast
happy

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 / CharacterWords spokenWPM% of dialogue
Bryan Cranston
as Shannon
852113.7
26.5%
Albert Brooks
as Bernie Rose
777215.5
24.1%
Ryan Gosling
as Driver
599163.7
18.6%
Oscar Isaac
as Standard
451131.4
14.0%
Ron Perlman
as Nino
274247.4
8.5%
James Biberi
as Cook
108237.9
3.4%
Christina Hendricks
as Blanche
66220.7
2.0%
Kaden Leos
as Benicio
49220.7
1.5%
Unidentified speakers
45—
1.4%

Cast profiles

arc · volatility · emotion breakdown per actor
RG
Ryan Gosling
AS DRIVER
● Dominant: neutral
Screen time
32m 05s
Scenes
4616
First seen
2:04
Last seen
95:40
Volatility
24 Low
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
4%
Happy
1%
Surprise
32%
Neutral
8%
Fear
30%
Sad
12%
Angry
12%
Disgust
CM
Carey Mulligan
AS IRENE
● Dominant: sad
Screen time
10m 21s
Scenes
1489
First seen
11:42
Last seen
95:17
Volatility
23 Low
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
20%
Happy
0%
Surprise
27%
Neutral
2%
Fear
45%
Sad
1%
Angry
5%
Disgust
AB
Albert Brooks
AS BERNIE ROSE
● Dominant: neutral
Screen time
5m 58s
Scenes
859
First seen
20:03
Last seen
94:43
Volatility
40 Med
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
11%
Happy
2%
Surprise
28%
Neutral
3%
Fear
20%
Sad
26%
Angry
11%
Disgust
BC
Bryan Cranston
AS SHANNON
● Dominant: sad
Screen time
5m 07s
Scenes
735
First seen
2:17
Last seen
82:28
Volatility
38 Med
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
13%
Happy
3%
Surprise
17%
Neutral
16%
Fear
25%
Sad
21%
Angry
5%
Disgust
OI
Oscar Isaac
AS STANDARD
● Dominant: neutral
Screen time
3m 37s
Scenes
519
First seen
17:60
Last seen
57:50
Volatility
26 Med
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
15%
Happy
4%
Surprise
51%
Neutral
3%
Fear
8%
Sad
17%
Angry
2%
Disgust
KL
Kaden Leos
AS BENICIO
● Dominant: sad
Screen time
2m 56s
Scenes
421
First seen
15:39
Last seen
57:26
Volatility
23 Low
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
5%
Happy
2%
Surprise
42%
Neutral
2%
Fear
47%
Sad
2%
Angry
0%
Disgust
RP
Ron Perlman
AS NINO
● Dominant: angry
Screen time
2m 23s
Scenes
342
First seen
21:43
Last seen
87:21
Volatility
29 Med
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
5%
Happy
1%
Surprise
9%
Neutral
10%
Fear
35%
Sad
37%
Angry
3%
Disgust
CH
Christina Hendricks
AS BLANCHE
● Dominant: sad
Screen time
1m 23s
Scenes
200
First seen
49:44
Last seen
60:09
Volatility
22 Low
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
0%
Happy
0%
Surprise
12%
Neutral
38%
Fear
47%
Sad
0%
Angry
4%
Disgust
JB
James Biberi
AS COOK
● Dominant: disgust
Screen time
0m 47s
Scenes
114
First seen
41:22
Last seen
76:08
Volatility
29 Med
Emotional arc — 30 segments~3m per bucket
00:0025m50m75m100.4m
1%
Happy
1%
Surprise
14%
Neutral
0%
Fear
12%
Sad
33%
Angry
39%
Disgust
JW
Jeff Wolfe
AS TAN SUIT
● Dominant: happy
Screen time
0m 26s
Scenes
64
First seen
67:33
Last seen
72:27

Too few detections for emotion analysis

TP
Tiara Parker
AS YOUNG WOMAN
● Dominant: neutral
Screen time
0m 02s
Scenes
6
First seen
33:38
Last seen
36:23

Too few detections for emotion analysis

TT
Tim Trella
AS HITMAN #1
● Dominant: fear
Screen time
0m 02s
Scenes
4
First seen
61:04
Last seen
61:27

Too few detections for emotion analysis

JB
Joe Bucaro III
AS CHAUFFEUR
● Dominant: happy
Screen time
0m 01s
Scenes
3
First seen
83:34
Last seen
83:37

Too few detections for emotion analysis

JH
Jimmy Hart
AS HITMAN #2
● Dominant: angry
Screen time
0m 01s
Scenes
2
First seen
61:40
Last seen
61:42

Too few detections for emotion analysis

RT
Russ Tamblyn
AS DOC
● Dominant: happy
Screen time
0m 01s
Scenes
1
First seen
62:60
Last seen
62:60

Too few detections for emotion analysis

Speaker diarization

talk-time · turns · pacing per speaker
Talk-time share · 9 clusterssums to 100.0% of all dialogue
Cranston 36.7%
Brooks 17.7%
Gosling 17.9%
Isaac 16.8%
First-word entry · per speakerdot = first line · trail = on-screen window · 3 ensemble
0:0025:0650:1275:18100:24
runtime
Ryan Gosling
1:17enter
Bryan Cranston
2:24enter
Christina Hendricks
14:32enter
Kaden Leos
17:04enter
Oscar Isaac
17:27enter
Albert Brooks
17:54enter
Ron Perlman
21:46enter
SPEAKER 12
40:01enter
James Biberi
49:31enter
Bryan CranstonSPEAKER 06
Rapid exchange
36.7%
of all dialogue · 852 words · 7:30 spoken
WPM113.7
Turns179
Avg turn1.4s
Longest6.6s
enters at 2:24profanity 3
Albert BrooksSPEAKER 17
Rapid exchange
17.7%
of all dialogue · 777 words · 3:36 spoken
WPM215.5
Turns166
Avg turn1.3s
Longest6.7s
enters at 17:54profanity 7
Ryan GoslingSPEAKER 11
Rapid exchange
17.9%
of all dialogue · 599 words · 3:40 spoken
WPM163.7
Turns215
Avg turn1.0s
Longest5.9s
enters at 1:17profanity 0
Oscar IsaacSPEAKER 00
Conversational
16.8%
of all dialogue · 451 words · 3:26 spoken
WPM131.4
Turns118
Avg turn1.0s
Longest7.2s
enters at 17:27profanity 3
Ron PerlmanSPEAKER 03
Brief
5.4%
of all dialogue · 274 words · 1:06 spoken
WPM247.4
Turns55
Avg turn1.4s
Longest6.2s
enters at 21:46profanity 23
James BiberiSPEAKER 14
Brief
2.2%
of all dialogue · 108 words · 0:27 spoken
WPM237.9
Turns31
Avg turn1.0s
Longest3.0s
enters at 49:31profanity 5
Christina HendricksSPEAKER 01
Brief
1.5%
of all dialogue · 66 words · 0:18 spoken
WPM220.7
Turns9
Avg turn2.2s
Longest10.1s
enters at 14:32profanity 0
Kaden LeosSPEAKER 16
Conversational
1.1%
of all dialogue · 49 words · 0:13 spoken
WPM220.7
Turns146
Avg turn1.9s
Longest21.4s
enters at 17:04profanity 0
Unknown SpeakerSPEAKER 12 · unmatched
Brief
0.7%
of all dialogue · 45 words · 0:09 spoken
WPM302
Turns17
Avg turn1.0s
Longest2.6s
enters at 40:01profanity 0
AGGREGATE — 15 unique characters · 13,673 faces detected · 15 named matches · 65m screen-time tracked