crema-d

Created by Houwei Cao, David G. Cooper, Michael K. Keutmann, Ruben C. Gur, Ani Nenkova, Ragini Verma, Samantha L Moore, Adam Savitt

version

1.3.0

license

Open Data Commons Open Database License (ODbL) v1.0

source

https://github.com/CheyneyComputerScience/CREMA-D

usage

commercial

languages

English

format

wav

channel

1

sampling rate

16000

bit depth

16

duration

0 days 05:15:21.404187500

files

7441, duration distribution: 1.3 s crema-d-1.3.0-file-duration-distribution 5.0 s

repository

data-public

published

2024-04-17 by audeering

Description

CREMA-D: Crowd-sourced Emotional Mutimodal Actors Dataset CREMA-D is a data set of 7,442 original clips from 91 actors. These clips were from 48 male and 43 female actors between the ages of 20 and 74 coming from a variety of races and ethnicities (African America, Asian, Caucasian, Hispanic, and Unspecified). When using the database commercially, the database must be referenced together with its license.

Example

1001/1001_TAI_HAP_XX.wav

../_images/crema-d-1.3.0-player-waveform.png

Tables

ID

Type

Columns

age.dev

filewise

speaker

file

speaker

1004/1004_TAI_FEA_XX.wav

1004

1004/1004_ITS_NEU_XX.wav

1004

1004/1004_IOM_DIS_XX.wav

1004

1004/1004_MTI_NEU_XX.wav

1004

1004/1004_TAI_HAP_XX.wav

1004

360 rows x 1 column

age.emotional.dev

filewise

speaker

file

speaker

1004/1004_TIE_HAP_XX.wav

1004

1004/1004_IEO_ANG_LO.wav

1004

1004/1004_MTI_DIS_XX.wav

1004

1004/1004_IWW_ANG_XX.wav

1004

1004/1004_IEO_ANG_HI.wav

1004

360 rows x 1 column

age.emotional.test

filewise

speaker

file

speaker

1006/1006_IEO_ANG_HI.wav

1006

1006/1006_ITH_ANG_XX.wav

1006

1006/1006_ITS_ANG_XX.wav

1006

1006/1006_IOM_FEA_XX.wav

1006

1006/1006_IWW_SAD_XX.wav

1006

380 rows x 1 column

age.emotional.train

filewise

speaker

file

speaker

1001/1001_TSI_HAP_XX.wav

1001

1001/1001_WSI_FEA_XX.wav

1001

1001/1001_IEO_HAP_HI.wav

1001

1001/1001_TIE_DIS_XX.wav

1001

1001/1001_TAI_SAD_XX.wav

1001

1080 rows x 1 column

age.test

filewise

speaker

file

speaker

1006/1006_MTI_NEU_XX.wav

1006

1006/1006_IEO_SAD_LO.wav

1006

1006/1006_IEO_NEU_XX.wav

1006

1006/1006_WSI_DIS_XX.wav

1006

1006/1006_IOM_NEU_XX.wav

1006

380 rows x 1 column

age.train

filewise

speaker

file

speaker

1001/1001_IWW_NEU_XX.wav

1001

1001/1001_TIE_NEU_XX.wav

1001

1001/1001_IWW_HAP_XX.wav

1001

1001/1001_MTI_NEU_XX.wav

1001

1001/1001_DFA_SAD_XX.wav

1001

1080 rows x 1 column

emotion.categories.desired.dev

filewise

emotion, emotion.intensity

file

emotion

emotion.intensity

1049/1049_IEO_NEU_XX.wav

neutral

unspecified

1049/1049_IEO_HAP_LO.wav

happiness

low

1049/1049_IEO_HAP_MD.wav

happiness

mid

1049/1049_IEO_HAP_HI.wav

happiness

high

1049/1049_IEO_SAD_LO.wav

sadness

low

1476 rows x 2 columns

emotion.categories.desired.test

filewise

emotion, emotion.intensity

file

emotion

emotion.intensity

1048/1048_IEO_NEU_XX.wav

neutral

unspecified

1048/1048_IEO_HAP_LO.wav

happiness

low

1048/1048_IEO_HAP_MD.wav

happiness

mid

1048/1048_IEO_HAP_HI.wav

happiness

high

1048/1048_IEO_SAD_LO.wav

sadness

low

1392 rows x 2 columns

emotion.categories.desired.train

filewise

emotion, emotion.intensity

file

emotion

emotion.intensity

1001/1001_IEO_NEU_XX.wav

neutral

unspecified

1001/1001_IEO_HAP_LO.wav

happiness

low

1001/1001_IEO_HAP_MD.wav

happiness

mid

1001/1001_IEO_HAP_HI.wav

happiness

high

1001/1001_IEO_SAD_LO.wav

sadness

low

4572 rows x 2 columns

emotion.categories.dev

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level, emotion.4, emotion.4.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

emotion.4

emotion.4.level

1049/1049_IEO_NEU_XX.wav

neutral

67.86

1049/1049_IEO_HAP_LO.wav

neutral

47.0

1049/1049_IEO_HAP_MD.wav

happiness

78.62

1049/1049_IEO_HAP_HI.wav

anger

43.5

happiness

35.5

neutral

47.5

1049/1049_IEO_SAD_LO.wav

neutral

70.2

1476 rows x 10 columns

emotion.categories.dev.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1049/1049_IEO_NEU_XX.wav

neutral

67.86

0.7777777777777779

1049/1049_IEO_HAP_LO.wav

neutral

47.0

0.33333333333333304

1049/1049_IEO_HAP_MD.wav

happiness

78.62

0.8888888888888891

1049/1049_IEO_HAP_HI.wav

no_agreement

0.28571428571428603

1049/1049_IEO_SAD_LO.wav

neutral

70.2

0.555555555555556

1476 rows x 3 columns

emotion.categories.dev.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1049/1049_IEO_NEU_XX.wav

0

0

0

1

7

1

1049/1049_IEO_HAP_LO.wav

1

1

2

2

3

0

1049/1049_IEO_HAP_MD.wav

0

0

0

8

1

0

1049/1049_IEO_HAP_HI.wav

2

1

0

2

2

0

1049/1049_IEO_SAD_LO.wav

0

1

1

0

5

2

1476 rows x 6 columns

emotion.categories.face.dev

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level, emotion.4, emotion.4.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

emotion.4

emotion.4.level

1049/1049_IEO_NEU_XX.wav

neutral

65.44

1049/1049_IEO_HAP_LO.wav

happiness

77.89

1049/1049_IEO_HAP_MD.wav

happiness

84.86

1049/1049_IEO_HAP_HI.wav

happiness

76.9

1049/1049_IEO_SAD_LO.wav

neutral

78.6

1476 rows x 10 columns

emotion.categories.face.dev.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1049/1049_IEO_NEU_XX.wav

neutral

65.44

0.9

1049/1049_IEO_HAP_LO.wav

happiness

77.89

0.9

1049/1049_IEO_HAP_MD.wav

happiness

84.86

1.0

1049/1049_IEO_HAP_HI.wav

happiness

76.9

1.0

1049/1049_IEO_SAD_LO.wav

neutral

78.6

1.0

1476 rows x 3 columns

emotion.categories.face.dev.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1049/1049_IEO_NEU_XX.wav

0

0

0

1

9

0

1049/1049_IEO_HAP_LO.wav

0

0

1

9

0

0

1049/1049_IEO_HAP_MD.wav

0

0

0

7

0

0

1049/1049_IEO_HAP_HI.wav

0

0

0

10

0

0

1049/1049_IEO_SAD_LO.wav

0

0

0

0

10

0

1476 rows x 6 columns

emotion.categories.face.test

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level, emotion.4, emotion.4.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

emotion.4

emotion.4.level

1048/1048_IEO_NEU_XX.wav

neutral

67.38

1048/1048_IEO_HAP_LO.wav

happiness

51.0

1048/1048_IEO_HAP_MD.wav

happiness

70.56

1048/1048_IEO_HAP_HI.wav

happiness

69.0

1048/1048_IEO_SAD_LO.wav

disgust

56.71

1392 rows x 10 columns

emotion.categories.face.test.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1048/1048_IEO_NEU_XX.wav

neutral

67.38

0.8

1048/1048_IEO_HAP_LO.wav

happiness

51.0

1.0

1048/1048_IEO_HAP_MD.wav

happiness

70.56

0.9

1048/1048_IEO_HAP_HI.wav

happiness

69.0

0.8

1048/1048_IEO_SAD_LO.wav

disgust

56.71

0.7777777777777779

1392 rows x 3 columns

emotion.categories.face.test.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1048/1048_IEO_NEU_XX.wav

0

0

0

1

8

1

1048/1048_IEO_HAP_LO.wav

0

0

0

10

0

0

1048/1048_IEO_HAP_MD.wav

0

0

0

9

1

0

1048/1048_IEO_HAP_HI.wav

0

1

0

8

1

0

1048/1048_IEO_SAD_LO.wav

0

7

0

0

2

0

1392 rows x 6 columns

emotion.categories.face.train

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level, emotion.4, emotion.4.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

emotion.4

emotion.4.level

1001/1001_IEO_NEU_XX.wav

neutral

92.22

1001/1001_IEO_HAP_LO.wav

happiness

57.0

1001/1001_IEO_HAP_MD.wav

happiness

62.62

1001/1001_IEO_HAP_HI.wav

happiness

68.25

1001/1001_IEO_SAD_LO.wav

neutral

73.5

4572 rows x 10 columns

emotion.categories.face.train.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1001/1001_IEO_NEU_XX.wav

neutral

92.22

1.0

1001/1001_IEO_HAP_LO.wav

happiness

57.0

0.9

1001/1001_IEO_HAP_MD.wav

happiness

62.62

0.8888888888888891

1001/1001_IEO_HAP_HI.wav

happiness

68.25

0.8

1001/1001_IEO_SAD_LO.wav

neutral

73.5

0.8888888888888891

4572 rows x 3 columns

emotion.categories.face.train.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1001/1001_IEO_NEU_XX.wav

0

0

0

0

9

0

1001/1001_IEO_HAP_LO.wav

0

0

0

9

1

0

1001/1001_IEO_HAP_MD.wav

1

0

0

8

0

0

1001/1001_IEO_HAP_HI.wav

0

0

0

8

2

0

1001/1001_IEO_SAD_LO.wav

0

1

0

0

8

0

4572 rows x 6 columns

emotion.categories.multimodal.dev

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

1049/1049_IEO_NEU_XX.wav

neutral

94.22

1049/1049_IEO_HAP_LO.wav

happiness

77.5

1049/1049_IEO_HAP_MD.wav

happiness

90.88

1049/1049_IEO_HAP_HI.wav

happiness

88.3

1049/1049_IEO_SAD_LO.wav

neutral

75.25

sadness

47.75

1476 rows x 8 columns

emotion.categories.multimodal.dev.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1049/1049_IEO_NEU_XX.wav

neutral

94.22

0.818181818181818

1049/1049_IEO_HAP_LO.wav

happiness

77.5

0.666666666666667

1049/1049_IEO_HAP_MD.wav

happiness

90.88

0.8

1049/1049_IEO_HAP_HI.wav

happiness

88.3

1.0

1049/1049_IEO_SAD_LO.wav

no_agreement

0.4

1476 rows x 3 columns

emotion.categories.multimodal.dev.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1049/1049_IEO_NEU_XX.wav

0

0

0

2

9

0

1049/1049_IEO_HAP_LO.wav

0

0

0

6

3

0

1049/1049_IEO_HAP_MD.wav

0

0

0

8

2

0

1049/1049_IEO_HAP_HI.wav

0

0

0

10

0

0

1049/1049_IEO_SAD_LO.wav

0

2

0

0

4

4

1476 rows x 6 columns

emotion.categories.multimodal.test

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

1048/1048_IEO_NEU_XX.wav

neutral

81.56

1048/1048_IEO_HAP_LO.wav

happiness

34.0

1048/1048_IEO_HAP_MD.wav

happiness

73.0

1048/1048_IEO_HAP_HI.wav

happiness

53.75

1048/1048_IEO_SAD_LO.wav

neutral

64.83

1392 rows x 8 columns

emotion.categories.multimodal.test.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1048/1048_IEO_NEU_XX.wav

neutral

81.56

1.0

1048/1048_IEO_HAP_LO.wav

happiness

34.0

0.8

1048/1048_IEO_HAP_MD.wav

happiness

73.0

1.0

1048/1048_IEO_HAP_HI.wav

happiness

53.75

0.8888888888888891

1048/1048_IEO_SAD_LO.wav

neutral

64.83

0.666666666666667

1392 rows x 3 columns

emotion.categories.multimodal.test.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1048/1048_IEO_NEU_XX.wav

0

0

0

0

9

0

1048/1048_IEO_HAP_LO.wav

0

0

1

8

1

0

1048/1048_IEO_HAP_MD.wav

0

0

0

10

0

0

1048/1048_IEO_HAP_HI.wav

0

0

1

8

0

0

1048/1048_IEO_SAD_LO.wav

0

3

0

0

6

0

1392 rows x 6 columns

emotion.categories.multimodal.train

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

1001/1001_IEO_NEU_XX.wav

neutral

64.78

1001/1001_IEO_HAP_LO.wav

happiness

57.38

1001/1001_IEO_HAP_MD.wav

happiness

56.56

1001/1001_IEO_HAP_HI.wav

happiness

73.2

1001/1001_IEO_SAD_LO.wav

neutral

74.8

4572 rows x 8 columns

emotion.categories.multimodal.train.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1001/1001_IEO_NEU_XX.wav

neutral

64.78

0.9

1001/1001_IEO_HAP_LO.wav

happiness

57.38

0.8888888888888891

1001/1001_IEO_HAP_MD.wav

happiness

56.56

0.9

1001/1001_IEO_HAP_HI.wav

happiness

73.2

1.0

1001/1001_IEO_SAD_LO.wav

neutral

74.8

0.555555555555556

4572 rows x 3 columns

emotion.categories.multimodal.train.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1001/1001_IEO_NEU_XX.wav

0

0

0

0

9

1

1001/1001_IEO_HAP_LO.wav

0

0

0

8

1

0

1001/1001_IEO_HAP_MD.wav

0

0

0

9

1

0

1001/1001_IEO_HAP_HI.wav

0

0

0

10

0

0

1001/1001_IEO_SAD_LO.wav

0

2

0

1

5

1

4572 rows x 6 columns

emotion.categories.test

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level, emotion.4, emotion.4.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

emotion.4

emotion.4.level

1048/1048_IEO_NEU_XX.wav

neutral

63.71

1048/1048_IEO_HAP_LO.wav

neutral

70.5

1048/1048_IEO_HAP_MD.wav

neutral

59.14

1048/1048_IEO_HAP_HI.wav

neutral

75.0

1048/1048_IEO_SAD_LO.wav

neutral

51.1

1392 rows x 10 columns

emotion.categories.test.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1048/1048_IEO_NEU_XX.wav

neutral

63.71

0.7

1048/1048_IEO_HAP_LO.wav

neutral

70.5

0.8888888888888891

1048/1048_IEO_HAP_MD.wav

neutral

59.14

0.7

1048/1048_IEO_HAP_HI.wav

neutral

75.0

0.8888888888888891

1048/1048_IEO_SAD_LO.wav

neutral

51.1

1.0

1392 rows x 3 columns

emotion.categories.test.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1048/1048_IEO_NEU_XX.wav

0

1

1

1

7

0

1048/1048_IEO_HAP_LO.wav

0

1

0

0

8

0

1048/1048_IEO_HAP_MD.wav

0

0

0

0

7

3

1048/1048_IEO_HAP_HI.wav

0

0

0

0

8

1

1048/1048_IEO_SAD_LO.wav

0

0

0

0

10

0

1392 rows x 6 columns

emotion.categories.train

filewise

emotion.0, emotion.0.level, emotion.1, emotion.1.level, emotion.2, emotion.2.level, emotion.3, emotion.3.level, emotion.4, emotion.4.level

file

emotion.0

emotion.0.level

emotion.1

emotion.1.level

emotion.2

emotion.2.level

emotion.3

emotion.3.level

emotion.4

emotion.4.level

1001/1001_IEO_NEU_XX.wav

neutral

69.1

1001/1001_IEO_HAP_LO.wav

neutral

71.67

1001/1001_IEO_HAP_MD.wav

neutral

67.71

1001/1001_IEO_HAP_HI.wav

happiness

63.5

1001/1001_IEO_SAD_LO.wav

neutral

73.71

4572 rows x 10 columns

emotion.categories.train.gold_standard

filewise

emotion, emotion.level, emotion.agreement

file

emotion

emotion.level

emotion.agreement

1001/1001_IEO_NEU_XX.wav

neutral

69.1

0.9090909090909091

1001/1001_IEO_HAP_LO.wav

neutral

71.67

0.666666666666667

1001/1001_IEO_HAP_MD.wav

neutral

67.71

0.6363636363636359

1001/1001_IEO_HAP_HI.wav

happiness

63.5

0.6

1001/1001_IEO_SAD_LO.wav

neutral

73.71

0.7

4572 rows x 3 columns

emotion.categories.train.votes

filewise

anger, disgust, fear, happiness, neutral, sadness

file

anger

disgust

fear

happiness

neutral

sadness

1001/1001_IEO_NEU_XX.wav

0

0

0

1

10

0

1001/1001_IEO_HAP_LO.wav

0

0

0

3

6

0

1001/1001_IEO_HAP_MD.wav

0

0

0

4

7

0

1001/1001_IEO_HAP_HI.wav

2

0

0

6

2

0

1001/1001_IEO_SAD_LO.wav

1

1

0

0

7

1

4572 rows x 6 columns

files

filewise

speaker, corrupted

file

speaker

corrupted

1001/1001_IEO_NEU_XX.wav

1001

False

1001/1001_IEO_HAP_LO.wav

1001

False

1001/1001_IEO_HAP_MD.wav

1001

False

1001/1001_IEO_HAP_HI.wav

1001

False

1001/1001_IEO_SAD_LO.wav

1001

False

7441 rows x 2 columns

sentence

filewise

sentence

file

sentence

1001/1001_IEO_NEU_XX.wav

IEO

1001/1001_IEO_HAP_LO.wav

IEO

1001/1001_IEO_HAP_MD.wav

IEO

1001/1001_IEO_HAP_HI.wav

IEO

1001/1001_IEO_SAD_LO.wav

IEO

7441 rows x 1 column

Schemes

ID

Dtype

Min

Max

Labels

Mappings

corrupted

bool

emotion

str

anger, disgust, fear, happiness, neutral, no_agreement, sadness

emotion.agreement

float

0

1

emotion.intensity

str

high, low, mid, unspecified

emotion.level

float

0

100

sentence

str

DFA, IEO, IOM, ITH, ITS, IWL, IWW, MTI, TAI, TIE, TSI, WSI

speaker

int

1001, 1002, 1003, 1004, 1005, 1006, 1007, […], 1084, 1085, 1086, 1087, 1088, 1089, 1090, 1091

age, ethnicity, race, sex

votes

int

0