Accessing V1DD data

Accessing V1DD data#

We use PyNWB to access these data, similar to many of our other datasets. Let’s explore the elements that are available here

import pynwb
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline

nwb_path = r'/data/409828_2018-11-27_12-29-05_filtered_2026-04-09_05-50-36/409828_2018-11-27_12-29-05.nwb.zarr'

nwbfile = pynwb.read_nwb(nwb_path)

As always, exploring the content of the nwb file directly will help you find the key pieces of the asset.

nwbfile

session_description: V1 Deep Dive, Golden Mouse

identifier: 9bbcd327-1da5-4486-bb31-340a8cab349e

session_start_time

2018-11-27 12:29:05-08:00

timestamps_reference_time

2018-11-27 12:29:05-08:00

file_create_date

0

2025-12-15 20:34:34.466649-08:00

acquisition

vasculature_maps

description: WF & 2p images of vasculature

images

vasmap_mp

vasmap_mp_rotated

vasmap_wf

vasmap_wf_rotated

stimulus

locally_sparse_noise

description: Locally sparse noise images

images

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resolution: 1.0

889

description: lsn

resolution: 1.0

89

description: lsn

resolution: 1.0

890

description: lsn

resolution: 1.0

891

description: lsn

resolution: 1.0

892

description: lsn

resolution: 1.0

893

description: lsn

resolution: 1.0

894

description: lsn

resolution: 1.0

895

description: lsn

resolution: 1.0

896

description: lsn

resolution: 1.0

897

description: lsn

resolution: 1.0

898

description: lsn

resolution: 1.0

899

description: lsn

resolution: 1.0

9

description: lsn

resolution: 1.0

90

description: lsn

resolution: 1.0

900

description: lsn

resolution: 1.0

901

description: lsn

resolution: 1.0

902

description: lsn

resolution: 1.0

903

description: lsn

resolution: 1.0

904

description: lsn

resolution: 1.0

905

description: lsn

resolution: 1.0

906

description: lsn

resolution: 1.0

907

description: lsn

resolution: 1.0

908

description: lsn

resolution: 1.0

909

description: lsn

resolution: 1.0

91

description: lsn

resolution: 1.0

910

description: lsn

resolution: 1.0

911

description: lsn

resolution: 1.0

912

description: lsn

resolution: 1.0

913

description: lsn

resolution: 1.0

914

description: lsn

resolution: 1.0

915

description: lsn

resolution: 1.0

916

description: lsn

resolution: 1.0

917

description: lsn

resolution: 1.0

918

description: lsn

resolution: 1.0

919

description: lsn

resolution: 1.0

92

description: lsn

resolution: 1.0

920

description: lsn

resolution: 1.0

921

description: lsn

resolution: 1.0

922

description: lsn

resolution: 1.0

923

description: lsn

resolution: 1.0

924

description: lsn

resolution: 1.0

925

description: lsn

resolution: 1.0

926

description: lsn

resolution: 1.0

927

description: lsn

resolution: 1.0

928

description: lsn

resolution: 1.0

929

description: lsn

resolution: 1.0

93

description: lsn

resolution: 1.0

930

description: lsn

resolution: 1.0

931

description: lsn

resolution: 1.0

932

description: lsn

resolution: 1.0

933

description: lsn

resolution: 1.0

934

description: lsn

resolution: 1.0

935

description: lsn

resolution: 1.0

936

description: lsn

resolution: 1.0

937

description: lsn

resolution: 1.0

938

description: lsn

resolution: 1.0

939

description: lsn

resolution: 1.0

94

description: lsn

resolution: 1.0

940

description: lsn

resolution: 1.0

941

description: lsn

resolution: 1.0

942

description: lsn

resolution: 1.0

943

description: lsn

resolution: 1.0

944

description: lsn

resolution: 1.0

945

description: lsn

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946

description: lsn

resolution: 1.0

947

description: lsn

resolution: 1.0

948

description: lsn

resolution: 1.0

949

description: lsn

resolution: 1.0

95

description: lsn

resolution: 1.0

950

description: lsn

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951

description: lsn

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952

description: lsn

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953

description: lsn

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954

description: lsn

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955

description: lsn

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956

description: lsn

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957

description: lsn

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958

description: lsn

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description: lsn

resolution: 1.0

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description: lsn

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960

description: lsn

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description: lsn

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962

description: lsn

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963

description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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969

description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

resolution: 1.0

978

description: lsn

resolution: 1.0

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description: lsn

resolution: 1.0

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description: lsn

resolution: 1.0

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

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description: lsn

resolution: 1.0

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description: lsn

resolution: 1.0

987

description: lsn

resolution: 1.0

988

description: lsn

resolution: 1.0

989

description: lsn

resolution: 1.0

99

description: lsn

resolution: 1.0

990

description: lsn

resolution: 1.0

991

description: lsn

resolution: 1.0

992

description: lsn

resolution: 1.0

993

description: lsn

resolution: 1.0

994

description: lsn

resolution: 1.0

995

description: lsn

resolution: 1.0

996

description: lsn

resolution: 1.0

997

description: lsn

resolution: 1.0

998

description: lsn

resolution: 1.0

999

description: lsn

resolution: 1.0

order_of_images

natural_images

description: 118 natural images

images

0

description: flower pod

resolution: 1.0

1

description: cracked dirt

resolution: 1.0

10

description: leafless tree trunks amid dead grass

resolution: 1.0

100

description: lily pads pond

resolution: 1.0

101

description: tree shadow

resolution: 1.0

102

description: 3 bull elephants

resolution: 1.0

103

description: varying foliage

resolution: 1.0

104

description: 2 foxes in cave

resolution: 1.0

105

description: lion family in line

resolution: 1.0

106

description: duck

resolution: 1.0

107

description: 3 baby owls

resolution: 1.0

108

description: ocelot

resolution: 1.0

109

description: lizard

resolution: 1.0

11

description: Fallen oak leaves on ground

resolution: 1.0

110

description: bark closeup

resolution: 1.0

111

description: grass seed pod

resolution: 1.0

112

description: tortoise

resolution: 1.0

113

description: one grizzly facing camera

resolution: 1.0

114

description: pencils vertical

resolution: 1.0

115

description: lioness looking right

resolution: 1.0

116

description: tiger eating kill

resolution: 1.0

117

description: large heart shaped leaf

resolution: 1.0

12

description: lionesses

resolution: 1.0

13

description: winter trees in snow

resolution: 1.0

14

description: 2 ladybugs on white flower

resolution: 1.0

15

description: close up grass blades

resolution: 1.0

16

description: dandelion flowers

resolution: 1.0

17

description: ocelot on rocks

resolution: 1.0

18

description: oregon trail

resolution: 1.0

19

description: swan

resolution: 1.0

2

description: jaguar

resolution: 1.0

20

description: 3 elephants facing right

resolution: 1.0

21

description: face on hawk

resolution: 1.0

22

description: maple leaves on tree

resolution: 1.0

23

description: rectangular window grids

resolution: 1.0

24

description: tiger in water

resolution: 1.0

25

description: twisty deciduous trees

resolution: 1.0

26

description: bear in snowy grass

resolution: 1.0

27

description: cheetah running

resolution: 1.0

28

description: bison

resolution: 1.0

29

description: hummingbirds

resolution: 1.0

3

description: flower pod

resolution: 1.0

30

description: tree trunk, brick wall, snow

resolution: 1.0

31

description: hole in hill

resolution: 1.0

32

description: baboon

resolution: 1.0

33

description: owl in grass

resolution: 1.0

34

description: jaguar in tree

resolution: 1.0

35

description: bird flying against palm frond

resolution: 1.0

36

description: tree roots and leaves

resolution: 1.0

37

description: white black donkeys or horses?

resolution: 1.0

38

description: grizzly bear family

resolution: 1.0

39

description: black winged bird against sky

resolution: 1.0

4

description: tiger, facing camera

resolution: 1.0

40

description: white crumbly dirt

resolution: 1.0

41

description: cluster of white flowers

resolution: 1.0

42

description: tree stump

resolution: 1.0

43

description: tree with building rt corner

resolution: 1.0

44

description: pointy bird with stripes

resolution: 1.0

45

description: spiral stairs

resolution: 1.0

46

description: monarch butterfly on flower

resolution: 1.0

47

description: 2 coyotes

resolution: 1.0

48

description: concrete steps

resolution: 1.0

49

description: tree leaves, oval

resolution: 1.0

5

description: elephant

resolution: 1.0

50

description: large tree, horizontal limbs, oak?

resolution: 1.0

51

description: tree on grassy hill, lake

resolution: 1.0

52

description: wallaby

resolution: 1.0

53

description: sunny forest

resolution: 1.0

54

description: japanese lily pond

resolution: 1.0

55

description: tiger in grass

resolution: 1.0

56

description: roadrunner bird

resolution: 1.0

57

description: pencils horizontal

resolution: 1.0

58

description: butterfly on leaf

resolution: 1.0

59

description: fence

resolution: 1.0

6

description: bird chasing hawk

resolution: 1.0

60

description: grasses, clouds

resolution: 1.0

61

description: tulip pot

resolution: 1.0

62

description: ladybug

resolution: 1.0

63

description: boats on canal

resolution: 1.0

64

description: angled tree trunk

resolution: 1.0

65

description: bobcat

resolution: 1.0

66

description: leaf with holes

resolution: 1.0

67

description: gorilla

resolution: 1.0

68

description: barbed wire post

resolution: 1.0

69

description: bare mountain, trees foreground

resolution: 1.0

7

description: cormorant

resolution: 1.0

70

description: elk facing left

resolution: 1.0

71

description: small white flowers

resolution: 1.0

72

description: grass against still water

resolution: 1.0

73

description: 2 birds, one squawking

resolution: 1.0

74

description: seabird in nest

resolution: 1.0

75

description: otter

resolution: 1.0

76

description: sun peeking thru grass stalks

resolution: 1.0

77

description: office building left, bare trees rt

resolution: 1.0

78

description: cactus

resolution: 1.0

79

description: doe

resolution: 1.0

8

description: howling coyote

resolution: 1.0

80

description: sticks

resolution: 1.0

81

description: elk facing right

resolution: 1.0

82

description: tiny white flower cluster, leaf on top

resolution: 1.0

83

description: tulip inside

resolution: 1.0

84

description: concrete planter

resolution: 1.0

85

description: tree, rock, building

resolution: 1.0

86

description: white wolf

resolution: 1.0

87

description: side of office building

resolution: 1.0

88

description: eagle

resolution: 1.0

89

description: puffy grass seeds

resolution: 1.0

9

description: salamander on leaf

resolution: 1.0

90

description: tetons

resolution: 1.0

91

description: husky pups

resolution: 1.0

92

description: waves hitting breaker

resolution: 1.0

93

description: trees in ivy

resolution: 1.0

94

description: hawk and baby in nest

resolution: 1.0

95

description: concrete bench

resolution: 1.0

96

description: office park little trees

resolution: 1.0

97

description: crumbling concrete

resolution: 1.0

98

description: slender maple leaf branch

resolution: 1.0

99

description: close up 2 grizzlies facing left

resolution: 1.0

order_of_images

natural_movie

description: Natural movie images

images

0