Accessing Visual Coding Neuropixels data

Accessing Visual Coding Neuropixels data#

This tutorial walks through the basic contents of a Visual Coding Neuropixels session NWB file: the units table, stimulus presentation intervals, running speed, optotagging protocol, and LFP data.

Visual Coding Neuropixels sessions are stored as NWB files, so the main dependency is PyNWB. Pandas and NumPy are useful for working with the tables and arrays stored in the file.

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

Loading a session#

Each session is stored as a single NWB file. Pointing pynwb.read_nwb at the file returns an NWBFile object which we can use to explore the file contents.

nwb_path = "/data/387858_2018-07-12_13-56-26_nwb_2026-08-19_07-52-55/387858_2018-07-12_13-56-26_nwb_2026-08-19_07-52-55.nwb.zarr"
nwbfile = pynwb.read_nwb(nwb_path)
nwbfile

root (NWBFile)

session_description: Data and metadata for an Ecephys session
identifier: 719161530
session_start_time2019-01-08 16:25:16-08:00
timestamps_reference_time2019-01-08 16:25:16-08:00
file_create_date
02020-05-26 00:53:26.986517-07:00
acquisition
probe_729445648_lfp
electrical_series
probe_729445648_lfp_data
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: volts
data
Data typefloat32
Shape(12081228, 94)
Array size4.23 GiB
timestamps
Data typefloat64
Shape(12081228,)
Array size92.17 MiB
timestamps_unit: seconds
interval: 1
electrodes
description: lfp channels on probe 729445648
table
description: metadata about extracellular electrodes
table
x y z imp location filtering group group_name probe_vertical_position probe_horizontal_position probe_id local_index valid_data ecephys_structure_id
id
850249265 7955.0 3766.0 NaN NaN Eth AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 43 729445650 0 False NaN
850249267 7955.0 3756.0 7199.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 11 729445650 1 True 549.0
850249273 7955.0 3727.0 7204.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 60 43 729445650 4 True 549.0
850249277 7954.0 3708.0 7207.0 NaN APN AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 80 59 729445650 6 True 215.0

... and 2300 more row(s).

probe_729445650_lfp
electrical_series
probe_729445650_lfp_data
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: volts
data
Data typefloat32
Shape(12081187, 95)
Array size4.28 GiB
timestamps
Data typefloat64
Shape(12081187,)
Array size92.17 MiB
timestamps_unit: seconds
interval: 1
electrodes
description: lfp channels on probe 729445650
table
description: metadata about extracellular electrodes
table
x y z imp location filtering group group_name probe_vertical_position probe_horizontal_position probe_id local_index valid_data ecephys_structure_id
id
850249265 7955.0 3766.0 NaN NaN Eth AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 43 729445650 0 False NaN
850249267 7955.0 3756.0 7199.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 11 729445650 1 True 549.0
850249273 7955.0 3727.0 7204.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 60 43 729445650 4 True 549.0
850249277 7954.0 3708.0 7207.0 NaN APN AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 80 59 729445650 6 True 215.0

... and 2300 more row(s).

probe_729445652_lfp
electrical_series
probe_729445652_lfp_data
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: volts
data
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Shape(12081285, 89)
Array size4.01 GiB
timestamps
Data typefloat64
Shape(12081285,)
Array size92.17 MiB
timestamps_unit: seconds
interval: 1
electrodes
description: lfp channels on probe 729445652
table
description: metadata about extracellular electrodes
table
x y z imp location filtering group group_name probe_vertical_position probe_horizontal_position probe_id local_index valid_data ecephys_structure_id
id
850249265 7955.0 3766.0 NaN NaN Eth AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 43 729445650 0 False NaN
850249267 7955.0 3756.0 7199.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 11 729445650 1 True 549.0
850249273 7955.0 3727.0 7204.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 60 43 729445650 4 True 549.0
850249277 7954.0 3708.0 7207.0 NaN APN AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 80 59 729445650 6 True 215.0

... and 2300 more row(s).

probe_729445654_lfp
electrical_series
probe_729445654_lfp_data
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: volts
data
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Array size4.32 GiB
timestamps
Data typefloat64
Shape(12081218,)
Array size92.17 MiB
timestamps_unit: seconds
interval: 1
electrodes
description: lfp channels on probe 729445654
table
description: metadata about extracellular electrodes
table
x y z imp location filtering group group_name probe_vertical_position probe_horizontal_position probe_id local_index valid_data ecephys_structure_id
id
850249265 7955.0 3766.0 NaN NaN Eth AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 43 729445650 0 False NaN
850249267 7955.0 3756.0 7199.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 11 729445650 1 True 549.0
850249273 7955.0 3727.0 7204.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 60 43 729445650 4 True 549.0
850249277 7954.0 3708.0 7207.0 NaN APN AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 80 59 729445650 6 True 215.0

... and 2300 more row(s).

probe_729445656_lfp
electrical_series
probe_729445656_lfp_data
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comments: no comments
description: no description
conversion: 1.0
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unit: volts
data
Data typefloat32
Shape(12081273, 96)
Array size4.32 GiB
timestamps
Data typefloat64
Shape(12081273,)
Array size92.17 MiB
timestamps_unit: seconds
interval: 1
electrodes
description: lfp channels on probe 729445656
table
description: metadata about extracellular electrodes
table
x y z imp location filtering group group_name probe_vertical_position probe_horizontal_position probe_id local_index valid_data ecephys_structure_id
id
850249265 7955.0 3766.0 NaN NaN Eth AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 43 729445650 0 False NaN
850249267 7955.0 3756.0 7199.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 11 729445650 1 True 549.0
850249273 7955.0 3727.0 7204.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 60 43 729445650 4 True 549.0
850249277 7954.0 3708.0 7207.0 NaN APN AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 80 59 729445650 6 True 215.0

... and 2300 more row(s).

probe_729445658_lfp
electrical_series
probe_729445658_lfp_data
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: volts
data
Data typefloat32
Shape(12081218, 47)
Array size2.12 GiB
timestamps
Data typefloat64
Shape(12081218,)
Array size92.17 MiB
timestamps_unit: seconds
interval: 1
electrodes
description: lfp channels on probe 729445658
table
description: metadata about extracellular electrodes
table
x y z imp location filtering group group_name probe_vertical_position probe_horizontal_position probe_id local_index valid_data ecephys_structure_id
id
850249265 7955.0 3766.0 NaN NaN Eth AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 43 729445650 0 False NaN
850249267 7955.0 3756.0 7199.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 11 729445650 1 True 549.0
850249273 7955.0 3727.0 7204.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 60 43 729445650 4 True 549.0
850249277 7954.0 3708.0 7207.0 NaN APN AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 80 59 729445650 6 True 215.0

... and 2300 more row(s).

raw_running_wheel_rotation
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: radians
data
Data typefloat32
Shape(550440,)
Array size2.10 MiB
timestamps
Data typefloat64
Shape(550440,)
Array size4.20 MiB
timestamps_unit: seconds
interval: 1
timestamp_link
0: acquisition/running_wheel_signal_voltage/timestamps
1: acquisition/running_wheel_supply_voltage/timestamps
running_wheel_signal_voltage
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V
data
Data typefloat64
Shape(550440,)
Array size4.20 MiB
timestamps (link to acquisition/raw_running_wheel_rotation/timestamps)
Data typefloat64
Shape(550440,)
Array size4.20 MiB
timestamps_unit: seconds
interval: 1
running_wheel_supply_voltage
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V
data
Data typefloat64
Shape(550440,)
Array size4.20 MiB
timestamps (link to acquisition/raw_running_wheel_rotation/timestamps)
Data typefloat64
Shape(550440,)
Array size4.20 MiB
timestamps_unit: seconds
interval: 1
processing
ecephys
description: Processed ecephys data from individual probes. Includes LFP and Precalculated current source density from interpolated channel locations..
data_interfaces
probe_729445648_ecephys_csd
time_series
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V/cm^2
data
Data typefloat64
Shape(875, 384)
Array size2.56 MiB
timestamps
Data typefloat64
Shape(875,)
Array size6.84 KiB
timestamps_unit: seconds
interval: 1
virtual_electrode_x_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_x_positions__unit: um
virtual_electrode_y_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_y_positions__unit: um
probe_729445650_ecephys_csd
time_series
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V/cm^2
data
Data typefloat64
Shape(875, 384)
Array size2.56 MiB
timestamps
Data typefloat64
Shape(875,)
Array size6.84 KiB
timestamps_unit: seconds
interval: 1
virtual_electrode_x_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_x_positions__unit: um
virtual_electrode_y_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_y_positions__unit: um
probe_729445652_ecephys_csd
time_series
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V/cm^2
data
Data typefloat64
Shape(875, 384)
Array size2.56 MiB
timestamps
Data typefloat64
Shape(875,)
Array size6.84 KiB
timestamps_unit: seconds
interval: 1
virtual_electrode_x_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_x_positions__unit: um
virtual_electrode_y_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_y_positions__unit: um
probe_729445654_ecephys_csd
time_series
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V/cm^2
data
Data typefloat64
Shape(875, 384)
Array size2.56 MiB
timestamps
Data typefloat64
Shape(875,)
Array size6.84 KiB
timestamps_unit: seconds
interval: 1
virtual_electrode_x_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_x_positions__unit: um
virtual_electrode_y_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_y_positions__unit: um
probe_729445656_ecephys_csd
time_series
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V/cm^2
data
Data typefloat64
Shape(875, 384)
Array size2.56 MiB
timestamps
Data typefloat64
Shape(875,)
Array size6.84 KiB
timestamps_unit: seconds
interval: 1
virtual_electrode_x_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_x_positions__unit: um
virtual_electrode_y_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_y_positions__unit: um
probe_729445658_ecephys_csd
time_series
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V/cm^2
data
Data typefloat64
Shape(876, 384)
Array size2.57 MiB
timestamps
Data typefloat64
Shape(876,)
Array size6.84 KiB
timestamps_unit: seconds
interval: 1
virtual_electrode_x_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_x_positions__unit: um
virtual_electrode_y_positions
Data typefloat64
Shape(384,)
Array size3.00 KiB
virtual_electrode_y_positions__unit: um
eye_tracking_rig_metadata
description: Eye tracking rig metadata module
data_interfaces
eye_tracking_rig_metadata
equipment: NP.1
monitor_position
Data typefloat64
Shape(3,)
Array size24.00 bytes

[118.6 86.2 31.6]
monitor_position__unit: mm
camera_position
Data typefloat64
Shape(3,)
Array size24.00 bytes

[102.8 74.7 31.6]
camera_position__unit: mm
led_position
Data typefloat64
Shape(3,)
Array size24.00 bytes

[246. 92.3 52.6]
led_position__unit: mm
monitor_rotation
Data typefloat64
Shape(3,)
Array size24.00 bytes

[0. 0. 0.]
monitor_rotation__unit: deg
camera_rotation
Data typefloat64
Shape(3,)
Array size24.00 bytes

[0. 0. 2.8]
camera_rotation__unit: deg
optotagging
description: Processing module containing optotagging protocol information.
data_interfaces
optotagging
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: seconds
data
Data typefloat64
Shape(180,)
Array size1.41 KiB
timestamps
Data typefloat64
Shape(180,)
Array size1.41 KiB
timestamps_unit: seconds
interval: 1
optogenetic_stimulation
description: Optogenetic stimulation periods from optotagging protocol during which the cortical surface was stimulated with blue light.
table
start_time condition level stop_time stimulus_name duration tags timeseries
id
0 9224.47063 a single square pulse 1.0 9224.47563 pulse 0.005 [optical_stimulation] [(0, 1, optotagging pynwb.base.TimeSeries at 0x139673032307232\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/optotagging/optotagging/data' (180,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/optotagging/optotagging/timestamps' (180,) float64 read-only>\n timestamps_unit: seconds\n unit: seconds\n)]
1 9226.51052 half-period of a cosine wave 1.0 9227.51052 raised_cosine 1.000 [optical_stimulation] [(1, 1, optotagging pynwb.base.TimeSeries at 0x139673032307232\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/optotagging/optotagging/data' (180,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/optotagging/optotagging/timestamps' (180,) float64 read-only>\n timestamps_unit: seconds\n unit: seconds\n)]
2 9228.69081 half-period of a cosine wave 4.0 9229.69081 raised_cosine 1.000 [optical_stimulation] [(2, 1, optotagging pynwb.base.TimeSeries at 0x139673032307232\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/optotagging/optotagging/data' (180,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/optotagging/optotagging/timestamps' (180,) float64 read-only>\n timestamps_unit: seconds\n unit: seconds\n)]
3 9230.74029 a single square pulse 2.5 9230.74529 pulse 0.005 [optical_stimulation] [(3, 1, optotagging pynwb.base.TimeSeries at 0x139673032307232\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/optotagging/optotagging/data' (180,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/optotagging/optotagging/timestamps' (180,) float64 read-only>\n timestamps_unit: seconds\n unit: seconds\n)]

... and 176 more row(s).

running
description: running speed data
data_interfaces
running_speed
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: cm/s
data
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps_unit: seconds
interval: 1
timestamp_link
0: processing/running/running_wheel_rotation/timestamps
running_speed_end_times
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: cm/s
data
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps_unit: seconds
interval: 1
running_wheel_rotation
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: radians
data
Data typefloat32
Shape(365065,)
Array size1.39 MiB
timestamps (link to processing/running/running_speed/timestamps)
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps_unit: seconds
interval: 1
stimulus
description: Stimulus Times processing
data_interfaces
timestamps (link to processing/stimulus/timestamps/timestamps)
Data typefloat64
Shape(70388,)
Array size549.91 KiB
electrodes
description: metadata about extracellular electrodes
table
x y z imp location filtering group group_name probe_vertical_position probe_horizontal_position probe_id local_index valid_data ecephys_structure_id
id
850249265 7955.0 3766.0 NaN NaN Eth AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 43 729445650 0 False NaN
850249267 7955.0 3756.0 7199.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 20 11 729445650 1 True 549.0
850249273 7955.0 3727.0 7204.0 NaN TH AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 60 43 729445650 4 True 549.0
850249277 7954.0 3708.0 7207.0 NaN APN AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass probeB abc.EcephysElectrodeGroup at 0x139673030836816\nFields:\n description: Ecephys Electrode Group\n device: probeB abc.EcephysProbe at 0x139673032306752\nFields:\n probe_id: 729445650\n sampling_rate: 29999.9188795509\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.996619981285\n location: See electrode locations\n probe_id: 729445650\n probeB 80 59 729445650 6 True 215.0

... and 2300 more row(s).

electrode_groups
probeA
description: Ecephys Electrode Group
location: See electrode locations
device
sampling_rate: 29999.9674184945
probe_id: 729445648
has_lfp_data: True
probe_id: 729445648
lfp_sampling_rate: 1249.99864243727
probeB
description: Ecephys Electrode Group
location: See electrode locations
device
sampling_rate: 29999.9188795509
probe_id: 729445650
has_lfp_data: True
probe_id: 729445650
lfp_sampling_rate: 1249.996619981285
probeC
description: Ecephys Electrode Group
location: See electrode locations
device
sampling_rate: 29999.9975209724
probe_id: 729445652
has_lfp_data: True
probe_id: 729445652
lfp_sampling_rate: 1249.999896707185
probeD
description: Ecephys Electrode Group
location: See electrode locations
device
sampling_rate: 29999.9209627673
probe_id: 729445654
has_lfp_data: True
probe_id: 729445654
lfp_sampling_rate: 1249.99670678197
probeE
description: Ecephys Electrode Group
location: See electrode locations
device
sampling_rate: 29999.9995000281
probe_id: 729445656
has_lfp_data: True
probe_id: 729445656
lfp_sampling_rate: 1249.999979167835
probeF
description: Ecephys Electrode Group
location: See electrode locations
device
sampling_rate: 30000.0406435532
probe_id: 729445658
has_lfp_data: True
probe_id: 729445658
lfp_sampling_rate: 1250.001693481385
devices
probeA
sampling_rate: 29999.9674184945
probe_id: 729445648
probeB
sampling_rate: 29999.9188795509
probe_id: 729445650
probeC
sampling_rate: 29999.9975209724
probe_id: 729445652
probeD
sampling_rate: 29999.9209627673
probe_id: 729445654
probeE
sampling_rate: 29999.9995000281
probe_id: 729445656
probeF
sampling_rate: 30000.0406435532
probe_id: 729445658
intervals
drifting_gratings_presentations
description: Presentation times and stimuli details for 'drifting_gratings' stimuli
table
start_time stop_time stimulus_name stimulus_block temporal_frequency color mask opacity phase size units stimulus_index orientation spatial_frequency contrast tags timeseries
id
0 1591.133857 1593.135537 drifting_gratings 2.0 2.0 [1.0, 1.0, 1.0] None 1.0 [42423.86666667, 42423.86666667] [250.0, 250.0] deg 2.0 315.0 0.04 0.8 [stimulus_time_interval] [(3798, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 1594.136403 1596.138053 drifting_gratings 2.0 4.0 [1.0, 1.0, 1.0] None 1.0 [42423.86666667, 42423.86666667] [250.0, 250.0] deg 2.0 135.0 0.04 0.8 [stimulus_time_interval] [(3799, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 1597.138897 1599.140577 drifting_gratings 2.0 15.0 [1.0, 1.0, 1.0] None 1.0 [42423.86666667, 42423.86666667] [250.0, 250.0] deg 2.0 225.0 0.04 0.8 [stimulus_time_interval] [(3800, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 1600.141393 1602.143063 drifting_gratings 2.0 4.0 [1.0, 1.0, 1.0] None 1.0 [42423.86666667, 42423.86666667] [250.0, 250.0] deg 2.0 270.0 0.04 0.8 [stimulus_time_interval] [(3801, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 624 more row(s).

flashes_presentations
description: Presentation times and stimuli details for 'flashes' stimuli
table
start_time stop_time stimulus_name stimulus_block color mask opacity phase size units stimulus_index orientation spatial_frequency contrast tags timeseries
id
0 1290.883097 1291.133309 flashes 1.0 -1.0 None 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 [0.0, 0.0] 0.8 [stimulus_time_interval] [(3647, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 1292.884817 1293.135016 flashes 1.0 1.0 None 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 [0.0, 0.0] 0.8 [stimulus_time_interval] [(3648, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 1294.886487 1295.136691 flashes 1.0 1.0 None 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 [0.0, 0.0] 0.8 [stimulus_time_interval] [(3649, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 1296.888137 1297.138344 flashes 1.0 1.0 None 1.0 [0.0, 0.0] [300.0, 300.0] deg 1.0 0.0 [0.0, 0.0] 0.8 [stimulus_time_interval] [(3650, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 146 more row(s).

gabors_presentations
description: Presentation times and stimuli details for 'gabors' stimuli
table
start_time stop_time stimulus_name stimulus_block temporal_frequency x_position y_position color mask opacity phase size units stimulus_index orientation spatial_frequency contrast tags timeseries
id
0 89.896827 90.130356 gabors 0.0 4.0 10.0 -10.0 [1.0, 1.0, 1.0] circle 1.0 [3644.93333333, 3644.93333333] [20.0, 20.0] deg 0.0 0.0 0.08 0.8 [stimulus_time_interval] [(1, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 90.130356 90.380565 gabors 0.0 4.0 -30.0 20.0 [1.0, 1.0, 1.0] circle 1.0 [3644.93333333, 3644.93333333] [20.0, 20.0] deg 0.0 90.0 0.08 0.8 [stimulus_time_interval] [(2, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 90.380565 90.630774 gabors 0.0 4.0 20.0 -20.0 [1.0, 1.0, 1.0] circle 1.0 [3644.93333333, 3644.93333333] [20.0, 20.0] deg 0.0 0.0 0.08 0.8 [stimulus_time_interval] [(3, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 90.630774 90.880983 gabors 0.0 4.0 30.0 20.0 [1.0, 1.0, 1.0] circle 1.0 [3644.93333333, 3644.93333333] [20.0, 20.0] deg 0.0 90.0 0.08 0.8 [stimulus_time_interval] [(4, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 3641 more row(s).

invalid_times
description: experimental intervals
table
start_time stop_time tags
id
0 970.0 982.0 [EcephysSession, 719161530, stimulus]
natural_movie_one_presentations
description: Presentation times and stimuli details for 'natural_movie_one' stimuli
table
start_time stop_time stimulus_name stimulus_block color opacity size units stimulus_index orientation frame contrast tags timeseries
id
0 2852.187037 2852.220398 natural_movie_one 4.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 3.0 0.0 0.0 1.0 [stimulus_time_interval] [(22000, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 2852.220398 2852.253758 natural_movie_one 4.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 3.0 0.0 1.0 1.0 [stimulus_time_interval] [(22001, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 2852.253758 2852.287119 natural_movie_one 4.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 3.0 0.0 2.0 1.0 [stimulus_time_interval] [(22002, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 2852.287119 2852.320479 natural_movie_one 4.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 3.0 0.0 3.0 1.0 [stimulus_time_interval] [(22003, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 17996 more row(s).

natural_movie_three_presentations
description: Presentation times and stimuli details for 'natural_movie_three' stimuli
table
start_time stop_time stimulus_name stimulus_block color opacity size units stimulus_index orientation frame contrast tags timeseries
id
0 2221.660447 2221.693809 natural_movie_three 3.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 4.0 0.0 0.0 1.0 [stimulus_time_interval] [(3999, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 2221.693809 2221.727170 natural_movie_three 3.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 4.0 0.0 1.0 1.0 [stimulus_time_interval] [(4000, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 2221.727170 2221.760532 natural_movie_three 3.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 4.0 0.0 2.0 1.0 [stimulus_time_interval] [(4001, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 2221.760532 2221.793893 natural_movie_three 3.0 [1.0, 1.0, 1.0] 1.0 [1920.0, 1080.0] pix 4.0 0.0 3.0 1.0 [stimulus_time_interval] [(4002, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 35996 more row(s).

natural_scenes_presentations
description: Presentation times and stimuli details for 'natural_scenes' stimuli
table
start_time stop_time stimulus_name stimulus_block stimulus_index frame tags timeseries
id
0 5908.739537 5908.989739 natural_scenes 9.0 5.0 34.0 [stimulus_time_interval] [(51353, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 5908.989739 5909.239940 natural_scenes 9.0 5.0 6.0 [stimulus_time_interval] [(51354, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 5909.239940 5909.490142 natural_scenes 9.0 5.0 28.0 [stimulus_time_interval] [(51355, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 5909.490142 5909.740343 natural_scenes 9.0 5.0 109.0 [stimulus_time_interval] [(51356, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 5946 more row(s).

spontaneous_presentations
description: Presentation times and stimuli details for 'spontaneous' stimuli
table
start_time stop_time stimulus_name tags timeseries
id
0 29.830107 89.896827 spontaneous [stimulus_time_interval] [(0, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 1001.891772 1290.883097 spontaneous [stimulus_time_interval] [(3646, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 1589.382401 1591.133857 spontaneous [stimulus_time_interval] [(3797, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 2190.634543 2221.660447 spontaneous [stimulus_time_interval] [(3998, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 11 more row(s).

static_gratings_presentations
description: Presentation times and stimuli details for 'static_gratings' stimuli
table
start_time stop_time stimulus_name stimulus_block color mask opacity phase size units stimulus_index orientation spatial_frequency contrast tags timeseries
id
0 5398.313257 5398.563476 static_gratings 8.0 [1.0, 1.0, 1.0] None 1.0 0.5 [250.0, 250.0] deg 6.0 0.0 0.16 0.8 [stimulus_time_interval] [(49432, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
1 5398.563476 5398.813695 static_gratings 8.0 [1.0, 1.0, 1.0] None 1.0 0.0 [250.0, 250.0] deg 6.0 0.0 0.04 0.8 [stimulus_time_interval] [(49433, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
2 5398.813695 5399.063914 static_gratings 8.0 [1.0, 1.0, 1.0] None 1.0 0.5 [250.0, 250.0] deg 6.0 90.0 0.02 0.8 [stimulus_time_interval] [(49434, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]
3 5399.063914 5399.314133 static_gratings 8.0 [1.0, 1.0, 1.0] None 1.0 0.75 [250.0, 250.0] deg 6.0 150.0 0.04 0.8 [stimulus_time_interval] [(49435, 1, timestamps pynwb.base.TimeSeries at 0x139673032306944\nFields:\n comments: no comments\n conversion: 1.0\n data: <zarr.core.Array '/processing/stimulus/timestamps/data' (70388,) float64 read-only>\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <zarr.core.Array '/processing/stimulus/timestamps/timestamps' (70388,) float64 read-only>\n timestamps_unit: seconds\n unit: s\n)]

... and 5996 more row(s).

subject
age: P122D
age__reference: birth
genotype: Sst-IRES-Cre/wt;Ai32(RCL-ChR2(H134R)_EYFP)/wt
sex: M
species: Mus musculus
subject_id: 703279277
strain: C57BL/6J
specimen_name: Sst-IRES-Cre;Ai32-387858
age_in_days: 122.0
invalid_times
description: experimental intervals
table
start_time stop_time tags
id
0 970.0 982.0 [EcephysSession, 719161530, stimulus]
units
description:
waveform_unit: volts
table
waveform_duration cluster_id peak_channel_id cumulative_drift amplitude_cutoff snr recovery_slope isolation_distance nn_miss_rate silhouette_score velocity_above quality PT_ratio l_ratio velocity_below max_drift isi_violations firing_rate amplitude local_index spread waveform_halfwidth d_prime presence_ratio repolarization_slope nn_hit_rate spike_times spike_amplitudes waveform_mean c50_dg area_rf fano_dg fano_fl fano_ns fano_rf fano_sg f1_f0_dg g_dsi_dg g_osi_dg g_osi_sg width_rf height_rf azimuth_rf mod_idx_dg p_value_rf pref_sf_sg pref_tf_dg run_mod_dg run_mod_fl run_mod_ns run_mod_rf run_mod_sg pref_ori_dg pref_ori_sg run_pval_dg run_pval_fl run_pval_ns run_pval_rf run_pval_sg elevation_rf on_screen_rf pref_image_ns pref_phase_sg firing_rate_dg firing_rate_fl firing_rate_ns firing_rate_rf firing_rate_sg on_off_ratio_fl time_to_peak_fl time_to_peak_ns time_to_peak_rf time_to_peak_sg pref_sf_multi_sg pref_tf_multi_dg sustained_idx_fl pref_ori_multi_dg pref_ori_multi_sg pref_phase_multi_sg image_selectivity_ns pref_images_multi_ns lifetime_sparseness_dg lifetime_sparseness_fl lifetime_sparseness_ns lifetime_sparseness_rf lifetime_sparseness_sg anterior_posterior_ccf_coordinate dorsal_ventral_ccf_coordinate left_right_ccf_coordinate ecephys_structure_id ecephys_structure_acronym probe_horizontal_position probe_vertical_position ecephys_probe_id
id
950921187 0.604355 4 850249267 481.80 0.425574 2.209140 -0.118430 17.537571 0.009496 0.036369 -0.549414 good 0.762709 0.042639 NaN 23.93 0.275115 3.937736 122.313555 4 50.0 0.357119 2.962274 0.99 0.381716 0.473829 [1.0439430431793884, 1.543311060144649, 2.7287809323395984, 3.466616260790706, 4.279985126818964, 4.712386296038199, 7.379526841359497, 9.599766178253237, 10.153834343128517, 10.32776814678146, 16.048616949375607, 16.406684584262514, 16.917752632864836, 17.316620378075857, 17.360687163899776, 17.937655390697163, 18.348123167274842, 18.372556566676455, 18.391756618593682, 18.910391354323107, 19.32375913874245, 19.63965999294309, 20.977663610924903, 20.981563621470592, 22.651801471152076, 23.522403825273877, 26.536811976278646, 28.618984273170376, 29.769454050724544, 30.860890335317933, 31.899393143445074, 37.95054283917778, 38.304777130365935, 38.48941096295192, 39.12931269325578, 39.33197990793763, 39.553580507148965, 40.792417190315234, 41.31028525730491, 41.62188609987825, 41.679419588783, 41.811986613912886, 42.316187977280926, 43.23999047525671, 43.34735743224523, 43.60609146519927, 43.75565853629753, 44.929761711090094, 46.93436713157316, 47.38516835054641, 47.761769368881204, 48.538471469095306, 48.65593845339446, 50.61384374759969, 51.088111696693986, 51.52144620177031, 51.935080653577394, 51.98358078472248, 52.12291449481625, 52.670149307880706, 53.373717877007316, 53.53588498217626, 53.74851889047487, 53.76271892887199, 54.16418668111346, 54.67478806178725, 56.64426005393566, 57.09146126317443, 57.102561293189076, 57.700696243888274, 58.12953073679649, 58.134764084280874, 59.44550096186635, 59.644501499966786, 59.68970162218859, 60.109736091301414, 60.4515703489597, 62.232708498517255, 62.37864222645758, 63.14291095971834, 64.37711429702264, 64.43408111772845, 65.10604960140795, 65.39281704349807, 65.78701810942366, 66.05158549148449, 66.15898578189648, 66.24318600957515, 67.5941563292858, 68.08189098146093, 68.89252650676485, 69.13296049023528, 69.15106053917809, 70.87406519820848, 71.82166776054, 72.31606909740862, 72.5487697266346, 73.57930584655303, 76.98111504509603, 77.1606488638915, ...] [0.0001908626967721937, 0.00016134635752077775, 0.00015834631539605272, 0.00014995305845148796, 0.000153216415856958, 0.00014617706383302631, 0.00014961941464269478, 0.00015300944867667569, 0.0001703465484995166, 0.00015086219971375685, 0.00016920719533494467, 0.00014763996957354084, 0.00016639477778412895, 0.00015519679123182924, 0.0002001732093122286, 0.00015805799814915428, 0.00015181448390366733, 0.0001691743374538448, 0.00020109487093894333, 0.00020289308728599465, 0.0001987384323987508, 0.00014746747538845102, 0.0001897411744672041, 0.0001465573779786393, 0.00016195712906603586, 0.00021461205796091654, 0.00021708826044130366, 0.00017805888626355336, 0.00018814811637265139, 0.00015722308753058134, 0.00015790650044726826, 0.00017386850505258117, 0.00017991152549506897, 0.00029051217402937363, 0.00021542992589558435, 0.00020133809420037633, 0.00021478833797343943, 0.00018046799044407744, 0.00020065969459783284, 0.00018313544827485405, 0.00016123408770997287, 0.0002002206678247256, 0.00021183907503578576, 0.0001648424334856225, 0.00015762186566050095, 0.0001808054459221292, 0.0001560767053894784, 0.00015540766052775926, 0.0001745042268803418, 0.00018892794514021027, 0.00017141446193754455, 0.0001681392431341785, 0.0001499255239864373, 0.00014718510176141335, 0.00022365753673881191, 0.00017410357521807475, 0.0001888986017473759, 0.00015224150714883837, 0.00024858042690630613, 0.0001575506714312991, 0.00015210503646846994, 0.000155826323942387, 0.0002296212356979839, 0.00020736679827154731, 0.00018398662632256765, 0.00021159334511728104, 0.00023447753490979194, 0.00018708637913091353, 0.0002027183060993497, 0.00015965769759285577, 0.00017143744824131045, 0.00015822275270751236, 0.00016581266482332995, 0.0001455534101377656, 0.00017933626061802262, 0.00017715199324010137, 0.0002198130742037367, 0.0001840976686466622, 0.0001652082116044021, 0.00018511843367409892, 0.0001578033269590329, 0.0002360584085836301, 0.00017183821619179217, 0.00015784062963411562, 0.0001683946249745006, 0.00016718286301492917, 0.00019113535387285029, 0.00016131134184725016, 0.00016136493779329904, 0.00021104066599570562, 0.0002340366733670755, 0.00020250322458586616, 0.0001730829135579399, 0.00020076434107012066, 0.000161272217323471, 0.00021337506145876234, 0.00015364967990298282, 0.00016453769375863049, 0.00017233859145859278, 0.0002155584760564427, ...] [[0.0, 0.5961149999999966, 5.378099999999993, 0.41378999999999166, -2.7703650000000124, -6.319365000000008, -1.9127549999999918, -0.1778399999999971, -2.438670000000007, 2.02292999999999, -5.796765000000006, -11.892075000000034, -6.895395000000002, -10.891140000000018, -17.718869999999978, -26.615549999999946, -20.25874499999999, -33.224489999999975, -26.60930999999997, -32.28732000000001, -30.290519999999976, -27.315794999999977, -19.116825000000023, -22.05138000000002, -18.94951500000004, -11.319749999999988, -7.5827699999999965, -2.7397499999999972, -1.2402000000000122, 8.560694999999992, 8.798594999999999, 17.02213500000002, 26.389545, 33.521084999999985, 35.14816500000002, 30.587309999999988, 29.61815999999998, 35.74857000000003, 41.622749999999996, 40.65905999999998, 34.61444999999999, 39.81821999999998, 33.56008500000002, 32.817914999999985, 35.515935, 30.94884000000001, 27.002234999999956, 25.739414999999983, 21.00481499999998, 23.18082, 14.112344999999987, 17.667779999999993, 12.371969999999992, 5.826209999999996, 5.981429999999996, 13.255514999999999, 11.488034999999998, 0.678989999999998, 7.4959949999999935, 7.179315000000002, 7.158450000000001, 2.7003599999999945, 6.275879999999998, 2.9006250000000042, 4.342259999999996, -3.3395700000000073, 6.412184999999997, 3.2875049999999932, 0.3773249999999937, 10.079744999999999, 10.273964999999995, 5.466630000000004, 9.132434999999996, 11.476334999999986, 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65.90161499999996, 60.03991500000006, 54.22560000000001, 48.55948499999996, 43.15193999999997, 38.97075000000002, 35.20607999999999, 30.731609999999968, 26.32402499999998, 21.094514999999998, 17.519970000000008, 13.337414999999991, 10.567635000000008, 8.136180000000001, 6.138599999999997, 5.303804999999999, 4.555004999999997, 3.1675799999999974, 2.064464999999997, 1.8365099999999979, 1.3297049999999984, 0.45825000000000093, -0.5738850000000051, -1.3638299999999988, -1.5196350000000085, -2.4353550000000097, -3.2451899999999987, -2.6336700000000053, -2.1951150000000044, -0.7353450000000046, -0.7088250000000027, -0.6321900000000023, -1.0350599999999996, -1.1269050000000003, -1.6748549999999987, -0.9681750000000049, -0.1893449999999972, -0.09418500000000085], [0.0, 0.5857799999999995, 0.4368000000000001, 0.024179999999998092, -0.43134000000000006, -1.4071199999999982, -1.538549999999998, -1.3542750000000026, -1.0446149999999994, -1.7167800000000004, -1.614014999999993, -3.694080000000001, -4.671030000000007, -5.65246499999998, -8.257080000000004, -8.771100000000004, -12.347789999999998, -14.350634999999981, -14.153489999999996, -13.657410000000008, -13.626405000000009, -13.770900000000006, -13.612169999999999, -12.178919999999998, -10.374585, -7.473570000000002, -5.905965000000002, -2.5874549999999963, -0.2014349999999996, 3.2574750000000017, 5.226780000000005, 8.661314999999995, 12.717314999999997, 15.322320000000017, 15.868515000000013, 16.762590000000017, 18.444659999999985, 18.39805499999999, 20.47695000000001, 19.79796000000001, 19.513259999999995, 18.821984999999998, 17.22279, 17.03988, 16.35777, 15.17431499999999, 14.81200500000003, 12.585300000000004, 10.647584999999998, 8.810295000000004, 7.883850000000001, 6.716189999999996, 6.612254999999987, 5.782530000000001, 4.413045, 4.714710000000002, 4.760145, 4.157985000000001, 4.339335, 5.141759999999998, 4.039620000000001, 3.9382199999999985, 4.04508, 3.2288099999999975, 2.3259600000000016, -0.32993999999999746, 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-0.2566199999999983, 0.027494999999999603, 0.34222500000000045, 0.33793499999999943, -0.4264650000000023, 0.5165549999999988, 0.5017349999999992, -0.33403500000000363, 0.008384999999999865, -0.06864000000000159, 0.2219099999999996, 0.372644999999999, 0.3564599999999999, 0.20767499999999917, -0.0723450000000001, -0.057525000000001825, 0.6906900000000001, 1.1871599999999995, 1.6740750000000002, 1.9020299999999994, 1.1425050000000003, 1.2091949999999998, 0.9291749999999999, 1.5379649999999994, 0.025740000000000984, 0.2472599999999997, -0.10081500000000121, -0.15873000000000137, -0.500564999999999, -1.1374349999999989, -1.5640950000000002, -1.4753699999999992, -1.5011100000000013, -0.5976749999999982, -1.6011449999999996, -1.4233050000000043, -2.0824050000000023, -1.9295249999999997, -2.0759700000000034, -2.3532600000000015, -1.139385000000001, -1.1963250000000023, -1.4742000000000044, -1.7596799999999997, -1.3827449999999992, -1.4806350000000001, -0.8626799999999999, -0.654030000000001, -0.6275100000000018, -0.5081700000000011, -1.135484999999999, -1.0808850000000005, -0.25213500000000266, -0.23087999999999953, -0.049334999999999685, 0.427244999999999, 0.15014999999999956, 0.2704649999999993, 0.1308449999999992, 0.3277949999999995, 0.2349749999999987, -0.5142149999999994, -0.45415499999999986, -0.5218200000000022, 0.4510349999999995, 0.1864199999999998, 0.13708499999999835, -1.068599999999998, -0.07819500000000179, -0.3159000000000023, 0.004484999999999406, -0.05186999999999942, -0.428805000000001, 0.25388999999999995, 0.02339999999999942, 0.6590999999999996, -0.7185749999999989, -0.5736900000000011, -0.37869000000000286, -0.19929000000000086, -0.03900000000000059], ...] NaN 200.0 3.191636 1.518122 0.889932 0.925490 1.082584 0.591823 0.033005 0.043866 0.017126 123.461139 10895.646987 45.000 0.543208 0.0 0.32 8.0 -0.321918 0.289063 -0.297935 0.466667 -0.256757 90.0 90.0 0.245500 0.295532 0.050927 0.254844 0.105342 50.000 0.170 4927.0 0.0 6.958033 3.676913 9.843092 2.027424 9.206767 NaN 0.0025 0.0225 0.2335 0.0115 0.0 0.0 0.142570 0.0 0.0 0.0 -0.136593 1.0 0.010653 0.001679 0.009765 0.122004 0.011320 7955.0 3756.0 7199.0 549.0 TH 11.0 20.0 729445650.0

... and 3228 more row(s).

session_id: 719161530
institution: Allen Institute for Brain Science
stimulus_notes: brain_observatory_1.1

Units#

The “units” from an electrophysiological recording are the outputs of a clustering algorithm (in this case, Kilosort), which assigns each spike detected in the voltage traces to a unique neuron. The units table has one row per unit and contains spike times, waveforms, quality-control metrics, anatomical location, and a large set of precomputed visual-response metrics (one per stimulus family) for every sorted unit in the session.

Column

Description

waveform_duration

Difference (in ms) of the time of the waveform peak and trough on the channel with maximum amplitude.

cluster_id

unique identifier for unit (from spike sorting)

peak_channel_id

Channel ID with the maximum amplitude waveform for this unit.

cumulative_drift

Cumulative change in spike depth during recording

amplitude_cutoff

Approximation of the unit false negative rate based on the spike amplitude distribution. Values closer to 0.5 indicate >50% of spikes may be missing.

snr

Signal-to-noise ratio. Ratio between the waveform amplitude and 2x the standard deviation of the residual waveforms.

recovery_slope

Slope of the recovery of 1D waveform (waveform on peak channel) to baseline after repolarization (coming down from peak).

isolation_distance

Take the center of the cluster in PC space and compute the Mahalanobis distance squared required to find the same number of “other” spikes as the total number of spikes for the unit. The better the cluster quality, the higher the isolation distance.

nn_miss_rate

Fraction of spikes from other units that have their nearest neighbors belonging to this unit.

silhouette_score

Standard metric of cluster quality computed by pairwise comparison between the PCs of the cluster and PCs of all other units with overlapping channels. Minimum silhouette score across all pairs (between -1 and 1, with 1 indicating perfect isolation).

velocity_above

Slope of spike propagation velocity traveling in dorsal direction from soma (note to avoid infinite values, this is actually the inverse of velocity: ms/mm).

quality

Label assigned based on waveform shape. Either “good” for physiological waveforms or “noise” for artifactual waveforms.

PT_ratio

Ratio of peak amplitude to trough amplitude for the 1D waveform (waveform on peak channel).

l_ratio

Sum of (1 - chi^2 CDF) for “other” spikes within the isolation distance sphere, divided by total “other” spikes. Lower values indicate better isolation.

velocity_below

Slope of spike propagation velocity traveling in ventral direction from soma (note to avoid infinite values, this is actually the inverse of velocity: ms/mm).

max_drift

Maximum range of the median peak channel within 51 s intervals throughout the session. Used to identify sessions with high probe motion.

isi_violations

Relative firing rate of contaminating spikes based on refractory period violations (<1.5 ms). Indicates whether unit contains spikes from multiple neurons.

firing_rate

Overall firing rate N/T, where N = number of spikes in the complete session and T = total time of the recording session in seconds.

amplitude

Difference (in microvolts) between the peak and trough of the waveform on a single channel.

spread

Spatial extent (in microns) of channels where the waveform amplitude exceeds 12% of the peak amplitude.

waveform_halfwidth

d_prime

Separability of the unit from all other units based on linear discriminant analysis in PC space.

presence_ratio

Fraction of 100 equal-sized time blocks that include 1 or more spikes from the unit. Units with low presence ratio likely drifted out of the recording, or could not be tracked by Kilosort2 for the duration of the experiment.

repolarization_slope

Maximum slope of the 1D waveform (waveform on peak channel) to baseline after trough.

nn_hit_rate

Fraction of the four nearest spikes in PC space that belong to this unit.

spike_times

times (s) of detected spiking events

spike_amplitudes

amplitude (s) of detected spiking events

waveform_mean

mean waveforms on peak channels (and over samples)

c50_dg

Contrast at half-maximum response (C50) from the contrast-response function during drifting gratings.

area_rf

Receptive-field area during receptive-field (gabor) mapping.

fano_dg

Fano factor (spike-count variance divided by mean) during drifting gratings.

fano_fl

Fano factor (spike-count variance divided by mean) during full-field flashes.

fano_ns

Fano factor (spike-count variance divided by mean) during natural scenes.

fano_rf

Fano factor (spike-count variance divided by mean) during receptive-field (gabor) mapping.

fano_sg

Fano factor (spike-count variance divided by mean) during static gratings.

f1_f0_dg

Ratio of the first harmonic to the mean (F1/F0) response during drifting gratings.

g_dsi_dg

Global direction-selectivity index during drifting gratings.

g_osi_dg

Global orientation-selectivity index during drifting gratings.

g_osi_sg

Global orientation-selectivity index during static gratings.

width_rf

Receptive-field width during receptive-field (gabor) mapping.

height_rf

Receptive-field height during receptive-field (gabor) mapping.

azimuth_rf

Receptive-field center azimuth during receptive-field (gabor) mapping.

mod_idx_dg

Modulation index during drifting gratings.

p_value_rf

Significance (p-value) of the receptive-field map during receptive-field (gabor) mapping.

pref_sf_sg

Preferred spatial frequency during static gratings.

pref_tf_dg

Preferred temporal frequency during drifting gratings.

run_mod_dg

Running modulation (response change between running and stationary) during drifting gratings.

run_mod_fl

Running modulation (response change between running and stationary) during full-field flashes.

run_mod_ns

Running modulation (response change between running and stationary) during natural scenes.

run_mod_rf

Running modulation (response change between running and stationary) during receptive-field (gabor) mapping.

run_mod_sg

Running modulation (response change between running and stationary) during static gratings.

pref_ori_dg

Preferred orientation during drifting gratings.

pref_ori_sg

Preferred orientation during static gratings.

run_pval_dg

Significance (p-value) of the running modulation during drifting gratings.

run_pval_fl

Significance (p-value) of the running modulation during full-field flashes.

run_pval_ns

Significance (p-value) of the running modulation during natural scenes.

run_pval_rf

Significance (p-value) of the running modulation during receptive-field (gabor) mapping.

run_pval_sg

Significance (p-value) of the running modulation during static gratings.

elevation_rf

Receptive-field center elevation during receptive-field (gabor) mapping.

on_screen_rf

Degree to which the receptive field falls on the stimulus screen during receptive-field (gabor) mapping.

pref_image_ns

Preferred image index during natural scenes.

pref_phase_sg

Preferred phase during static gratings.

firing_rate_dg

Mean firing rate during drifting gratings.

firing_rate_fl

Mean firing rate during full-field flashes.

firing_rate_ns

Mean firing rate during natural scenes.

firing_rate_rf

Mean firing rate during receptive-field (gabor) mapping.

firing_rate_sg

Mean firing rate during static gratings.

on_off_ratio_fl

On/off response ratio during full-field flashes.

time_to_peak_fl

Time to peak response during full-field flashes.

time_to_peak_ns

Time to peak response during natural scenes.

time_to_peak_rf

Time to peak response during receptive-field (gabor) mapping.

time_to_peak_sg

Time to peak response during static gratings.

pref_sf_multi_sg

Preferred spatial frequency during static gratings. Estimated from the combined multi-stimulus analysis.

pref_tf_multi_dg

Preferred temporal frequency during drifting gratings. Estimated from the combined multi-stimulus analysis.

sustained_idx_fl

Sustained-response index during full-field flashes.

pref_ori_multi_dg

Preferred orientation during drifting gratings. Estimated from the combined multi-stimulus analysis.

pref_ori_multi_sg

Preferred orientation during static gratings. Estimated from the combined multi-stimulus analysis.

pref_phase_multi_sg

Preferred phase during static gratings. Estimated from the combined multi-stimulus analysis.

image_selectivity_ns

Image selectivity during natural scenes.

pref_images_multi_ns

Preferred image index during natural scenes. Estimated from the combined multi-stimulus analysis.

lifetime_sparseness_dg

Lifetime sparseness during drifting gratings.

lifetime_sparseness_fl

Lifetime sparseness during full-field flashes.

lifetime_sparseness_ns

Lifetime sparseness during natural scenes.

lifetime_sparseness_rf

Lifetime sparseness during receptive-field (gabor) mapping.

lifetime_sparseness_sg

Lifetime sparseness during static gratings.

anterior_posterior_ccf_coordinate

Anterior-posterior position of this unit’s peak channel in the Allen CCFv3 (microns); NaN if the channel is out of brain or unregistered.

dorsal_ventral_ccf_coordinate

Dorsal-ventral position of this unit’s peak channel in the Allen CCFv3 (microns); NaN if the channel is out of brain or unregistered.

left_right_ccf_coordinate

Left-right position of this unit’s peak channel in the Allen CCFv3 (microns); NaN if the channel is out of brain or unregistered.

ecephys_structure_id

Allen CCFv3 structure ID of the brain region containing this unit’s peak channel (numeric counterpart of the ‘ecephys_structure_acronym’); NaN if the channel is out of brain or unassigned.

ecephys_structure_acronym

Acronym of the Allen CCFv3 brain structure containing this unit’s peak channel (the unit’s recorded location); empty if the channel is out of brain or unassigned.

probe_horizontal_position

Horizontal (across-probe) position (microns) of this unit’s peak channel.

probe_vertical_position

Distance (microns) from the probe tip to this unit’s peak channel along the probe.

ecephys_probe_id

Identifier of the Neuropixels probe that recorded this unit (the probe of its peak channel).

 
units = nwbfile.units[:]
units
waveform_duration cluster_id peak_channel_id cumulative_drift amplitude_cutoff snr recovery_slope isolation_distance nn_miss_rate silhouette_score ... lifetime_sparseness_rf lifetime_sparseness_sg anterior_posterior_ccf_coordinate dorsal_ventral_ccf_coordinate left_right_ccf_coordinate ecephys_structure_id ecephys_structure_acronym probe_horizontal_position probe_vertical_position ecephys_probe_id
id
950921187 0.604355 4 850249267 481.80 0.425574 2.209140 -0.118430 17.537571 0.009496 0.036369 ... 0.068347 0.027059 7955.0 3756.0 7199.0 549.0 TH 11.0 20.0 729445650.0
950921172 0.521943 3 850249267 681.53 0.390098 1.959983 -0.109729 14.677643 0.003857 0.103446 ... 0.226443 0.036345 7955.0 3756.0 7199.0 549.0 TH 11.0 20.0 729445650.0
950921152 0.467002 2 850249267 1070.71 0.500000 2.522905 -0.109867 15.783665 0.017776 0.027818 ... 0.085703 0.030548 7955.0 3756.0 7199.0 549.0 TH 11.0 20.0 729445650.0
950921135 0.467002 1 850249267 253.42 0.500000 2.803475 -0.150379 26.666930 0.023742 0.076530 ... 0.122004 0.011320 7955.0 3756.0 7199.0 549.0 TH 11.0 20.0 729445650.0
950921111 0.439531 0 850249267 141.82 0.018056 4.647943 -0.328727 66.901065 0.006595 NaN ... 0.030071 0.005186 7955.0 3756.0 7199.0 549.0 TH 11.0 20.0 729445650.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
950958827 0.686767 327 850256505 425.47 0.013262 1.197137 -0.033924 47.100934 0.000569 0.003954 ... 0.852212 0.255458 7557.0 1172.0 8657.0 417.0 VISrl 59.0 1280.0 729445658.0
950958817 0.535678 326 850256505 391.97 0.029259 2.162418 -0.045889 44.871938 0.004134 -0.030602 ... 0.921488 0.230707 7557.0 1172.0 8657.0 417.0 VISrl 59.0 1280.0 729445658.0
950958015 0.576884 236 850256505 195.00 0.003844 3.398071 -0.072890 43.340940 0.001142 -0.127013 ... 0.987603 0.540521 7557.0 1172.0 8657.0 417.0 VISrl 59.0 1280.0 729445658.0
950958038 0.137353 239 850256507 132.76 0.001628 3.938438 -0.121152 84.593734 0.000101 0.250970 ... NaN 0.275835 7555.0 1165.0 8665.0 417.0 VISrl 27.0 1280.0 729445658.0
950958064 0.604355 242 850256511 314.21 0.084867 3.099177 -0.064093 49.170211 0.001985 0.153596 ... 0.728861 0.135086 7550.0 1144.0 8688.0 417.0 VISrl 11.0 1300.0 729445658.0

3232 rows × 94 columns

Spike times#

The spike_times column contains one array per unit with the times (in seconds, aligned to the start of the session) of every detected spike for that unit. This is the main entry point for building rasters, PSTHs, and firing-rate summaries.

spike_times = units.spike_times
spike_times

id
950921187    [1.0439430431793884, 1.543311060144649, 2.7287...
950921172    [10.406435026164546, 17.127986534673788, 18.48...
950921152    [1.2775103414155262, 2.3915133536963493, 3.701...
950921135    [9.473732504122962, 13.198542576065163, 18.302...
950921111    [1.1677100445138795, 1.1707767194728813, 1.349...
                                   ...                        
950958827    [56.68879155534432, 56.71539151930708, 140.382...
950958817    [32.77642395146384, 53.25072954651286, 53.3577...
950958015    [171.13333650757914, 614.5358357924764, 895.59...
950958038    [2625.1812451333517, 2625.195478447402, 2625.2...
950958064    [8.229957206651436, 8.243390521785514, 9.81902...
Name: spike_times, Length: 3232, dtype: object

Filtering by quality and brain structure#

Two columns are useful for narrowing down units for further analysis:

  • quality: overall quality label assigned by spike sorting (typically good or noise).

  • ecephys_structure_acronym: the CCF-annotated brain structure the unit is located in.

pd.crosstab(units.ecephys_structure_acronym, units.quality, margins=True).sort_values("good", ascending=False)
quality good noise All
ecephys_structure_acronym
All 1852 1380 3232
CA1 326 335 661
APN 322 58 380
SUB 118 39 157
LGd 118 49 167
VISp 112 22 134
POL 97 24 121
VISam 85 20 105
VISl 83 112 195
grey 73 45 118
CA3 73 110 183
67 91 158
LP 59 21 80
VISpm 50 67 117
VPM 48 17 65
DG 47 95 142
VISrl 36 121 157
VL 34 9 43
VISal 30 84 114
NOT 28 6 34
TH 23 11 34
PO 17 27 44
CA2 3 16 19
Eth 3 0 3
MB 0 1 1

Stimulus presentations#

In place of a single stimulus trials table, Visual Coding Neuropixels sessions organize behavior around stimulus presentation intervals. Each stimulus family (drifting gratings, static gratings, natural scenes, natural movies, gabors for receptive-field mapping, full-field flashes, and spontaneous activity) has its own intervals table with one row per stimulus sweep. Use these tables to select trials of interest and align spike times to stimulus events.

list(nwbfile.intervals)

['drifting_gratings_presentations',
 'flashes_presentations',
 'gabors_presentations',
 'invalid_times',
 'natural_movie_one_presentations',
 'natural_movie_three_presentations',
 'natural_scenes_presentations',
 'spontaneous_presentations',
 'static_gratings_presentations']

For detailed information about the stimuli and corresponding intervals tables, see the stimulus page.

Running speed#

The mouse is head-fixed on a running wheel and is free to run throughout the session. An encoder on the wheel provides a continuous running-speed time series stored in the running processing module.

nwbfile.processing["running"]

running (ProcessingModule)

description: running speed data
data_interfaces
running_speed
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: cm/s
data
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps_unit: seconds
interval: 1
timestamp_link
0: processing/running/running_wheel_rotation/timestamps
running_speed_end_times
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: cm/s
data
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps_unit: seconds
interval: 1
running_wheel_rotation
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: radians
data
Data typefloat32
Shape(365065,)
Array size1.39 MiB
timestamps (link to processing/running/running_speed/timestamps)
Data typefloat64
Shape(365065,)
Array size2.79 MiB
timestamps_unit: seconds
interval: 1
running_speed = nwbfile.processing["running"]["running_speed"].data[:]
running_timestamps = nwbfile.processing["running"]["running_speed"].timestamps[:]

plt.plot(running_timestamps, running_speed)
plt.ylabel('Speed (cm/s)')
plt.xlabel('Time (s)')

Text(0.5, 0, 'Time (s)')
../../../_images/648ee8d9c162d4527179886621e9123b103750d31aa6fdd416c7a073a3072447.png

Optotagging#

In addition to the visual protocol, each session ends with an optotagging block: brief pulses of blue light are delivered to a Cre-dependent, ChR2-expressing population, and units are considered “tagged” if they respond at short latency. The optotagging processing module stores both the laser-pulse intervals and a timeseries description of the protocol.

optogenetic_stimulation intervals#

Column

Description

start_time

start time of epoch (s)

condition

optogenetic stimulus condition

level

light level used for stimulation

stop_time

stop time of epoch (s)

stimulus_name

type of stimulus (e.g. pulse, ramp)

duration

length of stimulus (s)

tags

user-defined tags

timeseries

index into a Timeseries object

 
opto = nwbfile.processing["optotagging"]["optogenetic_stimulation"].to_dataframe()
opto.head()
start_time condition level stop_time stimulus_name duration tags timeseries
id
0 9224.47063 a single square pulse 1.0 9224.47563 pulse 0.005 [optical_stimulation] [(0, 1, optotagging pynwb.base.TimeSeries at 0...
1 9226.51052 half-period of a cosine wave 1.0 9227.51052 raised_cosine 1.000 [optical_stimulation] [(1, 1, optotagging pynwb.base.TimeSeries at 0...
2 9228.69081 half-period of a cosine wave 4.0 9229.69081 raised_cosine 1.000 [optical_stimulation] [(2, 1, optotagging pynwb.base.TimeSeries at 0...
3 9230.74029 a single square pulse 2.5 9230.74529 pulse 0.005 [optical_stimulation] [(3, 1, optotagging pynwb.base.TimeSeries at 0...
4 9232.72561 2.5 ms pulses at 10 Hz 2.5 9233.72561 fast_pulses 1.000 [optical_stimulation] [(4, 1, optotagging pynwb.base.TimeSeries at 0...

LFP#

For each probe, the acquisition group contains a downsampled local field potential (LFP) recording (probe_<id>_lfp). Each LFP is stored as a channel × time array with its own timestamps, and channels can be linked back to anatomy through the electrodes table.

lfp_keys = [k for k in nwbfile.acquisition if k.endswith("_lfp")]
lfp_keys

['probe_729445648_lfp',
 'probe_729445650_lfp',
 'probe_729445652_lfp',
 'probe_729445654_lfp',
 'probe_729445656_lfp',
 'probe_729445658_lfp']

lfp = nwbfile.acquisition[lfp_keys[0]].electrical_series
lfp

{'probe_729445648_lfp_data': probe_729445648_lfp_data pynwb.ecephys.ElectricalSeries at 0x139673032228720
 Fields:
   comments: no comments
   conversion: 1.0
   data: <zarr.core.Array '/acquisition/probe_729445648_lfp/probe_729445648_lfp_data/data' (12081228, 94) float32 read-only>
   description: no description
   electrodes: electrodes <class 'hdmf.common.table.DynamicTableRegion'>
   interval: 1
   offset: 0.0
   resolution: -1.0
   timestamps: <zarr.core.Array '/acquisition/probe_729445648_lfp/probe_729445648_lfp_data/timestamps' (12081228,) float64 read-only>
   timestamps_unit: seconds
   unit: volts}
Contents