[
](https://colab.research.google.com/github/dandi/example-notebooks/blob/master/dandi/DANDI User Guide, Part I.ipynb)
In [1]:
# install cell skipped during CI (deps preinstalled into system Python)
⚠️ Restart runtime after install
The install may upgrade packages already loaded in the kernel. Go to Runtime → Restart session, then Run all cells below (skip this install cell on re-run).
Part I¶
Converting data to NWB¶
This is part 3 of the DANDI User Training on Nov 1, 2021.
Neurodata Without Borders (NWB)¶
DANDI has chosen NWB as our supported format for exchanging neurophysiology data. NWB is a BRAIN Initiative-backed data standard designed to package all of the data and metadata associated with neurophysiology experiments into a single file that enables sharing and re-analysis of the data. This includes extracellular and intracellular electrophysiology, optical physiology, and behavior. NWB defines a data organization schema that ensure the crucial metadata is packaged in a standardized way. This includes not just the neurophysiology recordings, but also metadata about the subjects, equipment, task structure, etc.
Creating an NWB file¶
Converting data to NWB is a big topic that merits its own workshop! Here, we will just give a surface introduction by quickly walk through a script for creating an NWB file. The following creates an example extracellular electrophysiology file with an electrodes table and data from voltage traces. Note also the subject-specific information, which is required by DANDI, and is read and used throughout the data publication process.
In [2]:
from datetime import datetime
from dateutil.tz import tzlocal
import uuid
import numpy as np
from pynwb.file import NWBFile, Subject
from pynwb.ecephys import ElectricalSeries
from pynwb import NWBHDF5IO
def create_nwbfile(subject_id):
nwbfile = NWBFile(
session_description='my first synthetic recording',
identifier=str(uuid.uuid4()),
session_start_time=datetime.now(tzlocal()),
experimenter='Dr. Bilbo Baggins',
lab='Bag End Laboratory',
institution='University of Middle Earth at the Shire',
experiment_description='I went on an adventure with thirteen dwarves to reclaim vast treasures.',
session_id='001',
)
nwbfile.subject = Subject(
subject_id=subject_id,
species='Mus musculus',
age='P90D',
sex='F',
)
device = nwbfile.create_device(name='trodes_rig123')
electrode_group = nwbfile.create_electrode_group(
name='tetrode1',
description="an example tetrode",
location="hippocampus",
device=device,
)
for _ in range(4):
nwbfile.add_electrode(
x=1.0, y=2.0, z=3.0,
imp=np.nan,
location='CA1',
filtering='none',
group=electrode_group,
)
electrode_table_region = nwbfile.create_electrode_table_region([0, 2], 'the first and third electrodes')
rate = 10.0
data_len = 1000
ephys_data = np.random.rand(data_len * 2).reshape((data_len, 2))
ephys_timestamps = np.arange(data_len) / rate
ephys_ts = ElectricalSeries(
name='test_ephys_data',
data=ephys_data,
electrodes=electrode_table_region,
timestamps=ephys_timestamps,
description="Random numbers generated with numpy.random.rand"
)
nwbfile.add_acquisition(ephys_ts)
return nwbfile
NWB tutorials¶
| PyNWB | MatNWB | |
|---|---|---|
| Reading NWB files | Jupyter notebook | 15 min video MATLAB Live Script |
| Writing extracellular electrophysiology | 23 min video Jupyter notebook |
46 min video Written tutorial |
| Writing intracellular electrophysiology | Jupyter notebook | Written tutorial |
| Writing optical physiology | 31 min video Jupyter notebook |
39 min video Written tutorial |
| Advanced write | 26 min video | 16 min video Written tutorial |
If you think NWB might not meet your needs, please contact us on our help desk!
In [3]:
!pwd
/home/runner/work/example-notebooks/example-notebooks/dandi
In [4]:
import os
os.makedirs('data', exist_ok=True)
nwbfile = create_nwbfile(subject_id='001')
with NWBHDF5IO('data/ecephys_example.nwb', 'w') as io:
io.write(nwbfile)
Uploading to DANDI¶
When you register a dandiset, it creates a permanent ID. For instructional purposes, we will be using a sandbox version of DANDI, so that we do not create real IDs for pretend datasets.
We are going to use a sandbox version of DANDI.
Go to DANDI sandbox (https://sandbox.dandiarchive.org/) and use your GitHub account to log in.
Click on your initials in the upper right and copy your API key.
- Now create a new dataset by clicking the NEW DATASET button
- Create a new Launcher
and launch a Terminal window.
- Assign your DANDI API key as an environmental variable:
export DANDI_API_KEY=your-key-here
should look like
export DANDI_API_KEY=d71c0db17827aac067896f612f48af667890000
Confirm that this worked with the following line, which should print your key.
echo $DANDI_API_KEY
- Copy the URL from the dataset you have created (something like
https://sandbox.dandiarchive.org/#/dandiset/100507)
and in the Terminal window, run
dandi download "https://sandbox.dandiarchive.org/#/dandiset/100507" # <-- your dandiset ID here
cd 100507 # <-- your dandiset ID here
dandi organize ../data -f dry
dandi organize ../data
dandi upload -i dandi-sandbox # (on the non-sandbox server, this line would simply be: dandi upload)
- Now refresh the landing page of your dandiset and you should see that it is no longer empty.
You can explore all the NWB files within by clicking Files
- Adding more data to a dandiset
In [5]:
nwbfile = create_nwbfile(subject_id='002')
with NWBHDF5IO('data/ecephys_example2.nwb', 'w') as io:
io.write(nwbfile)
Then go back to terminal and run
dandi organize ../data
dandi upload -i dandi-sandbox
Inspecting NWB Files¶
PyNWB objects render a rich, expandable summary in Jupyter, which is a quick way to visually confirm the contents of a conversion.
In [6]:
nwbfile
Out[6]:
root (NWBFile)
session_description: my first synthetic recording
identifier: 9ae96baf-2f83-4da5-8df1-30a66a18d65c
session_start_time
2026-08-23 00:24:59.166948+00:00timestamps_reference_time
2026-08-23 00:24:59.166948+00:00file_create_date
0
2026-08-23 00:24:59.167100+00:00experimenter
('Dr. Bilbo Baggins',)experiment_description: I went on an adventure with thirteen dwarves to reclaim vast treasures.
session_id: 001
lab: Bag End Laboratory
institution: University of Middle Earth at the Shire
subject (Subject)
age: P90D
age__reference: birth
sex: F
species: Mus musculus
subject_id: 002
devices
trodes_rig123 (Device)
electrode_groups
tetrode1 (ElectrodeGroup)
description: an example tetrode
location: hippocampus
device (Device)
electrodes (ElectrodesTable)
description: metadata about extracellular electrodes
columns
location
Location of the electrode (channel).
group
Reference to the ElectrodeGroup.
group_name
Name of the ElectrodeGroup.
x
x coordinate of the channel location in the brain.
y
y coordinate of the channel location in the brain.
z
z coordinate of the channel location in the brain.
imp
Impedance of the channel, in ohms.
filtering
Description of hardware filtering.
table
| location | group | group_name | x | y | z | imp | filtering | |
|---|---|---|---|---|---|---|---|---|
| id | ||||||||
| 0 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
| 1 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
| 2 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
| 3 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
acquisition
test_ephys_data (ElectricalSeries)
resolution: -1.0
comments: no comments
description: Random numbers generated with numpy.random.rand
conversion: 1.0
offset: 0.0
unit: volts
data
NumPy array
| Data type | float64 |
|---|---|
| Shape | (1000, 2) |
| Array size | 15.62 KiB |
timestamps
NumPy array
| Data type | float64 |
|---|---|
| Shape | (1000,) |
| Array size | 7.81 KiB |
timestamps_unit: seconds
interval: 1
electrodes (DynamicTableRegion)
description: the first and third electrodes
table (ElectrodesTable)
description: metadata about extracellular electrodes
columns
location
Location of the electrode (channel).
group
Reference to the ElectrodeGroup.
group_name
Name of the ElectrodeGroup.
x
x coordinate of the channel location in the brain.
y
y coordinate of the channel location in the brain.
z
z coordinate of the channel location in the brain.
imp
Impedance of the channel, in ohms.
filtering
Description of hardware filtering.
table
| location | group | group_name | x | y | z | imp | filtering | |
|---|---|---|---|---|---|---|---|---|
| id | ||||||||
| 0 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
| 1 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
| 2 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
| 3 | CA1 | tetrode1 pynwb.ecephys.ElectrodeGroup at 0x140312953725776\nFields:\n description: an example tetrode\n device: trodes_rig123 pynwb.device.Device at 0x140312953724496\n location: hippocampus\n | tetrode1 | 1.0 | 2.0 | 3.0 | NaN | none |
analysis
scratch
processing
stimulus
stimulus_template
lab_meta_data
device_models
icephys_electrodes
ogen_sites
imaging_planes
intervals
events
The same works for any file shared on DANDI. You can use the DANDI API to access the S3 path of any file and stream it directly, inspecting it without downloading the whole file.
In [7]:
# calcium imaging, Giocomo Lab (30 GB)
#dandiset_id, filepath = "000054", "sub-F2/sub-F2_ses-20190407T210000_behavior+ophys.nwb"
# neuropixel, Giocomo Lab (46 GB)
#dandiset_id, filepath = "000053", "sub-npI1/sub-npI1_ses-20190415_behavior+ecephys.nwb"
# neuropixel, Allen Intitute
dandiset_id, filepath = "000022", "sub-744912845/sub-744912845_ses-766640955.nwb"
# ecephys, Buzsaki Lab (15.2 GB)
#dandiset_id, filepath = "000003", "sub-YutaMouse41/sub-YutaMouse41_ses-YutaMouse41-150831_behavior+ecephys.nwb"
In [8]:
import h5py
import remfile
from dandi.dandiapi import DandiAPIClient
from pynwb import NWBHDF5IO
with DandiAPIClient() as client:
asset = client.get_dandiset(dandiset_id, "draft").get_asset_by_path(filepath)
s3_url = asset.get_content_url(follow_redirects=1, strip_query=True)
# cache reads on disk so re-running cells doesn't re-fetch the same bytes
rem_file = remfile.File(s3_url, disk_cache=remfile.DiskCache("nwb-cache"))
h5py_file = h5py.File(rem_file, "r")
io = NWBHDF5IO(file=h5py_file, load_namespaces=True)
nwb = io.read()
nwb
Out[8]:
root (NWBFile)
session_description: Data and metadata for an Ecephys session
identifier: 766640955
session_start_time
2019-01-02 15:45:39-08:00timestamps_reference_time
2019-01-02 15:45:39-08:00file_create_date
0
2020-05-26 00:54:16.911338-07:00acquisition
raw_running_wheel_rotation (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: radians
data
HDF5 dataset
| Data type | float32 |
|---|---|
| Shape | (559800,) |
| Array size | 2.14 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2239200 |
| Compressed size (bytes) | 2239200 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (559800,) |
| Array size | 4.27 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4478400 |
| Compressed size (bytes) | 4478400 |
| Compression ratio | 1.0 |
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 (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (559800,) |
| Array size | 4.27 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4478400 |
| Compressed size (bytes) | 4478400 |
| Compression ratio | 1.0 |
timestamps (link to acquisition/raw_running_wheel_rotation/timestamps)
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (559800,) |
| Array size | 4.27 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4478400 |
| Compressed size (bytes) | 4478400 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
running_wheel_supply_voltage (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: V
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (559800,) |
| Array size | 4.27 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4478400 |
| Compressed size (bytes) | 4478400 |
| Compression ratio | 1.0 |
timestamps (link to acquisition/raw_running_wheel_rotation/timestamps)
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (559800,) |
| Array size | 4.27 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4478400 |
| Compressed size (bytes) | 4478400 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
processing
eye_tracking (ProcessingModule)
description: Eye tracking processing module
cr_ellipse_fits (DynamicTable)
description:
columns
center_x
no description
center_y
no description
height
no description
phi
no description
width
no description
timestamps
no description
table
| center_x | center_y | height | phi | width | timestamps | |
|---|---|---|---|---|---|---|
| id | ||||||
| 0 | 299.137235 | 216.363625 | 8.514879 | -0.711592 | 7.704894 | 3.16310 |
| 1 | 298.643778 | 216.468772 | 7.721200 | 0.750496 | 8.626792 | 3.19620 |
| 2 | 298.134375 | 216.190673 | 7.211541 | 0.208638 | 9.105101 | 3.21337 |
| 3 | 297.990495 | 216.188021 | 7.285376 | 0.177946 | 8.529475 | 3.24650 |
... and 293233 more row(s).
eye_ellipse_fits (DynamicTable)
description:
columns
center_x
no description
center_y
no description
height
no description
phi
no description
width
no description
timestamps
no description
table
| center_x | center_y | height | phi | width | timestamps | |
|---|---|---|---|---|---|---|
| id | ||||||
| 0 | 287.005728 | 200.927650 | 116.725200 | 0.041631 | 154.108151 | 3.16310 |
| 1 | 286.668325 | 200.961694 | 116.534140 | 0.043075 | 154.030638 | 3.19620 |
| 2 | 286.803647 | 201.082064 | 116.430422 | 0.045384 | 153.971211 | 3.21337 |
| 3 | 286.750337 | 201.186453 | 116.517308 | 0.043620 | 154.147852 | 3.24650 |
... and 293233 more row(s).
pupil_ellipse_fits (DynamicTable)
description:
columns
center_x
no description
center_y
no description
height
no description
phi
no description
width
no description
timestamps
no description
table
| center_x | center_y | height | phi | width | timestamps | |
|---|---|---|---|---|---|---|
| id | ||||||
| 0 | 295.982824 | 182.389771 | 50.846103 | 0.184439 | 58.154865 | 3.16310 |
| 1 | 295.893294 | 182.197393 | 51.076075 | 0.148822 | 58.443929 | 3.19620 |
| 2 | 295.624467 | 181.095378 | 49.372065 | 0.158267 | 58.906917 | 3.21337 |
| 3 | 295.494799 | 181.098779 | 49.695603 | 0.187046 | 58.937509 | 3.24650 |
... and 293233 more row(s).
eye_tracking_rig_metadata (ProcessingModule)
description: Eye tracking rig metadata module
eye_tracking_rig_metadata (EcephysEyeTrackingRigMetadata)
equipment: NP.1
monitor_position
HDF5 dataset
[118.6 86.2 31.6]
| Data type | float64 |
|---|---|
| Shape | (3,) |
| Array size | 24.00 bytes |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 24 |
| Compressed size (bytes) | 24 |
| Compression ratio | 1.0 |
[118.6 86.2 31.6]
monitor_position__unit: mm
camera_position
HDF5 dataset
[102.8 74.7 31.6]
| Data type | float64 |
|---|---|
| Shape | (3,) |
| Array size | 24.00 bytes |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 24 |
| Compressed size (bytes) | 24 |
| Compression ratio | 1.0 |
[102.8 74.7 31.6]
camera_position__unit: mm
led_position
HDF5 dataset
[246. 92.3 52.6]
| Data type | float64 |
|---|---|
| Shape | (3,) |
| Array size | 24.00 bytes |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 24 |
| Compressed size (bytes) | 24 |
| Compression ratio | 1.0 |
[246. 92.3 52.6]
led_position__unit: mm
monitor_rotation
HDF5 dataset
[0. 0. 0.]
| Data type | float64 |
|---|---|
| Shape | (3,) |
| Array size | 24.00 bytes |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 24 |
| Compressed size (bytes) | 24 |
| Compression ratio | 1.0 |
[0. 0. 0.]
monitor_rotation__unit: deg
camera_rotation
HDF5 dataset
[0. 0. 2.8]
| Data type | float64 |
|---|---|
| Shape | (3,) |
| Array size | 24.00 bytes |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 24 |
| Compressed size (bytes) | 24 |
| Compression ratio | 1.0 |
[0. 0. 2.8]
camera_rotation__unit: deg
filtered_gaze_mapping (ProcessingModule)
description: Gaze mapping processing module filtered outputs
eye_area (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Pixels ^ 2
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
pupil_area (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Pixels ^ 2
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
screen_coordinates (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Centimeters
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237, 2) |
| Array size | 4.47 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4691792 |
| Compressed size (bytes) | 4691792 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
screen_coordinates_spherical (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Degrees
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237, 2) |
| Array size | 4.47 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4691792 |
| Compressed size (bytes) | 4691792 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
optotagging (ProcessingModule)
description: optogenetic stimulution data
optotagging (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: seconds
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (180,) |
| Array size | 1.41 KiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 1440 |
| Compressed size (bytes) | 1440 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (180,) |
| Array size | 1.41 KiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 1440 |
| Compressed size (bytes) | 1440 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
optogenetic_stimulation (TimeIntervals)
description:
columns
start_time
Start time of epoch, in seconds
condition
no description
level
no description
stop_time
Stop time of epoch, in seconds
stimulus_name
no description
duration
no description
tags
user-defined tags
timeseries
index into a TimeSeries object
table
| start_time | condition | level | stop_time | stimulus_name | duration | tags | timeseries | |
|---|---|---|---|---|---|---|---|---|
| id | ||||||||
| 0 | 9365.61396 | 2.5 ms pulses at 10 Hz | 2.5 | 9366.61396 | fast_pulses | 1.00 | [optical_stimulation] | [(0, 1, optotagging pynwb.base.TimeSeries at 0x140312946117088\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (180,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (180,), type "<f8">\n timestamps_unit: seconds\n unit: seconds\n)] |
| 1 | 9367.33400 | 2.5 ms pulses at 10 Hz | 4.0 | 9368.33400 | fast_pulses | 1.00 | [optical_stimulation] | [(1, 1, optotagging pynwb.base.TimeSeries at 0x140312946117088\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (180,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (180,), type "<f8">\n timestamps_unit: seconds\n unit: seconds\n)] |
| 2 | 9369.10410 | a single square pulse | 1.0 | 9369.11410 | pulse | 0.01 | [optical_stimulation] | [(2, 1, optotagging pynwb.base.TimeSeries at 0x140312946117088\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (180,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (180,), type "<f8">\n timestamps_unit: seconds\n unit: seconds\n)] |
| 3 | 9371.09418 | half-period of a cosine wave | 4.0 | 9372.09418 | raised_cosine | 1.00 | [optical_stimulation] | [(3, 1, optotagging pynwb.base.TimeSeries at 0x140312946117088\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (180,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (180,), type "<f8">\n timestamps_unit: seconds\n unit: seconds\n)] |
... and 176 more row(s).
raw_gaze_mapping (ProcessingModule)
description: Gaze mapping processing module raw outputs
eye_area (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Pixels ^ 2
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
pupil_area (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Pixels ^ 2
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
screen_coordinates (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Centimeters
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237, 2) |
| Array size | 4.47 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4691792 |
| Compressed size (bytes) | 4691792 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
screen_coordinates_spherical (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: Degrees
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237, 2) |
| Array size | 4.47 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 4691792 |
| Compressed size (bytes) | 4691792 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (293237,) |
| Array size | 2.24 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2345896 |
| Compressed size (bytes) | 2345896 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
running (ProcessingModule)
description: running speed data
running_speed (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: cm/s
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (372373,) |
| Array size | 2.84 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2978984 |
| Compressed size (bytes) | 2978984 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (372373,) |
| Array size | 2.84 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2978984 |
| Compressed size (bytes) | 2978984 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
timestamp_link
0 (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: radians
data
HDF5 dataset
| Data type | float32 |
|---|---|
| Shape | (372373,) |
| Array size | 1.42 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 1489492 |
| Compressed size (bytes) | 1489492 |
| Compression ratio | 1.0 |
timestamps (link to processing/running/running_speed/timestamps)
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (372373,) |
| Array size | 2.84 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2978984 |
| Compressed size (bytes) | 2978984 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
running_speed_end_times (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: cm/s
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (372373,) |
| Array size | 2.84 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2978984 |
| Compressed size (bytes) | 2978984 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (372373,) |
| Array size | 2.84 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2978984 |
| Compressed size (bytes) | 2978984 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
running_wheel_rotation (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: radians
data
HDF5 dataset
| Data type | float32 |
|---|---|
| Shape | (372373,) |
| Array size | 1.42 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 1489492 |
| Compressed size (bytes) | 1489492 |
| Compression ratio | 1.0 |
timestamps (link to processing/running/running_speed/timestamps)
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (372373,) |
| Array size | 2.84 MiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 2978984 |
| Compressed size (bytes) | 2978984 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
stimulus (ProcessingModule)
description: Stimulus Times processing
timestamps (TimeSeries)
resolution: -1.0
comments: no comments
description: no description
conversion: 1.0
offset: 0.0
unit: s
data
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (77436,) |
| Array size | 604.97 KiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 619488 |
| Compressed size (bytes) | 619488 |
| Compression ratio | 1.0 |
timestamps
HDF5 dataset
| Data type | float64 |
|---|---|
| Shape | (77436,) |
| Array size | 604.97 KiB |
| Chunk shape | None |
| Compression | None |
| Compression opts | None |
| Uncompressed size (bytes) | 619488 |
| Compressed size (bytes) | 619488 |
| Compression ratio | 1.0 |
timestamps_unit: seconds
interval: 1
electrodes (ElectrodesTable)
description: metadata about extracellular electrodes
columns
x
the x coordinate of the channel location
y
the y coordinate of the channel location
z
the z coordinate of the channel location
imp
the impedance of the channel
location
the location of channel within the subject e.g. brain region
filtering
description of hardware filtering
group
a reference to the ElectrodeGroup this electrode is a part of
group_name
the name of the ElectrodeGroup this electrode is a part of
probe_vertical_position
Length-wise position of electrode/channel on device (microns)
probe_horizontal_position
Width-wise position of electrode/channel on device (microns)
probe_id
The unique id of this electrode's/channel's device
local_index
The local index of electrode/channel on device
valid_data
Whether data from this electrode/channel is usable
table
| x | y | z | imp | location | filtering | group | group_name | probe_vertical_position | probe_horizontal_position | probe_id | local_index | valid_data | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | |||||||||||||
| 850022902 | 7403.0 | 279.0 | 279.0 | NaN | AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass | probeA abc.EcephysElectrodeGroup at 0x140312946183872\nFields:\n description: Ecephys Electrode Group\n device: probeA abc.EcephysProbe at 0x140312946180176\nFields:\n probe_id: 773592315\n sampling_rate: 29999.968498706\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.99868744608\n location: See electrode locations\n probe_id: 773592315\n | probeA | 3240 | 59 | 773592315 | 322 | True | |
| 850022906 | 7394.0 | 252.0 | 252.0 | NaN | AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass | probeA abc.EcephysElectrodeGroup at 0x140312946183872\nFields:\n description: Ecephys Electrode Group\n device: probeA abc.EcephysProbe at 0x140312946180176\nFields:\n probe_id: 773592315\n sampling_rate: 29999.968498706\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.99868744608\n location: See electrode locations\n probe_id: 773592315\n | probeA | 3260 | 43 | 773592315 | 324 | True | |
| 850022910 | 7387.0 | 233.0 | 233.0 | NaN | AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass | probeA abc.EcephysElectrodeGroup at 0x140312946183872\nFields:\n description: Ecephys Electrode Group\n device: probeA abc.EcephysProbe at 0x140312946180176\nFields:\n probe_id: 773592315\n sampling_rate: 29999.968498706\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.99868744608\n location: See electrode locations\n probe_id: 773592315\n | probeA | 3280 | 59 | 773592315 | 326 | True | |
| 850022912 | 7384.0 | 224.0 | 224.0 | NaN | AP band: 500 Hz high-pass; LFP band: 1000 Hz low-pass | probeA abc.EcephysElectrodeGroup at 0x140312946183872\nFields:\n description: Ecephys Electrode Group\n device: probeA abc.EcephysProbe at 0x140312946180176\nFields:\n probe_id: 773592315\n sampling_rate: 29999.968498706\n\n has_lfp_data: True\n lfp_sampling_rate: 1249.99868744608\n location: See electrode locations\n probe_id: 773592315\n | probeA | 3280 | 27 | 773592315 | 327 | True |
... and 2300 more row(s).
electrode_groups
probeA (EcephysElectrodeGroup)
description: Ecephys Electrode Group
location: See electrode locations
device (EcephysProbe)
sampling_rate: 29999.968498706
probe_id: 773592315
has_lfp_data: True
probe_id: 773592315
lfp_sampling_rate: 1249.99868744608
probeB (EcephysElectrodeGroup)
description: Ecephys Electrode Group
location: See electrode locations
device (EcephysProbe)
sampling_rate: 29999.9187814017
probe_id: 773592318
has_lfp_data: True
probe_id: 773592318
lfp_sampling_rate: 1249.996615891735
probeC (EcephysElectrodeGroup)
description: Ecephys Electrode Group
location: See electrode locations
device (EcephysProbe)
sampling_rate: 29999.9961763805
probe_id: 773592320
has_lfp_data: True
probe_id: 773592320
lfp_sampling_rate: 1249.99984068252
probeD (EcephysElectrodeGroup)
description: Ecephys Electrode Group
location: See electrode locations
device (EcephysProbe)
sampling_rate: 29999.9188839116
probe_id: 773592324
has_lfp_data: True
probe_id: 773592324
lfp_sampling_rate: 1249.996620162985
probeE (EcephysElectrodeGroup)
description: Ecephys Electrode Group
location: See electrode locations
device (EcephysProbe)
sampling_rate: 30000.0013018758
probe_id: 773592328
has_lfp_data: True
probe_id: 773592328
lfp_sampling_rate: 1250.000054244825
probeF (EcephysElectrodeGroup)
description: Ecephys Electrode Group
location: See electrode locations
device (EcephysProbe)
sampling_rate: 30000.0387179914
probe_id: 773592330
has_lfp_data: True
probe_id: 773592330
lfp_sampling_rate: 1250.00161324964
devices
probeA (EcephysProbe)
sampling_rate: 29999.968498706
probe_id: 773592315
probeB (EcephysProbe)
sampling_rate: 29999.9187814017
probe_id: 773592318
probeC (EcephysProbe)
sampling_rate: 29999.9961763805
probe_id: 773592320
probeD (EcephysProbe)
sampling_rate: 29999.9188839116
probe_id: 773592324
probeE (EcephysProbe)
sampling_rate: 30000.0013018758
probe_id: 773592328
probeF (EcephysProbe)
sampling_rate: 30000.0387179914
probe_id: 773592330
intervals
dot_motion_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'dot_motion' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
stimulus_block
Index of contiguous presentations of one stimulus type
color
No description
opacity
Opacity of stimulus
units
Units of stimulus size
stimulus_index
Index of stimulus type
contrast
Contrast of stimulus
Speed
Speed of moving dot field
Dir
Direction of stimulus motion
coherence
Coherence of moving dot field
dotLife
Longevity of individual dots
dotSize
Size of individual dots
fieldPos
Position of moving dot field
fieldShape
Shape of moving dot field
fieldSize
Size of moving dot field
nDots
Number of dots in moving dot field
noiseDots
No description
tags
user-defined tags
timeseries
index into a TimeSeries object
table
| start_time | stop_time | stimulus_name | stimulus_block | color | opacity | units | stimulus_index | contrast | Speed | Dir | coherence | dotLife | dotSize | fieldPos | fieldShape | fieldSize | nDots | noiseDots | tags | timeseries | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | |||||||||||||||||||||
| 0 | 8302.230584 | 8303.231427 | dot_motion | 9.0 | [1.0, 1.0, 1.0] | 1.0 | norm | 5.0 | 1.0 | 0.001 | 90.0 | 0.9 | 20.0 | 15.0 | [0.0, 0.0] | sqr | [2.0, 2.0] | 500.0 | direction | [stimulus_time_interval] | [(76941, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 8304.232254 | 8305.233097 | dot_motion | 9.0 | [1.0, 1.0, 1.0] | 1.0 | norm | 5.0 | 1.0 | 0.005 | 45.0 | 0.9 | 20.0 | 15.0 | [0.0, 0.0] | sqr | [2.0, 2.0] | 500.0 | direction | [stimulus_time_interval] | [(76942, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 8306.233894 | 8307.234777 | dot_motion | 9.0 | [1.0, 1.0, 1.0] | 1.0 | norm | 5.0 | 1.0 | 0.005 | 225.0 | 0.9 | 20.0 | 15.0 | [0.0, 0.0] | sqr | [2.0, 2.0] | 500.0 | direction | [stimulus_time_interval] | [(76943, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 8308.235614 | 8309.236457 | dot_motion | 9.0 | [1.0, 1.0, 1.0] | 1.0 | norm | 5.0 | 1.0 | 0.010 | 315.0 | 0.9 | 20.0 | 15.0 | [0.0, 0.0] | sqr | [2.0, 2.0] | 500.0 | direction | [stimulus_time_interval] | [(76944, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 491 more row(s).
drifting_gratings_75_repeats_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'drifting_gratings_75_repeats' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
stimulus_block
Index of contiguous presentations of one stimulus type
temporal_frequency
Temporal frequency of stimulus
color
No description
mask
Shape of mask applied to stimulus
opacity
Opacity of stimulus
phase
Phase of grating stimulus
size
Size of stimulus (see ‘units’ field for units)
units
Units of stimulus size
stimulus_index
Index of stimulus type
orientation
Orientation of stimulus
spatial_frequency
Spatial frequency of stimulus
contrast
Contrast of stimulus
tags
user-defined tags
timeseries
index into a TimeSeries object
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 | 3498.216464 | 3500.218144 | drifting_gratings_75_repeats | 5.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [14037.96666667, 14037.96666667] | [250.0, 250.0] | deg | 2.0 | 45.0 | 0.04 | 0.8 | [stimulus_time_interval] | [(40339, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 3501.218987 | 3503.220647 | drifting_gratings_75_repeats | 5.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [14037.96666667, 14037.96666667] | [250.0, 250.0] | deg | 2.0 | 90.0 | 0.04 | 0.8 | [stimulus_time_interval] | [(40340, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 3504.221484 | 3506.223144 | drifting_gratings_75_repeats | 5.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [14037.96666667, 14037.96666667] | [250.0, 250.0] | deg | 2.0 | 0.0 | 0.04 | 0.8 | [stimulus_time_interval] | [(40341, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 3507.223997 | 3509.225667 | drifting_gratings_75_repeats | 5.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [14037.96666667, 14037.96666667] | [250.0, 250.0] | deg | 2.0 | 135.0 | 0.04 | 0.8 | [stimulus_time_interval] | [(40342, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 596 more row(s).
drifting_gratings_contrast_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'drifting_gratings_contrast' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
stimulus_block
Index of contiguous presentations of one stimulus type
temporal_frequency
Temporal frequency of stimulus
color
No description
mask
Shape of mask applied to stimulus
opacity
Opacity of stimulus
phase
Phase of grating stimulus
size
Size of stimulus (see ‘units’ field for units)
units
Units of stimulus size
stimulus_index
Index of stimulus type
orientation
Orientation of stimulus
spatial_frequency
Spatial frequency of stimulus
contrast
Contrast of stimulus
tags
user-defined tags
timeseries
index into a TimeSeries object
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 | 1636.660934 | 1637.161346 | drifting_gratings_contrast | 2.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [4198.96666667, 4198.96666667] | [250.0, 250.0] | deg | 6.0 | 0.0 | 0.04 | 0.13 | [stimulus_time_interval] | [(3798, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 1637.661757 | 1638.162171 | drifting_gratings_contrast | 2.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [4198.96666667, 4198.96666667] | [250.0, 250.0] | deg | 6.0 | 135.0 | 0.04 | 0.02 | [stimulus_time_interval] | [(3799, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 1638.662584 | 1639.163006 | drifting_gratings_contrast | 2.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [4198.96666667, 4198.96666667] | [250.0, 250.0] | deg | 6.0 | 135.0 | 0.04 | 0.35 | [stimulus_time_interval] | [(3800, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 1639.663427 | 1640.163846 | drifting_gratings_contrast | 2.0 | 2.0 | [1.0, 1.0, 1.0] | None | 1.0 | [4198.96666667, 4198.96666667] | [250.0, 250.0] | deg | 6.0 | 90.0 | 0.04 | 0.02 | [stimulus_time_interval] | [(3801, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 536 more row(s).
flashes_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'flashes' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
stimulus_block
Index of contiguous presentations of one stimulus type
color
No description
mask
Shape of mask applied to stimulus
opacity
Opacity of stimulus
phase
Phase of grating stimulus
size
Size of stimulus (see ‘units’ field for units)
units
Units of stimulus size
stimulus_index
Index of stimulus type
orientation
Orientation of stimulus
spatial_frequency
Spatial frequency of stimulus
contrast
Contrast of stimulus
tags
user-defined tags
timeseries
index into a TimeSeries object
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 | 1276.359894 | 1276.610090 | 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 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 1278.361534 | 1278.611740 | 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 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 1280.363164 | 1280.613382 | 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 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 1282.364904 | 1282.615107 | 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 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 146 more row(s).
gabors_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'gabors' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
stimulus_block
Index of contiguous presentations of one stimulus type
temporal_frequency
Temporal frequency of stimulus
x_position
Horizontal position of stimulus on screen
y_position
Vertical position of stimulus on screen
color
No description
mask
Shape of mask applied to stimulus
opacity
Opacity of stimulus
phase
Phase of grating stimulus
size
Size of stimulus (see ‘units’ field for units)
units
Units of stimulus size
stimulus_index
Index of stimulus type
orientation
Orientation of stimulus
spatial_frequency
Spatial frequency of stimulus
contrast
Contrast of stimulus
tags
user-defined tags
timeseries
index into a TimeSeries object
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 | 75.356384 | 75.589910 | gabors | 0.0 | 4.0 | 20.0 | 30.0 | [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 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 75.589910 | 75.840115 | gabors | 0.0 | 4.0 | 0.0 | -20.0 | [1.0, 1.0, 1.0] | circle | 1.0 | [3644.93333333, 3644.93333333] | [20.0, 20.0] | deg | 0.0 | 45.0 | 0.08 | 0.8 | [stimulus_time_interval] | [(2, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 75.840115 | 76.090321 | 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 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 76.090321 | 76.340527 | 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 | 0.0 | 0.08 | 0.8 | [stimulus_time_interval] | [(4, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 3641 more row(s).
natural_movie_one_more_repeats_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'natural_movie_one_more_repeats' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
stimulus_block
Index of contiguous presentations of one stimulus type
color
No description
opacity
Opacity of stimulus
size
Size of stimulus (see ‘units’ field for units)
units
Units of stimulus size
stimulus_index
Index of stimulus type
orientation
Orientation of stimulus
frame
Frame of movie stimulus
contrast
Contrast of stimulus
tags
user-defined tags
timeseries
index into a TimeSeries object
table
| start_time | stop_time | stimulus_name | stimulus_block | color | opacity | size | units | stimulus_index | orientation | frame | contrast | tags | timeseries | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||
| 0 | 2297.212884 | 2297.246246 | natural_movie_one_more_repeats | 3.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 3.0 | 0.0 | 0.0 | 1.0 | [stimulus_time_interval] | [(4339, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 2297.246246 | 2297.279607 | natural_movie_one_more_repeats | 3.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 3.0 | 0.0 | 1.0 | 1.0 | [stimulus_time_interval] | [(4340, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 2297.279607 | 2297.312968 | natural_movie_one_more_repeats | 3.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 3.0 | 0.0 | 2.0 | 1.0 | [stimulus_time_interval] | [(4341, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 2297.312968 | 2297.346330 | natural_movie_one_more_repeats | 3.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 3.0 | 0.0 | 3.0 | 1.0 | [stimulus_time_interval] | [(4342, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 53996 more row(s).
natural_movie_one_shuffled_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'natural_movie_one_shuffled' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
stimulus_block
Index of contiguous presentations of one stimulus type
color
No description
opacity
Opacity of stimulus
size
Size of stimulus (see ‘units’ field for units)
units
Units of stimulus size
stimulus_index
Index of stimulus type
orientation
Orientation of stimulus
frame
Frame of movie stimulus
contrast
Contrast of stimulus
tags
user-defined tags
timeseries
index into a TimeSeries object
table
| start_time | stop_time | stimulus_name | stimulus_block | color | opacity | size | units | stimulus_index | orientation | frame | contrast | tags | timeseries | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||
| 0 | 3197.965544 | 3197.998907 | natural_movie_one_shuffled | 4.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 4.0 | 0.0 | 0.0 | 1.0 | [stimulus_time_interval] | [(31339, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 3197.998907 | 3198.032269 | natural_movie_one_shuffled | 4.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 4.0 | 0.0 | 1.0 | 1.0 | [stimulus_time_interval] | [(31340, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 3198.032269 | 3198.065631 | natural_movie_one_shuffled | 4.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 4.0 | 0.0 | 2.0 | 1.0 | [stimulus_time_interval] | [(31341, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 3198.065631 | 3198.098994 | natural_movie_one_shuffled | 4.0 | [1.0, 1.0, 1.0] | 1.0 | [1920.0, 1080.0] | pix | 4.0 | 0.0 | 3.0 | 1.0 | [stimulus_time_interval] | [(31342, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 17996 more row(s).
spontaneous_presentations (TimeIntervals)
description: Presentation times and stimuli details for 'spontaneous' stimuli
columns
start_time
Start time of epoch, in seconds
stop_time
Stop time of epoch, in seconds
stimulus_name
Name of stimulus
tags
user-defined tags
timeseries
index into a TimeSeries object
table
| start_time | stop_time | stimulus_name | tags | timeseries | |
|---|---|---|---|---|---|
| id | |||||
| 0 | 15.289644 | 75.356384 | spontaneous | [stimulus_time_interval] | [(0, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 1 | 987.351691 | 1276.359894 | spontaneous | [stimulus_time_interval] | [(3646, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 2 | 1574.859290 | 1636.660934 | spontaneous | [stimulus_time_interval] | [(3797, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
| 3 | 2176.612116 | 2297.212884 | spontaneous | [stimulus_time_interval] | [(4338, 1, timestamps pynwb.base.TimeSeries at 0x140312943133136\nFields:\n comments: no comments\n conversion: 1.0\n data: <HDF5 dataset "data": shape (77436,), type "<f8">\n description: no description\n interval: 1\n offset: 0.0\n resolution: -1.0\n timestamps: <HDF5 dataset "timestamps": shape (77436,), type "<f8">\n timestamps_unit: seconds\n unit: s\n)] |
... and 2 more row(s).
subject (EcephysSpecimen)
age: P133D
genotype: wt/wt
sex: M
species: Mus musculus
subject_id: 744912845
specimen_name: C57BL/6J-412804
age_in_days: 133.0
units (Units)
description:
waveform_unit: volts
columns
amplitude
no description
isolation_distance
no description
velocity_above
no description
quality
no description
cumulative_drift
no description
silhouette_score
no description
nn_hit_rate
no description
waveform_halfwidth
no description
snr
no description
d_prime
no description
recovery_slope
no description
velocity_below
no description
cluster_id
no description
peak_channel_id
no description
firing_rate
no description
local_index
no description
amplitude_cutoff
no description
PT_ratio
no description
isi_violations
no description
repolarization_slope
no description
presence_ratio
no description
nn_miss_rate
no description
waveform_duration
no description
spread
no description
max_drift
no description
l_ratio
no description
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)
table
| amplitude | isolation_distance | velocity_above | quality | cumulative_drift | silhouette_score | nn_hit_rate | waveform_halfwidth | snr | d_prime | recovery_slope | velocity_below | cluster_id | peak_channel_id | firing_rate | local_index | amplitude_cutoff | PT_ratio | isi_violations | repolarization_slope | presence_ratio | nn_miss_rate | waveform_duration | spread | max_drift | l_ratio | spike_times | spike_amplitudes | waveform_mean | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | |||||||||||||||||||||||||||||
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... and 2886 more row(s).
session_id: 766640955
institution: Allen Institute for Brain Science
stimulus_notes: functional_connectivity