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[WIP] Add changes to facilitate lookup of SpikeEventSeries from Units table
- add link from SpikeEventSeries to UnitSeries
- add DEPRECATED to doc for ClusterWaveforms
- add link from ElectrodeGroup to SpikeEventSeries
- add UnitSeries object to misc, which includes optional link to Units table
- Remove DecompositionSeries from LFP (It never worked anyway)
- Allow for 3D data in ElectricalSeries to handle SpikeEventSeries
- add get_spike_waveforms as method of Units table
Motivation
Now we can pull waveforms for specific spike events in the units table.
How to test the behavior?
import numpy as np
import pynwb
from datetime import datetime
from dateutil import tz
from pynwb.ecephys import SpikeEventSeries
from pynwb.misc import UnitSeries
dataset_zero_time = datetime(2006, 1, 2, 12, 0, 0, tzinfo=tz.gettz('US/Pacific'))
file_create_date = datetime.now(tz.tzlocal())
data_dir = 'path/to/nwb/files'
nwb_filename = 'test.nwb'
nwb = pynwb.NWBFile(session_description='no session description',
identifier='no identifier',
session_start_time=dataset_zero_time)
ecephys_mod = nwb.create_processing_module('ecephys', 'stores ecephys data')
unit_series = UnitSeries('UnitSeries0', data=np.array([0, 0, 1, 0, 1], dtype=int),
timestamps=np.linspace(10, 50, 5))
implant = nwb.create_device('implant')
shank0 = nwb.create_electrode_group('shank0', 'shank 0 (0-indexed)', location='unknown', device=implant)
for i in range(5):
nwb.add_electrode(np.nan, np.nan, np.nan, np.nan, 'unknown', 'unknown', shank0)
electrode_table_region = nwb.create_electrode_table_region(np.arange(5), 'shank0 electrodes')
spike_event_series0 = SpikeEventSeries('SpikeEventSeries0', np.arange(5*5*30).reshape(5, 5, 30),
np.linspace(10, 50, 5), unit_series=unit_series,
electrodes=electrode_table_region)
ecephys_mod.add_data_interface(spike_event_series0)
shank0.spike_event_series = spike_event_series0
nwb.add_unit(spike_times=[1., 2., 3.], electrode_group=shank0)
nwb.add_unit(spike_times=[1.5, 2.5], electrode_group=shank0)
###
def get_spike_waveforms(units, row, spike_number=None):
ses = units['electrode_group'].data[row].spike_event_series
if spike_number is None:
return ses.data[ses.unit_series.data == row, ...]
else:
inds = np.where(ses.unit_series.data == row)[0]
return ses.data[inds[spike_number], ...]
Checklist
- [x] Have you checked our Contributing document?
- [x] Have you ensured the PR description clearly describes problem and the solution?
- [x] Is your contribution compliant with our coding style ? This can be checked running
flake8
from the source directory. - [x] Have you checked to ensure that there aren't other open Pull Requests for the same change?
- [x] Have you included the relevant issue number using
#XXX
notation whereXXX
is the issue number ?
fix https://github.com/NeurodataWithoutBorders/nwb-schema/issues/248
@ajtritt can you help? I am getting this error and I don't know what's going wrong
import numpy as np
import pynwb
from datetime import datetime
from dateutil import tz
from pynwb.ecephys import SpikeEventSeries
from pynwb.misc import UnitSeries
dataset_zero_time = datetime(2006, 1, 2, 12, 0, 0, tzinfo=tz.gettz('US/Pacific'))
file_create_date = datetime.now(tz.tzlocal())
data_dir = 'path/to/nwb/files'
nwb_filename = 'test.nwb'
nwb = pynwb.NWBFile(session_description='no session description',
identifier='no identifier',
session_start_time=dataset_zero_time)
unit_series = UnitSeries('UnitSeries0', data=np.array([0, 0, 1, 0, 1], dtype=int),
timestamps=np.linspace(10, 50, 5))
implant = nwb.create_device('implant')
shank0 = nwb.create_electrode_group('shank0', 'shank 0 (0-indexed)', location='unknown', device=implant)
for i in range(5):
nwb.add_electrode(np.nan, np.nan, np.nan, np.nan, 'unknown', 'unknown', shank0)
electrode_table_region = nwb.create_electrode_table_region(np.arange(5), 'shank0 electrodes')
spike_event_series0 = SpikeEventSeries('SpikeEventSeries0', np.arange(5*5*30).reshape(5, 5, 30),
np.linspace(10, 50, 5), unit_series=unit_series,
electrodes=electrode_table_region)
ecephys_mod = nwb.create_processing_module('ecephys', 'stores ecephys data')
ecephys_mod.add_data_interface(spike_event_series0)
shank0.spike_event_series = spike_event_series0
nwb.add_unit(spike_times=[1., 2., 3.], electrode_group=shank0)
nwb.add_unit(spike_times=[1.5, 2.5], electrode_group=shank0)
with pynwb.NWBHDF5IO('test_ses.nwb', 'w') as io:
io.write(nwb)
Traceback (most recent call last):
File "/Users/bendichter/dev/pynwb/test_spike_event_times.py", line 44, in <module>
io.write(nwb)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/backends/hdf5/h5tools.py", line 195, in write
call_docval_func(super(HDF5IO, self).write, kwargs)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 274, in call_docval_func
return func(*fargs, **fkwargs)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/backends/io.py", line 39, in write
f_builder = self.__manager.build(container, source=self.__source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 159, in build
result = self.__type_map.build(container, self, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1536, in build
builder = attr_map.build(container, manager, builder=builder, source=getargs('source', kwargs))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 751, in build
self.__add_groups(builder, self.__spec.groups, container, manager, source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 956, in __add_groups
self.__add_groups(sub_builder, spec.groups, container, build_manager, source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 972, in __add_groups
self.__add_containers(builder, spec, attr_value, build_manager, source, container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1015, in __add_containers
self.__add_containers(builder, spec, container, build_manager, source, parent_container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 982, in __add_containers
rendered_obj = build_manager.build(value, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 159, in build
result = self.__type_map.build(container, self, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1536, in build
builder = attr_map.build(container, manager, builder=builder, source=getargs('source', kwargs))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 751, in build
self.__add_groups(builder, self.__spec.groups, container, manager, source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 972, in __add_groups
self.__add_containers(builder, spec, attr_value, build_manager, source, container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1015, in __add_containers
self.__add_containers(builder, spec, container, build_manager, source, parent_container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 982, in __add_containers
rendered_obj = build_manager.build(value, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 159, in build
result = self.__type_map.build(container, self, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1536, in build
builder = attr_map.build(container, manager, builder=builder, source=getargs('source', kwargs))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 750, in build
self.__add_datasets(builder, self.__spec.datasets, container, manager, source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 931, in __add_datasets
self.__add_containers(builder, spec, attr_value, build_manager, source, container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 982, in __add_containers
rendered_obj = build_manager.build(value, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 159, in build
result = self.__type_map.build(container, self, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1536, in build
builder = attr_map.build(container, manager, builder=builder, source=getargs('source', kwargs))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 794, in build
self.__add_attributes(builder, self.__spec.attributes, container, manager, source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 866, in __add_attributes
target_builder = build_manager.build(attr_value, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 159, in build
result = self.__type_map.build(container, self, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1536, in build
builder = attr_map.build(container, manager, builder=builder, source=getargs('source', kwargs))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 750, in build
self.__add_datasets(builder, self.__spec.datasets, container, manager, source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 931, in __add_datasets
self.__add_containers(builder, spec, attr_value, build_manager, source, container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1015, in __add_containers
self.__add_containers(builder, spec, container, build_manager, source, parent_container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 982, in __add_containers
rendered_obj = build_manager.build(value, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 159, in build
result = self.__type_map.build(container, self, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1536, in build
builder = attr_map.build(container, manager, builder=builder, source=getargs('source', kwargs))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 784, in build
bldr_data.append(ReferenceBuilder(manager.build(d)))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 159, in build
result = self.__type_map.build(container, self, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 1536, in build
builder = attr_map.build(container, manager, builder=builder, source=getargs('source', kwargs))
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 752, in build
self.__add_links(builder, self.__spec.links, container, manager, source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 891, in __add_links
self.__add_containers(builder, spec, attr_value, build_manager, source, container)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 982, in __add_containers
rendered_obj = build_manager.build(value, source=source)
File "/Users/bendichter/dev/pynwb/src/pynwb/form/utils.py", line 381, in func_call
return func(self, **parsed['args'])
File "/Users/bendichter/dev/pynwb/src/pynwb/form/build/map.py", line 158, in build
raise ValueError("Can't change container_source once set")
ValueError: Can't change container_source once set
I'm breaking this into smaller commits
is it really still WiP @bendichter or might want to be closed (or converted to draft at least)?
The approach we were moving towards (and I believe is even currently possible though not ideal) is to add the waveforms for each spike of a unit as a doubly indexed (index=2
syntax) column to the Units table, which facilitates that lookup