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- '''
- This module defines :class:`ChannelIndex`, a container for multiple
- data channels.
- :class:`ChannelIndex` derives from :class:`Container`,
- from :module:`neo.core.container`.
- '''
- import numpy as np
- import quantities as pq
- from neo.core.container import Container
- class ChannelIndex(Container):
- '''
- A container for indexing/grouping data channels.
- Use of :class:`ChannelIndex` is deprecated. Its various uses can be replaced
- by the :class:`Group` and :class:`ChannelView` classes, or by use of
- array annotations.
- This container has several purposes:
- * Grouping all :class:`AnalogSignal`\\s and
- :class:`IrregularlySampledSignal`\\s inside a :class:`Block` across
- :class:`Segment`\\s;
- * Indexing a subset of the channels within an :class:`AnalogSignal` and
- :class:`IrregularlySampledSignal`\\s;
- * Container of :class:`Unit`\\s. Discharges of multiple neurons
- (:class:`Unit`\'s) can be seen on the same channel.
- *Usage 1* providing channel IDs across multiple :class:`Segment`::
- * Recording with 2 electrode arrays across 3 segments
- * Each array has 64 channels and is data is represented in a single
- :class:`AnalogSignal` object per electrode array
- * channel ids range from 0 to 127 with the first half covering
- electrode 0 and second half covering electrode 1
- >>> from neo.core import (Block, Segment, ChannelIndex,
- ... AnalogSignal)
- >>> from quantities import nA, kHz
- >>> import numpy as np
- ...
- >>> # create a Block with 3 Segment and 2 ChannelIndex objects
- >>> blk = Block()
- >>> for ind in range(3):
- ... seg = Segment(name='segment %d' % ind, index=ind)
- ... blk.segments.append(seg)
- ...
- >>> for ind in range(2):
- ... channel_ids=np.arange(64)+ind
- ... chx = ChannelIndex(name='Array probe %d' % ind,
- ... index=np.arange(64),
- ... channel_ids=channel_ids,
- ... channel_names=['Channel %i' % chid
- ... for chid in channel_ids])
- ... blk.channel_indexes.append(chx)
- ...
- >>> # Populate the Block with AnalogSignal objects
- >>> for seg in blk.segments:
- ... for chx in blk.channel_indexes:
- ... a = AnalogSignal(np.random.randn(10000, 64)*nA,
- ... sampling_rate=10*kHz)
- ... # link AnalogSignal and ID providing channel_index
- ... a.channel_index = chx
- ... chx.analogsignals.append(a)
- ... seg.analogsignals.append(a)
- *Usage 2* grouping channels::
- * Recording with a single probe with 8 channels, 4 of which belong to a
- Tetrode
- * Global channel IDs range from 0 to 8
- * An additional ChannelIndex is used to group subset of Tetrode channels
- >>> from neo.core import Block, ChannelIndex
- >>> import numpy as np
- >>> from quantities import mV, kHz
- ...
- >>> # Create a Block
- >>> blk = Block()
- >>> blk.segments.append(Segment())
- ...
- >>> # Create a signal with 8 channels and a ChannelIndex handling the
- >>> # channel IDs (see usage case 1)
- >>> sig = AnalogSignal(np.random.randn(1000, 8)*mV, sampling_rate=10*kHz)
- >>> chx = ChannelIndex(name='Probe 0', index=range(8),
- ... channel_ids=range(8),
- ... channel_names=['Channel %i' % chid
- ... for chid in range(8)])
- >>> chx.analogsignals.append(sig)
- >>> sig.channel_index=chx
- >>> blk.segments[0].analogsignals.append(sig)
- ...
- >>> # Create a new ChannelIndex which groups four channels from the
- >>> # analogsignal and provides a second ID scheme
- >>> chx = ChannelIndex(name='Tetrode 0',
- ... channel_names=np.array(['Tetrode ch1',
- ... 'Tetrode ch4',
- ... 'Tetrode ch6',
- ... 'Tetrode ch7']),
- ... index=np.array([0, 3, 5, 6]))
- >>> # Attach the ChannelIndex to the the Block,
- >>> # but not the to the AnalogSignal, since sig.channel_index is
- >>> # already linked to the global ChannelIndex of Probe 0 created above
- >>> chx.analogsignals.append(sig)
- >>> blk.channel_indexes.append(chx)
- *Usage 3* dealing with :class:`Unit` objects::
- * Group 5 unit objects in a single :class:`ChannelIndex` object
- >>> from neo.core import Block, ChannelIndex, Unit
- ...
- >>> # Create a Block
- >>> blk = Block()
- ...
- >>> # Create a new ChannelIndex and add it to the Block
- >>> chx = ChannelIndex(index=None, name='octotrode A')
- >>> blk.channel_indexes.append(chx)
- ...
- >>> # create several Unit objects and add them to the
- >>> # ChannelIndex
- >>> for ind in range(5):
- ... unit = Unit(name = 'unit %d' % ind,
- ... description='after a long and hard spike sorting')
- ... chx.units.append(unit)
- *Required attributes/properties*:
- :index: (numpy.array 1D dtype='i')
- Index of each channel in the attached signals (AnalogSignals and
- IrregularlySampledSignals). The order of the channel IDs needs to
- be consistent across attached signals.
- *Recommended attributes/properties*:
- :name: (str) A label for the dataset.
- :description: (str) Text description.
- :file_origin: (str) Filesystem path or URL of the original data file.
- :channel_names: (numpy.array 1D dtype='S')
- Names for each recording channel.
- :channel_ids: (numpy.array 1D dtype='int')
- IDs of the corresponding channels referenced by 'index'.
- :coordinates: (quantity array 2D (x, y, z))
- Physical or logical coordinates of all channels.
- Note: Any other additional arguments are assumed to be user-specific
- metadata and stored in :attr:`annotations`.
- *Container of*:
- :class:`AnalogSignal`
- :class:`IrregularlySampledSignal`
- :class:`Unit`
- '''
- _container_child_objects = ('Unit',)
- _data_child_objects = ('AnalogSignal', 'IrregularlySampledSignal')
- _single_parent_objects = ('Block',)
- _necessary_attrs = (('index', np.ndarray, 1, np.dtype('i')),)
- _recommended_attrs = ((('channel_names', np.ndarray, 1, np.dtype('U')),
- ('channel_ids', np.ndarray, 1, np.dtype('i')),
- ('coordinates', pq.Quantity, 2)) +
- Container._recommended_attrs)
- def __init__(self, index, channel_names=None, channel_ids=None,
- name=None, description=None, file_origin=None,
- coordinates=None, **annotations):
- '''
- Initialize a new :class:`ChannelIndex` instance.
- '''
- # Inherited initialization
- # Sets universally recommended attributes, and places all others
- # in annotations
- super().__init__(name=name,
- description=description,
- file_origin=file_origin,
- **annotations)
- # Defaults
- if channel_names is None:
- channel_names = np.array([], dtype='U')
- if channel_ids is None:
- channel_ids = np.array([], dtype='i')
- # Store recommended attributes
- self.channel_names = np.array(channel_names)
- self.channel_ids = np.array(channel_ids)
- self.index = np.array(index)
- self.coordinates = coordinates
- def __getitem__(self, i):
- '''
- Get the item or slice :attr:`i`.
- '''
- index = self.index.__getitem__(i)
- if self.channel_names.size > 0:
- channel_names = self.channel_names[index]
- if not channel_names.shape:
- channel_names = [channel_names]
- else:
- channel_names = None
- if self.channel_ids.size > 0:
- channel_ids = self.channel_ids[index]
- if not channel_ids.shape:
- channel_ids = [channel_ids]
- else:
- channel_ids = None
- obj = ChannelIndex(index=np.arange(index.size),
- channel_names=channel_names,
- channel_ids=channel_ids)
- obj.block = self.block
- obj.analogsignals = self.analogsignals
- obj.irregularlysampledsignals = self.irregularlysampledsignals
- # we do not copy the list of units, since these are related to
- # the entire set of channels in the parent ChannelIndex
- return obj
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