Ejemplo n.º 1
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    def test__children(self):
        params = {'test2': 'y1', 'test3': True}
        epc = Epoch([1.1, 1.5, 1.7] * pq.ms, durations=[20, 40, 60] * pq.ns,
                    labels=np.array(['test epoch 1', 'test epoch 2', 'test epoch 3'], dtype='S'),
                    name='test', description='tester', file_origin='test.file', test1=1, **params)
        epc.annotate(test1=1.1, test0=[1, 2])
        assert_neo_object_is_compliant(epc)

        segment = Segment(name='seg1')
        segment.epochs = [epc]
        segment.create_many_to_one_relationship()

        self.assertEqual(epc._single_parent_objects, ('Segment',))
        self.assertEqual(epc._multi_parent_objects, ())

        self.assertEqual(epc._single_parent_containers, ('segment',))
        self.assertEqual(epc._multi_parent_containers, ())

        self.assertEqual(epc._parent_objects, ('Segment',))
        self.assertEqual(epc._parent_containers, ('segment',))

        self.assertEqual(len(epc.parents), 1)
        self.assertEqual(epc.parents[0].name, 'seg1')

        assert_neo_object_is_compliant(epc)
Ejemplo n.º 2
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    def test__children(self):
        params = {'test2': 'y1', 'test3': True}
        epc = Epoch([1.1, 1.5, 1.7]*pq.ms, durations=[20, 40, 60]*pq.ns,
                    labels=np.array(['test epoch 1',
                                     'test epoch 2',
                                     'test epoch 3'], dtype='S'),
                    name='test', description='tester',
                    file_origin='test.file',
                    test1=1, **params)
        epc.annotate(test1=1.1, test0=[1, 2])
        assert_neo_object_is_compliant(epc)

        segment = Segment(name='seg1')
        segment.epochs = [epc]
        segment.create_many_to_one_relationship()

        self.assertEqual(epc._single_parent_objects, ('Segment',))
        self.assertEqual(epc._multi_parent_objects, ())

        self.assertEqual(epc._single_parent_containers, ('segment',))
        self.assertEqual(epc._multi_parent_containers, ())

        self.assertEqual(epc._parent_objects, ('Segment',))
        self.assertEqual(epc._parent_containers, ('segment',))

        self.assertEqual(len(epc.parents), 1)
        self.assertEqual(epc.parents[0].name, 'seg1')

        assert_neo_object_is_compliant(epc)
Ejemplo n.º 3
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    def test__get_epochs(self):
        a = Epoch([0.5, 10.0, 25.2] * pq.s, durations=[5.1, 4.8, 5.0] * pq.s)
        a.annotate(epoch_type='a', pick='me')
        a.array_annotate(trial_id=[1, 2, 3])

        b = Epoch([5.5, 14.9, 30.1] * pq.s, durations=[4.7, 4.9, 5.2] * pq.s)
        b.annotate(epoch_type='b')
        b.array_annotate(trial_id=[1, 2, 3])

        proxy_epoch = EpochProxy(rawio=self.reader,
                                 event_channel_index=1,
                                 block_index=0,
                                 seg_index=0)

        proxy_epoch.annotate(epoch_type='a')

        seg = Segment()
        seg.epochs = [a, b, proxy_epoch]

        # test getting multiple epochs including a proxy
        extracted_epochs = get_epochs(seg, epoch_type='a')

        self.assertEqual(len(extracted_epochs), 2)

        # make sure the epoch is loaded and a neo.Epoch object is returned
        self.assertTrue(isinstance(extracted_epochs[0], Epoch))
        self.assertTrue(isinstance(extracted_epochs[1], Epoch))
Ejemplo n.º 4
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def prune_segment(segment: Segment) -> None:
    segment.analogsignals = [a for a in segment.analogsignals if "type_id" in a.annotations]
    segment.epochs = [ep for ep in segment.epochs if "type_id" in ep.annotations]
    segment.events = [ev for ev in segment.events if "type_id" in ev.annotations]
    segment.irregularlysampledsignals = [i for i in segment.irregularlysampledsignals if "type_id" in i.annotations]
    segment.spiketrains = [st for st in segment.spiketrains if "type_id" in st.annotations]
    segment.imagesequences = [i for i in segment.imagesequences if "type_id" in i.annotations]
Ejemplo n.º 5
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    def _read_segment(self, node, parent):
        attributes = self._get_standard_attributes(node)
        segment = Segment(**attributes)

        signals = []
        for name, child_node in node['analogsignals'].items():
            if "AnalogSignal" in name:
                signals.append(self._read_analogsignal(child_node, parent=segment))
        if signals and self.merge_singles:
            segment.unmerged_analogsignals = signals  # signals will be merged later
            signals = []
        for name, child_node in node['analogsignalarrays'].items():
            if "AnalogSignalArray" in name:
                signals.append(self._read_analogsignalarray(child_node, parent=segment))
        segment.analogsignals = signals

        irr_signals = []
        for name, child_node in node['irregularlysampledsignals'].items():
            if "IrregularlySampledSignal" in name:
                irr_signals.append(self._read_irregularlysampledsignal(child_node, parent=segment))
        if irr_signals and self.merge_singles:
            segment.unmerged_irregularlysampledsignals = irr_signals
            irr_signals = []
        segment.irregularlysampledsignals = irr_signals

        epochs = []
        for name, child_node in node['epochs'].items():
            if "Epoch" in name:
                epochs.append(self._read_epoch(child_node, parent=segment))
        if self.merge_singles:
            epochs = self._merge_data_objects(epochs)
        for name, child_node in node['epocharrays'].items():
            if "EpochArray" in name:
                epochs.append(self._read_epocharray(child_node, parent=segment))
        segment.epochs = epochs

        events = []
        for name, child_node in node['events'].items():
            if "Event" in name:
                events.append(self._read_event(child_node, parent=segment))
        if self.merge_singles:
            events = self._merge_data_objects(events)
        for name, child_node in node['eventarrays'].items():
            if "EventArray" in name:
                events.append(self._read_eventarray(child_node, parent=segment))
        segment.events = events

        spiketrains = []
        for name, child_node in node['spikes'].items():
            raise NotImplementedError('Spike objects not yet handled.')
        for name, child_node in node['spiketrains'].items():
            if "SpikeTrain" in name:
                spiketrains.append(self._read_spiketrain(child_node, parent=segment))
        segment.spiketrains = spiketrains

        segment.block = parent
        return segment
Ejemplo n.º 6
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    def _read_segment(self, node, parent):
        attributes = self._get_standard_attributes(node)
        segment = Segment(**attributes)

        signals = []
        for name, child_node in node['analogsignals'].items():
            if "AnalogSignal" in name:
                signals.append(self._read_analogsignal(child_node, parent=segment))
        if signals and self.merge_singles:
            segment.unmerged_analogsignals = signals  # signals will be merged later
            signals = []
        for name, child_node in node['analogsignalarrays'].items():
            if "AnalogSignalArray" in name:
                signals.append(self._read_analogsignalarray(child_node, parent=segment))
        segment.analogsignals = signals

        irr_signals = []
        for name, child_node in node['irregularlysampledsignals'].items():
            if "IrregularlySampledSignal" in name:
                irr_signals.append(self._read_irregularlysampledsignal(child_node, parent=segment))
        if irr_signals and self.merge_singles:
            segment.unmerged_irregularlysampledsignals = irr_signals
            irr_signals = []
        segment.irregularlysampledsignals = irr_signals

        epochs = []
        for name, child_node in node['epochs'].items():
            if "Epoch" in name:
                epochs.append(self._read_epoch(child_node, parent=segment))
        if self.merge_singles:
            epochs = self._merge_data_objects(epochs)
        for name, child_node in node['epocharrays'].items():
            if "EpochArray" in name:
                epochs.append(self._read_epocharray(child_node, parent=segment))
        segment.epochs = epochs

        events = []
        for name, child_node in node['events'].items():
            if "Event" in name:
                events.append(self._read_event(child_node, parent=segment))
        if self.merge_singles:
            events = self._merge_data_objects(events)
        for name, child_node in node['eventarrays'].items():
            if "EventArray" in name:
                events.append(self._read_eventarray(child_node, parent=segment))
        segment.events = events

        spiketrains = []
        for name, child_node in node['spikes'].items():
            raise NotImplementedError('Spike objects not yet handled.')
        for name, child_node in node['spiketrains'].items():
            if "SpikeTrain" in name:
                spiketrains.append(self._read_spiketrain(child_node, parent=segment))
        segment.spiketrains = spiketrains

        segment.block = parent
        return segment
Ejemplo n.º 7
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    def test__children(self):
        params = {'testarg2': 'yes', 'testarg3': True}
        epc = Epoch(1.5 * pq.ms,
                    duration=20 * pq.ns,
                    label='test epoch',
                    name='test',
                    description='tester',
                    file_origin='test.file',
                    testarg1=1,
                    **params)
        epc.annotate(testarg1=1.1, testarg0=[1, 2, 3])
        assert_neo_object_is_compliant(epc)

        segment = Segment(name='seg1')
        segment.epochs = [epc]
        segment.create_many_to_one_relationship()

        self.assertEqual(epc._container_child_objects, ())
        self.assertEqual(epc._data_child_objects, ())
        self.assertEqual(epc._single_parent_objects, ('Segment', ))
        self.assertEqual(epc._multi_child_objects, ())
        self.assertEqual(epc._multi_parent_objects, ())
        self.assertEqual(epc._child_properties, ())

        self.assertEqual(epc._single_child_objects, ())

        self.assertEqual(epc._container_child_containers, ())
        self.assertEqual(epc._data_child_containers, ())
        self.assertEqual(epc._single_child_containers, ())
        self.assertEqual(epc._single_parent_containers, ('segment', ))
        self.assertEqual(epc._multi_child_containers, ())
        self.assertEqual(epc._multi_parent_containers, ())

        self.assertEqual(epc._child_objects, ())
        self.assertEqual(epc._child_containers, ())
        self.assertEqual(epc._parent_objects, ('Segment', ))
        self.assertEqual(epc._parent_containers, ('segment', ))

        self.assertEqual(epc.children, ())
        self.assertEqual(len(epc.parents), 1)
        self.assertEqual(epc.parents[0].name, 'seg1')

        epc.create_many_to_one_relationship()
        epc.create_many_to_many_relationship()
        epc.create_relationship()
        assert_neo_object_is_compliant(epc)
Ejemplo n.º 8
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    def test__children(self):
        params = {'testarg2': 'yes', 'testarg3': True}
        epc = Epoch(1.5*pq.ms, duration=20*pq.ns,
                    label='test epoch', name='test', description='tester',
                    file_origin='test.file',
                    testarg1=1, **params)
        epc.annotate(testarg1=1.1, testarg0=[1, 2, 3])
        assert_neo_object_is_compliant(epc)

        segment = Segment(name='seg1')
        segment.epochs = [epc]
        segment.create_many_to_one_relationship()

        self.assertEqual(epc._container_child_objects, ())
        self.assertEqual(epc._data_child_objects, ())
        self.assertEqual(epc._single_parent_objects, ('Segment',))
        self.assertEqual(epc._multi_child_objects, ())
        self.assertEqual(epc._multi_parent_objects, ())
        self.assertEqual(epc._child_properties, ())

        self.assertEqual(epc._single_child_objects, ())

        self.assertEqual(epc._container_child_containers, ())
        self.assertEqual(epc._data_child_containers, ())
        self.assertEqual(epc._single_child_containers, ())
        self.assertEqual(epc._single_parent_containers, ('segment',))
        self.assertEqual(epc._multi_child_containers, ())
        self.assertEqual(epc._multi_parent_containers, ())

        self.assertEqual(epc._child_objects, ())
        self.assertEqual(epc._child_containers, ())
        self.assertEqual(epc._parent_objects, ('Segment',))
        self.assertEqual(epc._parent_containers, ('segment',))

        self.assertEqual(epc.children, ())
        self.assertEqual(len(epc.parents), 1)
        self.assertEqual(epc.parents[0].name, 'seg1')

        epc.create_many_to_one_relationship()
        epc.create_many_to_many_relationship()
        epc.create_relationship()
        assert_neo_object_is_compliant(epc)
Ejemplo n.º 9
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    def test__cut_block_by_epochs(self):
        seg = Segment()

        proxy_anasig = AnalogSignalProxy(rawio=self.reader,
                                         global_channel_indexes=None,
                                         block_index=0,
                                         seg_index=0)
        seg.analogsignals.append(proxy_anasig)

        proxy_st = SpikeTrainProxy(rawio=self.reader,
                                   unit_index=0,
                                   block_index=0,
                                   seg_index=0)
        seg.spiketrains.append(proxy_st)

        proxy_event = EventProxy(rawio=self.reader,
                                 event_channel_index=0,
                                 block_index=0,
                                 seg_index=0)
        seg.events.append(proxy_event)

        proxy_epoch = EpochProxy(rawio=self.reader,
                                 event_channel_index=1,
                                 block_index=0,
                                 seg_index=0)
        proxy_epoch.annotate(pick='me')
        seg.epochs.append(proxy_epoch)

        loaded_epoch = proxy_epoch.load()
        loaded_event = proxy_event.load()
        loaded_st = proxy_st.load()
        loaded_anasig = proxy_anasig.load()

        block = Block()
        block.segments = [seg]
        block.create_many_to_one_relationship()

        cut_block_by_epochs(block, properties={'pick': 'me'})

        assert_neo_object_is_compliant(block)
        self.assertEqual(len(block.segments), proxy_epoch.shape[0])

        for epoch_idx in range(len(loaded_epoch)):
            sliced_event = loaded_event.time_slice(
                t_start=loaded_epoch.times[epoch_idx],
                t_stop=loaded_epoch.times[epoch_idx] +
                loaded_epoch.durations[epoch_idx])
            has_event = len(sliced_event) > 0

            sliced_anasig = loaded_anasig.time_slice(
                t_start=loaded_epoch.times[epoch_idx],
                t_stop=loaded_epoch.times[epoch_idx] +
                loaded_epoch.durations[epoch_idx])

            sliced_st = loaded_st.time_slice(
                t_start=loaded_epoch.times[epoch_idx],
                t_stop=loaded_epoch.times[epoch_idx] +
                loaded_epoch.durations[epoch_idx])

            self.assertEqual(len(block.segments[epoch_idx].events),
                             int(has_event))
            self.assertEqual(len(block.segments[epoch_idx].spiketrains), 1)
            self.assertEqual(len(block.segments[epoch_idx].analogsignals), 1)

            self.assertTrue(
                isinstance(block.segments[epoch_idx].spiketrains[0],
                           SpikeTrain))
            assert_same_attributes(block.segments[epoch_idx].spiketrains[0],
                                   sliced_st)

            self.assertTrue(
                isinstance(block.segments[epoch_idx].analogsignals[0],
                           AnalogSignal))
            assert_same_attributes(block.segments[epoch_idx].analogsignals[0],
                                   sliced_anasig)

            if has_event:
                self.assertTrue(
                    isinstance(block.segments[epoch_idx].events[0], Event))
                assert_same_attributes(block.segments[epoch_idx].events[0],
                                       sliced_event)

        block2 = Block()
        seg2 = Segment()
        epoch = Epoch(np.arange(10) * pq.s, durations=np.ones((10)) * pq.s)
        epoch.annotate(pick='me instead')
        seg2.epochs = [proxy_epoch, epoch]
        block2.segments = [seg2]
        block2.create_many_to_one_relationship()

        # test correct loading and slicing of EpochProxy objects
        # (not tested above since we used the EpochProxy to cut the block)

        cut_block_by_epochs(block2, properties={'pick': 'me instead'})

        for epoch_idx in range(len(epoch)):
            sliced_epoch = loaded_epoch.time_slice(
                t_start=epoch.times[epoch_idx],
                t_stop=epoch.times[epoch_idx] + epoch.durations[epoch_idx])
            has_epoch = len(sliced_epoch) > 0

            if has_epoch:
                self.assertTrue(
                    isinstance(block2.segments[epoch_idx].epochs[0], Epoch))
                assert_same_attributes(block2.segments[epoch_idx].epochs[0],
                                       sliced_epoch)
Ejemplo n.º 10
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    def test__cut_block_by_epochs(self):
        epoch = Epoch([0.5, 10.0, 25.2] * pq.s,
                      durations=[5.1, 4.8, 5.0] * pq.s,
                      t_start=.1 * pq.s)
        epoch.annotate(epoch_type='a', pick='me')
        epoch.array_annotate(trial_id=[1, 2, 3])

        epoch2 = Epoch([0.6, 9.5, 16.8, 34.1] * pq.s,
                       durations=[4.5, 4.8, 5.0, 5.0] * pq.s,
                       t_start=.1 * pq.s)
        epoch2.annotate(epoch_type='b')
        epoch2.array_annotate(trial_id=[1, 2, 3, 4])

        event = Event(times=[0.5, 10.0, 25.2] * pq.s, t_start=.1 * pq.s)
        event.annotate(event_type='trial start')
        event.array_annotate(trial_id=[1, 2, 3])

        anasig = AnalogSignal(np.arange(50.0) * pq.mV,
                              t_start=.1 * pq.s,
                              sampling_rate=1.0 * pq.Hz)
        irrsig = IrregularlySampledSignal(signal=np.arange(50.0) * pq.mV,
                                          times=anasig.times,
                                          t_start=.1 * pq.s)
        st = SpikeTrain(
            np.arange(0.5, 50, 7) * pq.s,
            t_start=.1 * pq.s,
            t_stop=50.0 * pq.s,
            waveforms=np.array(
                [[[0., 1.], [0.1, 1.1]], [[2., 3.], [2.1, 3.1]],
                 [[4., 5.], [4.1, 5.1]], [[6., 7.], [6.1, 7.1]],
                 [[8., 9.], [8.1, 9.1]], [[12., 13.], [12.1, 13.1]],
                 [[14., 15.], [14.1, 15.1]], [[16., 17.], [16.1, 17.1]]]) *
            pq.mV,
            array_annotations={'spikenum': np.arange(1, 9)})

        seg = Segment()
        seg2 = Segment(name='NoCut')
        seg.epochs = [epoch, epoch2]
        seg.events = [event]
        seg.analogsignals = [anasig]
        seg.irregularlysampledsignals = [irrsig]
        seg.spiketrains = [st]

        block = Block()
        block.segments = [seg, seg2]
        block.create_many_to_one_relationship()

        # test without resetting the time
        cut_block_by_epochs(block, properties={'pick': 'me'})

        assert_neo_object_is_compliant(block)
        self.assertEqual(len(block.segments), 3)

        for epoch_idx in range(len(epoch)):
            self.assertEqual(len(block.segments[epoch_idx].events), 1)
            self.assertEqual(len(block.segments[epoch_idx].spiketrains), 1)
            self.assertEqual(len(block.segments[epoch_idx].analogsignals), 1)
            self.assertEqual(
                len(block.segments[epoch_idx].irregularlysampledsignals), 1)

            if epoch_idx != 0:
                self.assertEqual(len(block.segments[epoch_idx].epochs), 1)
            else:
                self.assertEqual(len(block.segments[epoch_idx].epochs), 2)

            assert_same_attributes(
                block.segments[epoch_idx].spiketrains[0],
                st.time_slice(t_start=epoch.times[epoch_idx],
                              t_stop=epoch.times[epoch_idx] +
                              epoch.durations[epoch_idx]))
            assert_same_attributes(
                block.segments[epoch_idx].analogsignals[0],
                anasig.time_slice(t_start=epoch.times[epoch_idx],
                                  t_stop=epoch.times[epoch_idx] +
                                  epoch.durations[epoch_idx]))
            assert_same_attributes(
                block.segments[epoch_idx].irregularlysampledsignals[0],
                irrsig.time_slice(t_start=epoch.times[epoch_idx],
                                  t_stop=epoch.times[epoch_idx] +
                                  epoch.durations[epoch_idx]))
            assert_same_attributes(
                block.segments[epoch_idx].events[0],
                event.time_slice(t_start=epoch.times[epoch_idx],
                                 t_stop=epoch.times[epoch_idx] +
                                 epoch.durations[epoch_idx]))
        assert_same_attributes(
            block.segments[0].epochs[0],
            epoch.time_slice(t_start=epoch.times[0],
                             t_stop=epoch.times[0] + epoch.durations[0]))
        assert_same_attributes(
            block.segments[0].epochs[1],
            epoch2.time_slice(t_start=epoch.times[0],
                              t_stop=epoch.times[0] + epoch.durations[0]))

        seg = Segment()
        seg2 = Segment(name='NoCut')
        seg.epochs = [epoch, epoch2]
        seg.events = [event]
        seg.analogsignals = [anasig]
        seg.irregularlysampledsignals = [irrsig]
        seg.spiketrains = [st]

        block = Block()
        block.segments = [seg, seg2]
        block.create_many_to_one_relationship()

        # test with resetting the time
        cut_block_by_epochs(block, properties={'pick': 'me'}, reset_time=True)

        assert_neo_object_is_compliant(block)
        self.assertEqual(len(block.segments), 3)

        for epoch_idx in range(len(epoch)):
            self.assertEqual(len(block.segments[epoch_idx].events), 1)
            self.assertEqual(len(block.segments[epoch_idx].spiketrains), 1)
            self.assertEqual(len(block.segments[epoch_idx].analogsignals), 1)
            self.assertEqual(
                len(block.segments[epoch_idx].irregularlysampledsignals), 1)
            if epoch_idx != 0:
                self.assertEqual(len(block.segments[epoch_idx].epochs), 1)
            else:
                self.assertEqual(len(block.segments[epoch_idx].epochs), 2)

            assert_same_attributes(
                block.segments[epoch_idx].spiketrains[0],
                st.time_shift(-epoch.times[epoch_idx]).time_slice(
                    t_start=0 * pq.s, t_stop=epoch.durations[epoch_idx]))

            anasig_target = anasig.time_shift(-epoch.times[epoch_idx])
            anasig_target = anasig_target.time_slice(
                t_start=0 * pq.s, t_stop=epoch.durations[epoch_idx])
            assert_same_attributes(block.segments[epoch_idx].analogsignals[0],
                                   anasig_target)
            irrsig_target = irrsig.time_shift(-epoch.times[epoch_idx])
            irrsig_target = irrsig_target.time_slice(
                t_start=0 * pq.s, t_stop=epoch.durations[epoch_idx])
            assert_same_attributes(
                block.segments[epoch_idx].irregularlysampledsignals[0],
                irrsig_target)
            assert_same_attributes(
                block.segments[epoch_idx].events[0],
                event.time_shift(-epoch.times[epoch_idx]).time_slice(
                    t_start=0 * pq.s, t_stop=epoch.durations[epoch_idx]))

        assert_same_attributes(
            block.segments[0].epochs[0],
            epoch.time_shift(-epoch.times[0]).time_slice(
                t_start=0 * pq.s, t_stop=epoch.durations[0]))
        assert_same_attributes(
            block.segments[0].epochs[1],
            epoch2.time_shift(-epoch.times[0]).time_slice(
                t_start=0 * pq.s, t_stop=epoch.durations[0]))
Ejemplo n.º 11
0
    def test__get_epochs(self):
        a_1 = Epoch([0.5, 10.0, 25.2] * pq.s, durations=[5.1, 4.8, 5.0] * pq.s)
        a_1.annotate(epoch_type='a', pick='me')
        a_1.array_annotate(trial_id=[1, 2, 3])

        b_1 = Epoch([5.5, 14.9, 30.1] * pq.s, durations=[4.7, 4.9, 5.2] * pq.s)
        b_1.annotate(epoch_type='b')
        b_1.array_annotate(trial_id=[1, 2, 3])

        a_2 = Epoch([33.2, 41.7, 52.4] * pq.s,
                    durations=[5.3, 5.0, 5.1] * pq.s)
        a_2.annotate(epoch_type='a')
        a_2.array_annotate(trial_id=[4, 5, 6])

        b_2 = Epoch([37.6, 46.1, 57.0] * pq.s,
                    durations=[4.9, 5.2, 5.1] * pq.s)
        b_2.annotate(epoch_type='b')
        b_2.array_annotate(trial_id=[4, 5, 6])

        seg = Segment()
        seg2 = Segment()
        seg.epochs = [a_1, b_1]
        seg2.epochs = [a_2, b_2]

        block = Block()
        block.segments = [seg, seg2]

        # test getting one whole event via annotation
        extracted_a_1 = get_epochs(seg, epoch_type='a')
        extracted_a_1b = get_epochs(block, pick='me')

        self.assertEqual(len(extracted_a_1), 1)
        self.assertEqual(len(extracted_a_1b), 1)

        extracted_a_1 = extracted_a_1[0]
        extracted_a_1b = extracted_a_1b[0]

        assert_same_attributes(extracted_a_1, a_1)
        assert_same_attributes(extracted_a_1b, a_1)

        # test getting an empty list by searching for a non-existent property
        empty1 = get_epochs(seg, foo='bar')

        self.assertEqual(len(empty1), 0)

        # test getting an empty list by searching for a non-existent property value
        empty2 = get_epochs(seg, epoch_type='undefined')

        self.assertEqual(len(empty2), 0)

        # test getting only one event time of one event
        trial_2 = get_epochs(block, trial_id=2, epoch_type='a')

        self.assertEqual(len(trial_2), 1)

        trial_2 = trial_2[0]

        self.assertEqual(a_1.name, trial_2.name)
        self.assertEqual(a_1.description, trial_2.description)
        self.assertEqual(a_1.file_origin, trial_2.file_origin)
        self.assertEqual(a_1.annotations['epoch_type'],
                         trial_2.annotations['epoch_type'])
        assert_arrays_equal(trial_2.array_annotations['trial_id'],
                            np.array([2]))
        self.assertIsInstance(trial_2.array_annotations, ArrayDict)

        # test getting only one event time of more than one event
        trial_2b = get_epochs(block, trial_id=2)

        self.assertEqual(len(trial_2b), 2)

        a_idx = np.where(
            np.array([ev.annotations['epoch_type']
                      for ev in trial_2b]) == 'a')[0][0]

        trial_2b_a = trial_2b[a_idx]
        trial_2b_b = trial_2b[a_idx - 1]

        assert_same_attributes(trial_2b_a, trial_2)

        self.assertEqual(b_1.name, trial_2b_b.name)
        self.assertEqual(b_1.description, trial_2b_b.description)
        self.assertEqual(b_1.file_origin, trial_2b_b.file_origin)
        self.assertEqual(b_1.annotations['epoch_type'],
                         trial_2b_b.annotations['epoch_type'])
        assert_arrays_equal(trial_2b_b.array_annotations['trial_id'],
                            np.array([2]))
        self.assertIsInstance(trial_2b_b.array_annotations, ArrayDict)

        # test getting more than one event time of one event
        trials_1_2 = get_epochs(block, trial_id=[1, 2], epoch_type='a')

        self.assertEqual(len(trials_1_2), 1)

        trials_1_2 = trials_1_2[0]

        self.assertEqual(a_1.name, trials_1_2.name)
        self.assertEqual(a_1.description, trials_1_2.description)
        self.assertEqual(a_1.file_origin, trials_1_2.file_origin)
        self.assertEqual(a_1.annotations['epoch_type'],
                         trials_1_2.annotations['epoch_type'])
        assert_arrays_equal(trials_1_2.array_annotations['trial_id'],
                            np.array([1, 2]))
        self.assertIsInstance(trials_1_2.array_annotations, ArrayDict)

        # test getting more than one event time of more than one event
        trials_1_2b = get_epochs(block, trial_id=[1, 2])

        self.assertEqual(len(trials_1_2b), 2)

        a_idx = np.where(
            np.array([ev.annotations['epoch_type']
                      for ev in trials_1_2b]) == 'a')[0][0]

        trials_1_2b_a = trials_1_2b[a_idx]
        trials_1_2b_b = trials_1_2b[a_idx - 1]

        assert_same_attributes(trials_1_2b_a, trials_1_2)

        self.assertEqual(b_1.name, trials_1_2b_b.name)
        self.assertEqual(b_1.description, trials_1_2b_b.description)
        self.assertEqual(b_1.file_origin, trials_1_2b_b.file_origin)
        self.assertEqual(b_1.annotations['epoch_type'],
                         trials_1_2b_b.annotations['epoch_type'])
        assert_arrays_equal(trials_1_2b_b.array_annotations['trial_id'],
                            np.array([1, 2]))
        self.assertIsInstance(trials_1_2b_b.array_annotations, ArrayDict)