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BrittinDataReader

BrittinDataReader

Bases: ConnectomeDataset

Reader for datasets from Brittin et al. 2021

Source code in cect/readers/BrittinDataReader.py
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class BrittinDataReader(ConnectomeDataset):
    """Reader for datasets from [Brittin et al. 2021](../../Brittin_2021.md)"""

    verbose = False

    def __init__(self, reference_graph):
        ConnectomeDataset.__init__(self)
        self.reference_graph = reference_graph

        cells, neuron_conns = self.read_data()
        for conn in neuron_conns:
            self.add_connection_info(
                conn,
                check_overwritten_connections=True,
                append_existing_connections=False,
                fail_on_any_repeated_connection=True,
            )

    def read_data(self):
        cells = []
        conns = []

        wb = load_workbook(filename)

        sheet = wb.get_sheet_by_name(self.reference_graph)

        bilaterals = []
        single_cells = []

        print_("Opened sheet %s in Excel file: %s" % (sheet, filename))
        # print(dir(sheet))

        DELTA_VALUE_4 = 4

        for row in sheet.rows:
            # print(row[0].value)
            if "cell_1" not in row[0].value:
                delta = int(row[3].value)
                if delta == DELTA_VALUE_4:
                    A = row[0].value
                    B = row[1].value
                    contact_area = float(row[2].value)

                    add_pair_of_contact_conns(conns, A, B, contact_area)

                    if A not in cells:
                        cells.append(A)
                    if B not in cells:
                        cells.append(B)

                    A_c = get_contralateral_cell(A)
                    B_c = get_contralateral_cell(B)

                    if not A_c == B:
                        add_pair_of_contact_conns(conns, A_c, B_c, contact_area)

                        if A_c not in cells:
                            cells.append(A_c)
                        if B_c not in cells:
                            cells.append(B_c)

        for cell in cells:
            if is_one_of_bilateral_pair(cell):
                bilaterals.append(cell)
            else:
                single_cells.append(cell)

        print_(
            "Finished processing %i cells, %i bilateral and %i single cells: %s"
            % (len(cells), len(bilaterals), len(single_cells), sorted(single_cells))
        )

        return cells, conns