How to use the libpysal.weights.Rook function in libpysal

>>> first_order.mean_neighbors
    5.848032564450475
    >>> fourth_order = sw_high(k=4, gdf=geodataframe)
    >>> fourth.mean_neighbors
    85.73188602442333

    """
    if weights is not None:
        first_order = weights
    elif gdf is not None:
        if contiguity == "queen":
            first_order = libpysal.weights.Queen.from_dataframe(
                gdf, ids=ids, silence_warnings=silent
            )
        elif contiguity == "rook":
            first_order = libpysal.weights.Rook.from_dataframe(
                gdf, ids=ids, silence_warnings=silent
            )
        else:
            raise ValueError(f"{contiguity} is not supported. Use 'queen' or 'rook'.")
    else:
        raise AttributeError("GeoDataFrame or spatial weights must be given.")

    if k > 1:
        id_order = first_order.id_order
        w = first_order.sparse
        wk = sum(map(lambda x: w ** x, range(2, k + 1)))
        rk, ck = wk.nonzero()
        sk = set(zip(rk, ck))
        sk = set([(i, j) for i, j in sk if i != j])
        d = dict([(i, []) for i in id_order])
        for pair in sk: