function showEQTimeSignal(eq_signal,ref_symbols,options)

    arguments
        eq_signal
        ref_symbols
        options.fignum (1,1) double = NaN % Default to NaN if not provided
        options.displayname (1,:) char = '' % Default to an empty string if not provided
        options.color = [0.2157    0.4941    0.7216];
    end
    % Determine the figure number to use or create a new figure
    if isnan(options.fignum)
        fig = figure; % Create a new figure and get its handle
    else
        fig = figure(options.fignum); % Use the specified figure number
    end


    M = numel(unique(ref_symbols.signal));
    lvlcol = cbrewer2('Set1',M);
    col = cbrewer2('paired',2);

    eq_decisions = PAMmapper(M,0).quantize(eq_signal);
    rx_bits = PAMmapper(M,0).demap(eq_signal);
    ref_bits = PAMmapper(M,0).demap(ref_symbols);

    %%% Separate Classes
    constellation = unique(ref_symbols.signal);
    received_sd = NaN(numel(constellation),length(ref_symbols));
    received_hd = NaN(numel(constellation),length(ref_symbols));
    lvlcol = cbrewer2('Set1',numel(constellation));
    for lvl = 1:numel(constellation)
        %Separate the equalized signal into the
        %respective levels based on the actually
        %transmitted level!
        received_sd(lvl,ref_symbols.signal==constellation(lvl)) = eq_signal.signal(ref_symbols.signal==constellation(lvl));
        received_hd(lvl,ref_symbols.signal==constellation(lvl)) = eq_decisions.signal(ref_symbols.signal==constellation(lvl));
    end

    [~,numerr,ber_sd,errpos] = calc_ber(rx_bits.signal,ref_bits.signal,"skip_front",100,"skip_end",150,"returnErrorLocation",1);

    %%% EQ Time Series %210
    eq_signal.plot("fignum",fig.Number,"displayname",'Equalized Signal','color',col(1,:),'clear',1);
    hold on

    try
        yline(PAMmapper(M,0).get_demodulation_thresholds,'HandleVisibility','off','LineStyle','--');
    
        for c = 1:M
            scatter(errpos./eq_signal.fs,received_sd(c,errpos),1,'x','MarkerEdgeColor',lvlcol(c,:),'LineWidth',2,'DisplayName',sprintf('Tx Lvl: %d',c));
        end                 
    end

end