import matplotlib.pyplot as plt from mpl_toolkits.axes_grid1 import make_axes_locatable from matplotlib.widgets import SpanSelector from matplotlib.colors import LogNorm import numpy as np import h5py def plot_all_chan_spectrum(spectrum, bins, *, ax=None, **kwargs): def integrate_to_angles(spectrum, bins, lo, hi): lo_ind, hi_ind = bins.searchsorted([lo, hi]) return spectrum[lo_ind:hi_ind].sum(axis=0) if ax is None: fig, ax = plt.subplots(figsize=(13.5, 9.5)) else: fig = ax.figure div = make_axes_locatable(ax) ax_r = div.append_axes('right', 2, pad=0.1, sharey=ax) ax_t = div.append_axes('top', 2, pad=0.1, sharex=ax) ax_r.yaxis.tick_right() ax_r.yaxis.set_label_position("right") ax_t.xaxis.tick_top() ax_t.xaxis.set_label_position("top") im = ax.imshow(spectrum, origin='lower', aspect='auto', extent=(-.5, 383.5, bins[0], bins[-1]), norm=LogNorm()) e_line, = ax_r.plot(spectrum.sum(axis=1), bins[:-1] + np.diff(bins)) p_line, = ax_t.plot(spectrum.sum(axis=0)) label = ax_t.annotate('[0, 70] kEv', (0, 1), (10, -10), xycoords='axes fraction', textcoords='offset pixels', va='top', ha='left') def update(lo, hi): p_data = integrate_to_angles(spectrum, bins, lo, hi) p_line.set_ydata(p_data) ax_t.relim() ax_t.autoscale(axis='y') label.set_text(f'[{lo:.1f}, {hi:.1f}] keV') fig.canvas.draw_idle() span = SpanSelector(ax_r, update, 'vertical', useblit=True, rectprops={'alpha': .5, 'facecolor': 'red'}, span_stays=True) ax.set_xlabel('channel [#]') ax.set_ylabel('E [keV]') ax_t.set_xlabel('channel [#]') ax_t.set_ylabel('total counts') ax_r.set_ylabel('E [keV]') ax_r.set_xlabel('total counts') ax.set_xlim(-.5, 383.5) ax.set_ylim(bins[0], bins[-1]) ax_r.set_xlim(xmin=0) return spectrum, bins, {'center': {'ax': ax, 'im': im}, 'top': {'ax': ax_t, 'p_line': p_line}, 'right': {'ax': ax_r, 'e_line': e_line, 'span': span}} with h5py.File('germ.h5', 'r') as fin: spectrum = fin['spectrum'][:] bins = fin['bins'][:] ret = plot_all_chan_spectrum(spectrum, bins) plt.show() # Exercise (15 minutes) # - add span selector to top axes to change curve in right axes