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Hyperspy function to emulate GMS behaviour on spectrum images
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%matplotlib widget | |
import hyperspy.api as hs | |
import matplotlib.pyplot as plt | |
from ipywidgets.widgets import HBox, Label, Dropdown | |
# Optional, for notebook only, not lab | |
# from IPython.core.display import display, HTML | |
# display(HTML("<style>.container { width:100% !important; }</style>")) | |
def plot(s): | |
""" | |
Plot a spectrum image with a span ROI to sum regions of the spectrum | |
Arguments: | |
s: hyperspy signal of shape <X, Y | E> | |
Notes: | |
Must use the ipympl backend. %matplotlib widget | |
Best viewed in jupyter lab or in the notebook with a stretched viewport, try: | |
from IPython.core.display import display, HTML | |
display(HTML("<style>.container { width:100% !important; }</style>")) | |
""" | |
s = s.T | |
value2index = s.axes_manager[0].value2index | |
nav = s.T.sum() | |
plt.ioff() | |
low = nav.axes_manager[-1].low_value | |
high = nav.axes_manager[-1].high_value | |
left = low + 1/4*(high-low) | |
right = low + 3/4*(high-low) | |
label = Label(value="Span: {:.2f}:{:.2f}".format(left, right)) | |
colormap = Dropdown( | |
options=['viridis', 'jet', 'Greys'], | |
value='viridis', | |
description='Colormap:', | |
disabled=False,) | |
nav.plot() | |
roi = hs.roi.SpanROI(left=left, right=right) | |
r = roi.interactive(nav) | |
fig, ax = plt.subplots() | |
im = ax.imshow(s.data[value2index(roi.left):value2index(roi.right)].mean(0), cmap=colormap.value) | |
ax.axis('off') | |
plt.ion() | |
def update(roi): | |
im.set_data(s.data[value2index(roi.left):value2index(roi.right)].mean(0)) | |
im.autoscale() | |
label.value = "Span: {:.2f}:{:.2f}".format(roi.left, roi.right) | |
def update_cmap(change): | |
im.set_cmap(change['new']) | |
roi.events.changed.connect(update) | |
colormap.observe(update_cmap, names='value') | |
navfig = nav._plot.signal_plot.figure.canvas | |
sigfig = fig.canvas | |
navfig.layout.margin = "auto 0px auto 0px" | |
sigfig.layout.margin = "auto 0px auto 0px" | |
sigfig.header_visible = False | |
navfig.header_visible = False | |
display(HBox([navfig, sigfig])) | |
display(HBox([label, colormap])) | |
### Usage | |
# s = hs.load("signal.hspy") | |
# plot(s) |
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