Created
June 21, 2013 13:32
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import numpy as np | |
import matplotlib.pyplot as plt | |
from astrodendro import Dendrogram | |
from astropy.io import fits | |
class SimpleDendrogramViewer(object): | |
def __init__(self, array, dendrogram): | |
if array.ndim != 2: | |
raise ValueError("Only 2-dimensional arrays are supported at this time") | |
# Get the lines as individual elements, and the mapping from line to structure | |
self.lines, self.mapping = d.get_lines(collection=False, reverse=True) | |
# Define inverse mapping from structures to lines | |
self.inverse_mapping = {} | |
for line in self.mapping: | |
s = self.mapping[line] | |
if s not in self.inverse_mapping: | |
self.inverse_mapping[s] = [line] | |
else: | |
self.inverse_mapping[s] += [line] | |
# Define the list of currently selected structures | |
self.selected = [] | |
# Initiate plot | |
self.fig = plt.figure(figsize=(14, 8)) | |
self.ax1 = self.fig.add_axes([0.1, 0.1, 0.4, 0.8]) | |
self.ax1.imshow(image, origin='lower') | |
self.ax2 = self.fig.add_axes([0.6, 0.3, 0.35, 0.4]) | |
xmin, xmax = np.inf, -np.inf | |
ymin, ymax = np.inf, -np.inf | |
for line in self.lines: | |
x, y = line.get_xdata(), line.get_ydata() | |
xmin = min(xmin, np.min(x)) | |
xmax = max(xmax, np.max(x)) | |
ymin = min(ymin, np.min(y)) | |
ymax = max(ymax, np.max(y)) | |
line.set_picker(True) | |
self.ax2.add_line(line) | |
dx = xmax - xmin | |
self.ax2.set_xlim(xmin - dx * 0.1, xmax + dx * 0.1) | |
self.ax2.set_ylim(ymin * 0.5, ymax * 2.0) | |
self.ax2.set_yscale('log') | |
self.prev_contour = None | |
self.fig.canvas.mpl_connect('pick_event', self.line_picker) | |
plt.show() | |
def line_picker(self, event): | |
if self.prev_contour is not None: | |
for collection in self.prev_contour.collections: | |
self.ax1.collections.remove(collection) | |
for l in self.selected: | |
l.set_color('blue') | |
l.set_lw(1) | |
self.selected = [] | |
structure = self.mapping[event.artist] | |
for s in structure.descendants + [structure]: | |
for l in self.inverse_mapping[s]: | |
l.set_color('red') | |
l.set_lw(2) | |
self.selected.append(l) | |
self.prev_contour = self.ax1.contour(structure.get_mask(image.shape, subtree=True), colors='red', linewidths=2, levels=[0.5]) | |
event.canvas.draw() | |
image = fits.getdata("MSX_E.fits") | |
d = Dendrogram.compute(image, verbose=True, min_data_value=3.e-5) | |
v = SimpleDendrogramViewer(image, d) | |
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