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- <h1 class="title"><code>analysis.eccentricity</code> module</h1>
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- <p>Plot the eccentricity of the orbits of the particles in an encounter</p>
- <details class="source">
- <summary>Source code</summary>
- <pre><code class="python">"""Plot the eccentricity of the orbits of the particles in an encounter"""
- import matplotlib.pyplot as plt
- import numpy as np
- from analysis import utils
- from analysis.segmentation import segmentEncounter
- # Segment the encounter
- data = utils.loadData('200mass', 15000)
- (bridgeMask, stolenMask, orbittingMask, tailMask), _, _ = segmentEncounter(data)
- # Avoid central masses
- orbittingMask, stolenMask = orbittingMask[1:], stolenMask[1:]
- # Calculate the eccentricities
- tailE = utils.calculateEccentricity(1.0, data['r_vec'][0], data['v_vec'][0],
- data['r_vec'][tailMask], data['v_vec'][tailMask])
- stolenE = utils.calculateEccentricity(2.0, data['r_vec'][1], data['v_vec'][1],
- data['r_vec'][stolenMask], data['v_vec'][stolenMask])
- orbittingE = utils.calculateEccentricity(1.0, data['r_vec'][0], data['v_vec'][0],
- data['r_vec'][orbittingMask], data['v_vec'][orbittingMask])
- # Plotting
- f, ax = plt.subplots(1, 1)
- bins = np.linspace(0, 10, 301)
- style = {'linestyle':'solid', 'normed':True, 'color':'black'}
- ax.hist(tailE, bins=bins, histtype='step', label='tail', **style)
- ax.hist(stolenE, bins=bins, histtype='step', label='stolen', **style)
- ax.hist(orbittingE, bins=bins, histtype='step', label='orbitting', **style)
- # Plotting styling
- utils.setSize(ax, x=(0,2))
- utils.setAxes(ax, x='Eccentricity', y='Density of particles',
- xcoords=(.85,-0.08), ycoords=(-0.1,.65))
- ax.legend(loc='upper right')
- utils.stylizePlot([ax])
- ax.axvline(x=1, c='black')
- plt.show()
- # Summarize the results
- print('Not shown, fraction of particles in tail with e>2.0:',
- np.sum(tailE > 2)/len(tailE))
- print('Tail, higher than e>1:', np.sum(tailE > 1)/len(tailE))
- print('Stolen, higher than e>1:', np.sum(stolenE > 1)/len(stolenE))
- print('Orbitting, higher than e>1:', np.sum(orbittingE > 1)/len(orbittingE))</code></pre>
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