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created file for recon vs MC quantities evaluation
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#!/usr/bin/env python | ||
# | ||
# Copyright (C) 2023 luca.baldini@pi.infn.it | ||
# | ||
# For the license terms see the file LICENSE, distributed along with this | ||
# software. | ||
# | ||
# This program is free software; you can redistribute it and/or modify it | ||
# under the terms of the GNU General Public License as published by the | ||
# Free Software Foundation; either version 2 of the License, or (at your | ||
# option) any later version. | ||
# | ||
# This program is distributed in the hope that it will be useful, but | ||
# WITHOUT ANY WARRANTY; without even the implied warranty of | ||
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | ||
# General Public License for more details. | ||
# | ||
# You should have received a copy of the GNU General Public License along | ||
# with this program; if not, write to the Free Software Foundation Inc., | ||
# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA. | ||
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"""Event file viewer comparing reconstructed quantities with MC truth. | ||
""" | ||
from ast import literal_eval | ||
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import numpy as np | ||
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from hexsample.app import ArgumentParser | ||
from hexsample.fileio import ReconInputFile | ||
from hexsample.hist import Histogram1d, Histogram2d | ||
from hexsample.plot import plt, setup_gca | ||
from hexsample.analysis import create_histogram | ||
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__description__ = \ | ||
"""Simple viewer for reconstructed event lists. | ||
""" | ||
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# Parser object. | ||
HXVIEW_ARGPARSER = ArgumentParser(description=__description__) | ||
HXVIEW_ARGPARSER.add_infile() | ||
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def hxview(**kwargs): | ||
"""View the file content. | ||
Shows histograms of energy and cluster_size of recon events vs their MC truth. | ||
""" | ||
input_file = ReconInputFile(kwargs['infile']) | ||
# Plotting the reconstructed energy and the true energy | ||
histo = create_histogram(input_file, 'energy', mc = False) | ||
mc_histo = create_histogram(input_file, 'energy', mc = True) | ||
plt.figure('Photons energy') | ||
histo.plot(label='Reconstructed') | ||
mc_histo.plot(label='MonteCarlo') | ||
plt.xlabel('Energy [eV]') | ||
plt.legend() | ||
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# Plotting the reconstructed x and y position and the true position. | ||
plt.figure('Reconstructed photons position') | ||
binning = np.linspace(-5. * 0.1, 5. * 0.1, 100) | ||
x = input_file.column('posx') | ||
y = input_file.column('posy') | ||
histo = Histogram2d(binning, binning).fill(x, y) | ||
histo.plot() | ||
setup_gca(xlabel='x [cm]', ylabel='y [cm]') | ||
plt.figure('True photons position') | ||
x_mc = input_file.mc_column('absx') | ||
y_mc = input_file.mc_column('absy') | ||
histo_mc = Histogram2d(binning, binning).fill(x_mc, y_mc) | ||
histo_mc.plot() | ||
setup_gca(xlabel='x [cm]', ylabel='y [cm]') | ||
#Closing the file and showing the figures. | ||
plt.figure('x-direction resolution') | ||
binning = np.linspace((x-x_mc).min(), (x-x_mc).max(), 100) | ||
histx = Histogram1d(binning, xlabel=r'$x - x_{MC}$ [cm]').fill(x-x_mc) | ||
histx.plot() | ||
plt.figure('y-direction resolution') | ||
binning = np.linspace((y-y_mc).min(), (y-y_mc).max(), 100) | ||
histy = Histogram1d(binning, xlabel=r'$y - y_{MC}$ [cm]').fill(y-y_mc) | ||
histy.plot() | ||
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input_file.close() | ||
plt.show() | ||
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if __name__ == '__main__': | ||
hxview(**vars(HXVIEW_ARGPARSER.parse_args())) |