#! /usr/bin/env python # ========================================================================== # Shows the pull histogram # # Copyright (C) 2011-2016 Juergen Knoedlseder # # 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 3 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, see . # # ========================================================================== import sys import csv import cscripts try: import matplotlib.pyplot as plt import matplotlib.mlab as mlab plt.figure() plt.close() except (ImportError, RuntimeError): print('This script needs the "matplotlib" module') sys.exit() try: import numpy as np except ImportError: print('This script needs the "numpy" module') sys.exit() # =================== # # Plot pull histogram # # =================== # def plot_pull_histogram(filename, parname, nbins, plotfile): """ Plot pull histogram Parameters ---------- filename : str Pull filename parname : str Parameter name nbins : int Number of hisogram bins plotfile : str Plot filename """ # Read values from CSV file values = np.array(cscripts.ioutils.read_pull_values(filename, parname)) # Create histogram n, bins, patches = plt.hist(values, nbins, range=[-4.0,4.0], normed=True, facecolor='green') # Create expected distribution y = mlab.normpdf(bins, 0.0, 1.0) plt.plot(bins, y, 'r-', linewidth=2) # Set plot plt.xlabel('Pull ('+parname+')') plt.ylabel('Arbitrary units') plt.title(parname) plt.grid(True) # Show figure if len(plotfile) > 0: plt.savefig(plotfile) else: plt.show() # Return return # =================== # # Show pull histogram # # =================== # def show_pull_histogram(): """ Show pull histogram """ # Set usage string usage = 'show_pull_histogram.py [-n bins] [-p plotfile] file parameter' # Set default options options = [{'option': '-n', 'value': '50'}, {'option': '-p', 'value': ''}] # Get arguments and options from command line arguments args, options = cscripts.ioutils.get_args_options(options, usage) # Extract script parameters from options nbins = int(options[0]['value']) plotfile = options[1]['value'] # Plot pull histogram plot_pull_histogram(args[0], args[1], nbins, plotfile) # Return return # ======================== # # Main routine entry point # # ======================== # if __name__ == '__main__': # Show pull histogram show_pull_histogram()