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+#! /usr/bin/env python
+# author : S. Mandalia
+# s.p.mandalia@qmul.ac.uk
+#
+# date : November 26, 2018
+
+"""
+HESE flavour ratio contour
+"""
+
+from __future__ import absolute_import, division
+
+import os
+import argparse
+from functools import partial
+
+import numpy as np
+
+from utils import gf as gf_utils
+from utils import llh as llh_utils
+from utils import misc as misc_utils
+from utils import plot as plot_utils
+from utils.enums import ParamTag
+from utils.param import Param, ParamSet, get_paramsets
+
+
+def define_nuisance():
+ """Define the nuisance parameters."""
+ nuisance = []
+ tag = ParamTag.NUISANCE
+ nuisance.extend([
+ Param(name='convNorm', value=1., seed=[0.5, 2. ], ranges=[0. , 50.], std=0.3, tag=tag),
+ Param(name='promptNorm', value=0., seed=[0. , 6. ], ranges=[0. , 50.], std=0.05, tag=tag),
+ Param(name='muonNorm', value=1., seed=[0.1, 2. ], ranges=[0. , 50.], std=0.1, tag=tag),
+ Param(name='astroNorm', value=6.9, seed=[0.1, 10.], ranges=[0. , 50.], std=0.1, tag=tag),
+ Param(name='astroDeltaGamma', value=2.5, seed=[1. , 3. ], ranges=[-5., 5. ], std=0.1, tag=tag)
+ ])
+ return ParamSet(nuisance)
+
+
+def nuisance_argparse(parser):
+ nuisance = define_nuisance()
+ for parm in nuisance:
+ parser.add_argument(
+ '--'+parm.name, type=float, default=parm.value,
+ help=parm.name+' to inject'
+ )
+
+
+def parse_args(args=None):
+ """Parse command line arguments"""
+ parser = argparse.ArgumentParser(
+ description="BSM flavour ratio analysis",
+ formatter_class=misc_utils.SortingHelpFormatter,
+ )
+ parser.add_argument(
+ '--injected-ratio', type=float, nargs=3, default=[1, 1, 1],
+ help='Set the central value for the injected flavour ratio at IceCube'
+ )
+ parser.add_argument(
+ '--seed', type=misc_utils.seed_parse, default='25',
+ help='Set the random seed value'
+ )
+ parser.add_argument(
+ '--threads', type=misc_utils.thread_type, default='1',
+ help='Set the number of threads to use (int or "max")'
+ )
+ parser.add_argument(
+ '--outfile', type=str, default='./untitled',
+ help='Path to output results'
+ )
+ try:
+ gf_utils.gf_argparse(parser)
+ except: pass
+ llh_utils.likelihood_argparse(parser)
+ nuisance_argparse(parser)
+ if args is None: return parser.parse_args()
+ else: return parser.parse_args(args.split())
+
+
+def main():
+ args = parse_args()
+ misc_utils.print_args(args)
+
+ if args.seed is not None:
+ np.random.seed(args.seed)
+
+ asimov_paramset, llh_paramset = get_paramsets(args, define_nuisance())
+ print 'asimov_paramset', asimov_paramset
+ print 'llh_paramset', llh_paramset
+
+ print "DONE!"
+
+
+main.__doc__ = __doc__
+
+
+if __name__ == '__main__':
+ main()