def PrintHistsContents(self, cat, hlist):
log.info(cat)
row_template = [cat] + list(hlist[0][1].bins_range())
out = StringIO()
table = PrettyTable(row_template)
for pair in hlist:
pretty_bin_contents = map(prettyfloat, pair[1].y())
table.add_row([pair[0]] + pretty_bin_contents)
print >> out, '\n'
print >> out, table.get_string(hrules=1)
log.info(out.getvalue())
def PrintHistsContents(self, cat, hlist):
log.info(cat)
row_template = [cat] + list(hlist[0][1].bins_range())
out = StringIO()
table = PrettyTable(row_template)
for pair in hlist:
pretty_bin_contents = map(prettyfloat, pair[1].y())
table.add_row([pair[0]] + pretty_bin_contents)
print >> out, "\n"
print >> out, table.get_string(hrules=1)
log.info(out.getvalue())
def print_feature_ranking(clf, fields):
importances = clf.feature_importances_
indices = np.argsort(importances)[::-1]
log.info("Feature ranking:")
out = StringIO()
print >> out
print >> out
print >> out, r"\begin{tabular}{c|c|c}"
table = PrettyTable(["Rank", "Variable", "Importance"])
print >> out, r"\hline\hline"
print >> out, r"Rank & Variable & Importance\\"
for f, idx in enumerate(indices):
table.add_row([f + 1,
fields[idx],
'%.3f' % importances[idx]])
print >> out, r"%d & %s & %.3f\\" % (f + 1,
variables.VARIABLES[fields[idx]]['title'],
importances[idx])
print >> out, r"\end{tabular}"
print >> out
print >> out, table.get_string(hrules=1)
log.info(out.getvalue())
def print_feature_ranking(clf, fields):
importances = clf.feature_importances_
indices = np.argsort(importances)[::-1]
log.info("Feature ranking:")
out = StringIO()
print >> out
print >> out
print >> out, r"\begin{tabular}{c|c|c}"
table = PrettyTable(["Rank", "Variable", "Importance"])
print >> out, r"\hline\hline"
print >> out, r"Rank & Variable & Importance\\"
for f, idx in enumerate(indices):
table.add_row([f + 1,
fields[idx],
'%.3f' % importances[idx]])
print >> out, r"%d & %s & %.3f\\" % (f + 1,
variables.VARIABLES[fields[idx]]['title'],
importances[idx])
print >> out, r"\end{tabular}"
print >> out
print >> out, table.get_string(hrules=1)
log.info(out.getvalue())
'lumi': 2392.85,
'triggers': 'EF_tau29_medium1_tau20_medium1 && L1_2TAU11_TAU15'},
}
"""
PERIODS = {
'B2-M': {'runs': (178044, 191933),
'lumi': 4604.52}, #4617.}, #4661.2},
}
#LUMI = { # pb-1 atlas-lumicalc.cern.ch
# 2011: 4604.52, # B2-M skim v9
# 2012: 20298.4 #14220.7, #14130.8, # A3-E no run 200841 skim v9
#}
# 20298.4
if __name__ == '__main__':
total_lumi = 0
lumi_table = PrettyTable(['Period(s)', 'Runs', 'Lumi [pb-1]'])
#trigger_table = PrettyTable(['Period(s)', 'Triggers'])
for period in sorted(PERIODS.keys()):
info = PERIODS[period]
lumi_table.add_row([period, '%i-%i' % info['runs'], '%.3f' % info['lumi']])
#trigger_table.add_row([period, info['triggers'].replace('||', 'OR').replace('&&', 'AND')])
total_lumi += info['lumi']
print lumi_table.get_string(hrules=1)
print "total lumi: %.3f pb-1" % total_lumi
#print
#print trigger_table.get_string(hrules=1)