-
Notifications
You must be signed in to change notification settings - Fork 0
/
hes_validator.py
executable file
·54 lines (42 loc) · 1.36 KB
/
hes_validator.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
#!/usr/bin/env python
# setup_sample_validator.py
from __future__ import print_function
__doc__ = """Setup a pybdt.validate.Validator for the sample BDT."""
from pybdt.util import save
from pybdt.validate import Validator
print ('Creating Validator...')
v = Validator ('output/fiveparam_final_hes.bdt')
def add_data (name, label):
filename = 'hesdata/{0}.ds'.format (name)
print ('Adding {0} from {1} ...'.format (label, filename))
v.add_data (name, filename, label=label)
add_data ('train_sig', 'Training signal sim')
add_data ('train_data', 'Training data')
add_data ('test_sig', 'Testing signal sim')
add_data ('test_data', 'Testing data')
add_data ('bg', 'Background sim')
print ('Configuring weighting...')
v.add_weighting ('weight', 'train_sig',
color='cyan',
)
v.add_weighting ('livetime', 'train_data',
line=False, markers=True, marker='.', color='.5',
errorbars=True,
)
v.add_weighting ('weight', 'test_sig',
color='blue',
add_to_mc=True,
)
v.add_weighting ('livetime', 'test_data',
line=False, markers=True, marker='.', color='black',
errorbars=True,
use_as_data=True,
)
v.setup_total_mc (
color='green',
)
v.add_weighting ('livetime', 'bg',
color='purple',
add_to_mc=True,
)
save (v, 'output/fiveparam_final_hes.validator')