In [1]:

    

CERT_FILE='./cms/minibias/Cert_136033-149442_7TeV_Apr21ReReco_Collisions10_JSON_v2.txt'

PATH='/mnt/cms/version2/data/'

import numpy as np
import pandas as pd
import os
import os.path as osp


    

In [2]:

    

def load_certs(path=CERT_FILE):
    def ranges_to_set(ranges):
        s = set()
        
        for a, b in ranges:
            for i in xrange(a, b + 1):
                s.add(i)
        return s
    
    import json

    with open(path, 'r') as f:
        data = json.load(f)
    
    cert = dict()
    
    for k in data:
        cert[int(k)] = ranges_to_set(data[k])

    return cert


    

In [3]:

    

cert = load_certs()


    

In [4]:

    

def get_stream_files(path=PATH):
    import os
    import os.path as osp
    
    streams = dict()
    
    for d in (d for d in os.listdir(path) if osp.isdir(osp.join(path, d))):
        d_path = osp.join(path, d)
        streams[d] = [ osp.join(d_path, f) for f in os.listdir(d_path) if f.endswith('.pickled') ]
    
    return streams


    

In [5]:

    

def load(path):
    import cPickle as pickle
    
    with open(path, 'r') as f:
        x = pickle.load(f)

    return x


    

In [6]:

    

def rename(dataframe, prefix,
           exclude_columns=('run_', 'luminosityBlock_')):
    dataframe.columns = [
        (prefix + column if column not in exclude_columns else column)
        for column in dataframe.columns
    ]
    
    return dataframe


    

In [7]:

    

streams = get_stream_files()


    

In [8]:

    

[ (k, len(streams[k])) for k, v in streams.items() ]


    

    
Out[8]:





[('muons', 2979), ('minibias', 1564), ('photons', 2814)]

In [9]:

    

df = dict()

for stream in streams:
    df[stream] = rename(
        pd.concat([ load(path) for path in streams[stream] ]),
        prefix = stream + '_'
    )


    

In [10]:

    

merged = df['minibias'].merge(
    df['muons'], how='outer', on=('run_', 'luminosityBlock_')
).merge(
    df['photons'], how='outer', on=('run_', 'luminosityBlock_')
)


    

In [11]:

    

merged = merged.rename(columns = {
    'minibias_instantLumi_' : '_instantLumi_minibias',
    'muons_instantLumi_' : '_instantLumi_muons',
    'photons_instantLumi_' : '_instantLumi_photons',
    'run_' : '_run',
    'luminosityBlock_' : '_luminosityBlock'
}, copy=False)

cs = sorted(merged.columns)

merged = merged[cs]


    

In [12]:

    

for c in merged.columns:
    print c


    

    




_instantLumi_minibias
_instantLumi_muons
_instantLumi_photons
_luminosityBlock
_run
minibias_PF_Px_mean
minibias_PF_Px_p1
minibias_PF_Px_p25
minibias_PF_Px_p50
minibias_PF_Px_p75
minibias_PF_Px_p99
minibias_PF_Px_std
minibias_PF_Py_mean
minibias_PF_Py_p1
minibias_PF_Py_p25
minibias_PF_Py_p50
minibias_PF_Py_p75
minibias_PF_Py_p99
minibias_PF_Py_std
minibias_PF_Pz_mean
minibias_PF_Pz_p1
minibias_PF_Pz_p25
minibias_PF_Pz_p50
minibias_PF_Pz_p75
minibias_PF_Pz_p99
minibias_PF_Pz_std
minibias_PF_eta__q1_mean
minibias_PF_eta__q1_p1
minibias_PF_eta__q1_p25
minibias_PF_eta__q1_p50
minibias_PF_eta__q1_p75
minibias_PF_eta__q1_p99
minibias_PF_eta__q1_std
minibias_PF_eta__q2_mean
minibias_PF_eta__q2_p1
minibias_PF_eta__q2_p25
minibias_PF_eta__q2_p50
minibias_PF_eta__q2_p75
minibias_PF_eta__q2_p99
minibias_PF_eta__q2_std
minibias_PF_eta__q3_mean
minibias_PF_eta__q3_p1
minibias_PF_eta__q3_p25
minibias_PF_eta__q3_p50
minibias_PF_eta__q3_p75
minibias_PF_eta__q3_p99
minibias_PF_eta__q3_std
minibias_PF_eta__q4_mean
minibias_PF_eta__q4_p1
minibias_PF_eta__q4_p25
minibias_PF_eta__q4_p50
minibias_PF_eta__q4_p75
minibias_PF_eta__q4_p99
minibias_PF_eta__q4_std
minibias_PF_eta__q5_mean
minibias_PF_eta__q5_p1
minibias_PF_eta__q5_p25
minibias_PF_eta__q5_p50
minibias_PF_eta__q5_p75
minibias_PF_eta__q5_p99
minibias_PF_eta__q5_std
minibias_PF_phi__q1_mean
minibias_PF_phi__q1_p1
minibias_PF_phi__q1_p25
minibias_PF_phi__q1_p50
minibias_PF_phi__q1_p75
minibias_PF_phi__q1_p99
minibias_PF_phi__q1_std
minibias_PF_phi__q2_mean
minibias_PF_phi__q2_p1
minibias_PF_phi__q2_p25
minibias_PF_phi__q2_p50
minibias_PF_phi__q2_p75
minibias_PF_phi__q2_p99
minibias_PF_phi__q2_std
minibias_PF_phi__q3_mean
minibias_PF_phi__q3_p1
minibias_PF_phi__q3_p25
minibias_PF_phi__q3_p50
minibias_PF_phi__q3_p75
minibias_PF_phi__q3_p99
minibias_PF_phi__q3_std
minibias_PF_phi__q4_mean
minibias_PF_phi__q4_p1
minibias_PF_phi__q4_p25
minibias_PF_phi__q4_p50
minibias_PF_phi__q4_p75
minibias_PF_phi__q4_p99
minibias_PF_phi__q4_std
minibias_PF_phi__q5_mean
minibias_PF_phi__q5_p1
minibias_PF_phi__q5_p25
minibias_PF_phi__q5_p50
minibias_PF_phi__q5_p75
minibias_PF_phi__q5_p99
minibias_PF_phi__q5_std
minibias_PF_pt__q1_mean
minibias_PF_pt__q1_p1
minibias_PF_pt__q1_p25
minibias_PF_pt__q1_p50
minibias_PF_pt__q1_p75
minibias_PF_pt__q1_p99
minibias_PF_pt__q1_std
minibias_PF_pt__q2_mean
minibias_PF_pt__q2_p1
minibias_PF_pt__q2_p25
minibias_PF_pt__q2_p50
minibias_PF_pt__q2_p75
minibias_PF_pt__q2_p99
minibias_PF_pt__q2_std
minibias_PF_pt__q3_mean
minibias_PF_pt__q3_p1
minibias_PF_pt__q3_p25
minibias_PF_pt__q3_p50
minibias_PF_pt__q3_p75
minibias_PF_pt__q3_p99
minibias_PF_pt__q3_std
minibias_PF_pt__q4_mean
minibias_PF_pt__q4_p1
minibias_PF_pt__q4_p25
minibias_PF_pt__q4_p50
minibias_PF_pt__q4_p75
minibias_PF_pt__q4_p99
minibias_PF_pt__q4_std
minibias_PF_pt__q5_mean
minibias_PF_pt__q5_p1
minibias_PF_pt__q5_p25
minibias_PF_pt__q5_p50
minibias_PF_pt__q5_p75
minibias_PF_pt__q5_p99
minibias_PF_pt__q5_std
minibias_calo_Px_mean
minibias_calo_Px_p1
minibias_calo_Px_p25
minibias_calo_Px_p50
minibias_calo_Px_p75
minibias_calo_Px_p99
minibias_calo_Px_std
minibias_calo_Py_mean
minibias_calo_Py_p1
minibias_calo_Py_p25
minibias_calo_Py_p50
minibias_calo_Py_p75
minibias_calo_Py_p99
minibias_calo_Py_std
minibias_calo_Pz_mean
minibias_calo_Pz_p1
minibias_calo_Pz_p25
minibias_calo_Pz_p50
minibias_calo_Pz_p75
minibias_calo_Pz_p99
minibias_calo_Pz_std
minibias_calo_eta__q1_mean
minibias_calo_eta__q1_p1
minibias_calo_eta__q1_p25
minibias_calo_eta__q1_p50
minibias_calo_eta__q1_p75
minibias_calo_eta__q1_p99
minibias_calo_eta__q1_std
minibias_calo_eta__q2_mean
minibias_calo_eta__q2_p1
minibias_calo_eta__q2_p25
minibias_calo_eta__q2_p50
minibias_calo_eta__q2_p75
minibias_calo_eta__q2_p99
minibias_calo_eta__q2_std
minibias_calo_eta__q3_mean
minibias_calo_eta__q3_p1
minibias_calo_eta__q3_p25
minibias_calo_eta__q3_p50
minibias_calo_eta__q3_p75
minibias_calo_eta__q3_p99
minibias_calo_eta__q3_std
minibias_calo_eta__q4_mean
minibias_calo_eta__q4_p1
minibias_calo_eta__q4_p25
minibias_calo_eta__q4_p50
minibias_calo_eta__q4_p75
minibias_calo_eta__q4_p99
minibias_calo_eta__q4_std
minibias_calo_eta__q5_mean
minibias_calo_eta__q5_p1
minibias_calo_eta__q5_p25
minibias_calo_eta__q5_p50
minibias_calo_eta__q5_p75
minibias_calo_eta__q5_p99
minibias_calo_eta__q5_std
minibias_calo_fX_q1_mean
minibias_calo_fX_q1_p1
minibias_calo_fX_q1_p25
minibias_calo_fX_q1_p50
minibias_calo_fX_q1_p75
minibias_calo_fX_q1_p99
minibias_calo_fX_q1_std
minibias_calo_fX_q2_mean
minibias_calo_fX_q2_p1
minibias_calo_fX_q2_p25
minibias_calo_fX_q2_p50
minibias_calo_fX_q2_p75
minibias_calo_fX_q2_p99
minibias_calo_fX_q2_std
minibias_calo_fX_q3_mean
minibias_calo_fX_q3_p1
minibias_calo_fX_q3_p25
minibias_calo_fX_q3_p50
minibias_calo_fX_q3_p75
minibias_calo_fX_q3_p99
minibias_calo_fX_q3_std
minibias_calo_fX_q4_mean
minibias_calo_fX_q4_p1
minibias_calo_fX_q4_p25
minibias_calo_fX_q4_p50
minibias_calo_fX_q4_p75
minibias_calo_fX_q4_p99
minibias_calo_fX_q4_std
minibias_calo_fX_q5_mean
minibias_calo_fX_q5_p1
minibias_calo_fX_q5_p25
minibias_calo_fX_q5_p50
minibias_calo_fX_q5_p75
minibias_calo_fX_q5_p99
minibias_calo_fX_q5_std
minibias_calo_fY_q1_mean
minibias_calo_fY_q1_p1
minibias_calo_fY_q1_p25
minibias_calo_fY_q1_p50
minibias_calo_fY_q1_p75
minibias_calo_fY_q1_p99
minibias_calo_fY_q1_std
minibias_calo_fY_q2_mean
minibias_calo_fY_q2_p1
minibias_calo_fY_q2_p25
minibias_calo_fY_q2_p50
minibias_calo_fY_q2_p75
minibias_calo_fY_q2_p99
minibias_calo_fY_q2_std
minibias_calo_fY_q3_mean
minibias_calo_fY_q3_p1
minibias_calo_fY_q3_p25
minibias_calo_fY_q3_p50
minibias_calo_fY_q3_p75
minibias_calo_fY_q3_p99
minibias_calo_fY_q3_std
minibias_calo_fY_q4_mean
minibias_calo_fY_q4_p1
minibias_calo_fY_q4_p25
minibias_calo_fY_q4_p50
minibias_calo_fY_q4_p75
minibias_calo_fY_q4_p99
minibias_calo_fY_q4_std
minibias_calo_fY_q5_mean
minibias_calo_fY_q5_p1
minibias_calo_fY_q5_p25
minibias_calo_fY_q5_p50
minibias_calo_fY_q5_p75
minibias_calo_fY_q5_p99
minibias_calo_fY_q5_std
minibias_calo_fZ_q1_mean
minibias_calo_fZ_q1_p1
minibias_calo_fZ_q1_p25
minibias_calo_fZ_q1_p50
minibias_calo_fZ_q1_p75
minibias_calo_fZ_q1_p99
minibias_calo_fZ_q1_std
minibias_calo_fZ_q2_mean
minibias_calo_fZ_q2_p1
minibias_calo_fZ_q2_p25
minibias_calo_fZ_q2_p50
minibias_calo_fZ_q2_p75
minibias_calo_fZ_q2_p99
minibias_calo_fZ_q2_std
minibias_calo_fZ_q3_mean
minibias_calo_fZ_q3_p1
minibias_calo_fZ_q3_p25
minibias_calo_fZ_q3_p50
minibias_calo_fZ_q3_p75
minibias_calo_fZ_q3_p99
minibias_calo_fZ_q3_std
minibias_calo_fZ_q4_mean
minibias_calo_fZ_q4_p1
minibias_calo_fZ_q4_p25
minibias_calo_fZ_q4_p50
minibias_calo_fZ_q4_p75
minibias_calo_fZ_q4_p99
minibias_calo_fZ_q4_std
minibias_calo_fZ_q5_mean
minibias_calo_fZ_q5_p1
minibias_calo_fZ_q5_p25
minibias_calo_fZ_q5_p50
minibias_calo_fZ_q5_p75
minibias_calo_fZ_q5_p99
minibias_calo_fZ_q5_std
minibias_calo_mass__q1_mean
minibias_calo_mass__q1_p1
minibias_calo_mass__q1_p25
minibias_calo_mass__q1_p50
minibias_calo_mass__q1_p75
minibias_calo_mass__q1_p99
minibias_calo_mass__q1_std
minibias_calo_mass__q2_mean
minibias_calo_mass__q2_p1
minibias_calo_mass__q2_p25
minibias_calo_mass__q2_p50
minibias_calo_mass__q2_p75
minibias_calo_mass__q2_p99
minibias_calo_mass__q2_std
minibias_calo_mass__q3_mean
minibias_calo_mass__q3_p1
minibias_calo_mass__q3_p25
minibias_calo_mass__q3_p50
minibias_calo_mass__q3_p75
minibias_calo_mass__q3_p99
minibias_calo_mass__q3_std
minibias_calo_mass__q4_mean
minibias_calo_mass__q4_p1
minibias_calo_mass__q4_p25
minibias_calo_mass__q4_p50
minibias_calo_mass__q4_p75
minibias_calo_mass__q4_p99
minibias_calo_mass__q4_std
minibias_calo_mass__q5_mean
minibias_calo_mass__q5_p1
minibias_calo_mass__q5_p25
minibias_calo_mass__q5_p50
minibias_calo_mass__q5_p75
minibias_calo_mass__q5_p99
minibias_calo_mass__q5_std
minibias_calo_phi__q1_mean
minibias_calo_phi__q1_p1
minibias_calo_phi__q1_p25
minibias_calo_phi__q1_p50
minibias_calo_phi__q1_p75
minibias_calo_phi__q1_p99
minibias_calo_phi__q1_std
minibias_calo_phi__q2_mean
minibias_calo_phi__q2_p1
minibias_calo_phi__q2_p25
minibias_calo_phi__q2_p50
minibias_calo_phi__q2_p75
minibias_calo_phi__q2_p99
minibias_calo_phi__q2_std
minibias_calo_phi__q3_mean
minibias_calo_phi__q3_p1
minibias_calo_phi__q3_p25
minibias_calo_phi__q3_p50
minibias_calo_phi__q3_p75
minibias_calo_phi__q3_p99
minibias_calo_phi__q3_std
minibias_calo_phi__q4_mean
minibias_calo_phi__q4_p1
minibias_calo_phi__q4_p25
minibias_calo_phi__q4_p50
minibias_calo_phi__q4_p75
minibias_calo_phi__q4_p99
minibias_calo_phi__q4_std
minibias_calo_phi__q5_mean
minibias_calo_phi__q5_p1
minibias_calo_phi__q5_p25
minibias_calo_phi__q5_p50
minibias_calo_phi__q5_p75
minibias_calo_phi__q5_p99
minibias_calo_phi__q5_std
minibias_calo_pt__q1_mean
minibias_calo_pt__q1_p1
minibias_calo_pt__q1_p25
minibias_calo_pt__q1_p50
minibias_calo_pt__q1_p75
minibias_calo_pt__q1_p99
minibias_calo_pt__q1_std
minibias_calo_pt__q2_mean
minibias_calo_pt__q2_p1
minibias_calo_pt__q2_p25
minibias_calo_pt__q2_p50
minibias_calo_pt__q2_p75
minibias_calo_pt__q2_p99
minibias_calo_pt__q2_std
minibias_calo_pt__q3_mean
minibias_calo_pt__q3_p1
minibias_calo_pt__q3_p25
minibias_calo_pt__q3_p50
minibias_calo_pt__q3_p75
minibias_calo_pt__q3_p99
minibias_calo_pt__q3_std
minibias_calo_pt__q4_mean
minibias_calo_pt__q4_p1
minibias_calo_pt__q4_p25
minibias_calo_pt__q4_p50
minibias_calo_pt__q4_p75
minibias_calo_pt__q4_p99
minibias_calo_pt__q4_std
minibias_calo_pt__q5_mean
minibias_calo_pt__q5_p1
minibias_calo_pt__q5_p25
minibias_calo_pt__q5_p50
minibias_calo_pt__q5_p75
minibias_calo_pt__q5_p99
minibias_calo_pt__q5_std
minibias_instantLumi__mean
minibias_instantLumi__p1
minibias_instantLumi__p25
minibias_instantLumi__p50
minibias_instantLumi__p75
minibias_instantLumi__p99
minibias_instantLumi__std
minibias_muons_Px_mean
minibias_muons_Px_p1
minibias_muons_Px_p25
minibias_muons_Px_p50
minibias_muons_Px_p75
minibias_muons_Px_p99
minibias_muons_Px_std
minibias_muons_Py_mean
minibias_muons_Py_p1
minibias_muons_Py_p25
minibias_muons_Py_p50
minibias_muons_Py_p75
minibias_muons_Py_p99
minibias_muons_Py_std
minibias_muons_Pz_mean
minibias_muons_Pz_p1
minibias_muons_Pz_p25
minibias_muons_Pz_p50
minibias_muons_Pz_p75
minibias_muons_Pz_p99
minibias_muons_Pz_std
minibias_muons_eta__q1_mean
minibias_muons_eta__q1_p1
minibias_muons_eta__q1_p25
minibias_muons_eta__q1_p50
minibias_muons_eta__q1_p75
minibias_muons_eta__q1_p99
minibias_muons_eta__q1_std
minibias_muons_eta__q2_mean
minibias_muons_eta__q2_p1
minibias_muons_eta__q2_p25
minibias_muons_eta__q2_p50
minibias_muons_eta__q2_p75
minibias_muons_eta__q2_p99
minibias_muons_eta__q2_std
minibias_muons_eta__q3_mean
minibias_muons_eta__q3_p1
minibias_muons_eta__q3_p25
minibias_muons_eta__q3_p50
minibias_muons_eta__q3_p75
minibias_muons_eta__q3_p99
minibias_muons_eta__q3_std
minibias_muons_eta__q4_mean
minibias_muons_eta__q4_p1
minibias_muons_eta__q4_p25
minibias_muons_eta__q4_p50
minibias_muons_eta__q4_p75
minibias_muons_eta__q4_p99
minibias_muons_eta__q4_std
minibias_muons_eta__q5_mean
minibias_muons_eta__q5_p1
minibias_muons_eta__q5_p25
minibias_muons_eta__q5_p50
minibias_muons_eta__q5_p75
minibias_muons_eta__q5_p99
minibias_muons_eta__q5_std
minibias_muons_fX_q1_mean
minibias_muons_fX_q1_p1
minibias_muons_fX_q1_p25
minibias_muons_fX_q1_p50
minibias_muons_fX_q1_p75
minibias_muons_fX_q1_p99
minibias_muons_fX_q1_std
minibias_muons_fX_q2_mean
minibias_muons_fX_q2_p1
minibias_muons_fX_q2_p25
minibias_muons_fX_q2_p50
minibias_muons_fX_q2_p75
minibias_muons_fX_q2_p99
minibias_muons_fX_q2_std
minibias_muons_fX_q3_mean
minibias_muons_fX_q3_p1
minibias_muons_fX_q3_p25
minibias_muons_fX_q3_p50
minibias_muons_fX_q3_p75
minibias_muons_fX_q3_p99
minibias_muons_fX_q3_std
minibias_muons_fX_q4_mean
minibias_muons_fX_q4_p1
minibias_muons_fX_q4_p25
minibias_muons_fX_q4_p50
minibias_muons_fX_q4_p75
minibias_muons_fX_q4_p99
minibias_muons_fX_q4_std
minibias_muons_fX_q5_mean
minibias_muons_fX_q5_p1
minibias_muons_fX_q5_p25
minibias_muons_fX_q5_p50
minibias_muons_fX_q5_p75
minibias_muons_fX_q5_p99
minibias_muons_fX_q5_std
minibias_muons_fY_q1_mean
minibias_muons_fY_q1_p1
minibias_muons_fY_q1_p25
minibias_muons_fY_q1_p50
minibias_muons_fY_q1_p75
minibias_muons_fY_q1_p99
minibias_muons_fY_q1_std
minibias_muons_fY_q2_mean
minibias_muons_fY_q2_p1
minibias_muons_fY_q2_p25
minibias_muons_fY_q2_p50
minibias_muons_fY_q2_p75
minibias_muons_fY_q2_p99
minibias_muons_fY_q2_std
minibias_muons_fY_q3_mean
minibias_muons_fY_q3_p1
minibias_muons_fY_q3_p25
minibias_muons_fY_q3_p50
minibias_muons_fY_q3_p75
minibias_muons_fY_q3_p99
minibias_muons_fY_q3_std
minibias_muons_fY_q4_mean
minibias_muons_fY_q4_p1
minibias_muons_fY_q4_p25
minibias_muons_fY_q4_p50
minibias_muons_fY_q4_p75
minibias_muons_fY_q4_p99
minibias_muons_fY_q4_std
minibias_muons_fY_q5_mean
minibias_muons_fY_q5_p1
minibias_muons_fY_q5_p25
minibias_muons_fY_q5_p50
minibias_muons_fY_q5_p75
minibias_muons_fY_q5_p99
minibias_muons_fY_q5_std
minibias_muons_fZ_q1_mean
minibias_muons_fZ_q1_p1
minibias_muons_fZ_q1_p25
minibias_muons_fZ_q1_p50
minibias_muons_fZ_q1_p75
minibias_muons_fZ_q1_p99
minibias_muons_fZ_q1_std
minibias_muons_fZ_q2_mean
minibias_muons_fZ_q2_p1
minibias_muons_fZ_q2_p25
minibias_muons_fZ_q2_p50
minibias_muons_fZ_q2_p75
minibias_muons_fZ_q2_p99
minibias_muons_fZ_q2_std
minibias_muons_fZ_q3_mean
minibias_muons_fZ_q3_p1
minibias_muons_fZ_q3_p25
minibias_muons_fZ_q3_p50
minibias_muons_fZ_q3_p75
minibias_muons_fZ_q3_p99
minibias_muons_fZ_q3_std
minibias_muons_fZ_q4_mean
minibias_muons_fZ_q4_p1
minibias_muons_fZ_q4_p25
minibias_muons_fZ_q4_p50
minibias_muons_fZ_q4_p75
minibias_muons_fZ_q4_p99
minibias_muons_fZ_q4_std
minibias_muons_fZ_q5_mean
minibias_muons_fZ_q5_p1
minibias_muons_fZ_q5_p25
minibias_muons_fZ_q5_p50
minibias_muons_fZ_q5_p75
minibias_muons_fZ_q5_p99
minibias_muons_fZ_q5_std
minibias_muons_mass__q1_mean
minibias_muons_mass__q1_p1
minibias_muons_mass__q1_p25
minibias_muons_mass__q1_p50
minibias_muons_mass__q1_p75
minibias_muons_mass__q1_p99
minibias_muons_mass__q1_std
minibias_muons_mass__q2_mean
minibias_muons_mass__q2_p1
minibias_muons_mass__q2_p25
minibias_muons_mass__q2_p50
minibias_muons_mass__q2_p75
minibias_muons_mass__q2_p99
minibias_muons_mass__q2_std
minibias_muons_mass__q3_mean
minibias_muons_mass__q3_p1
minibias_muons_mass__q3_p25
minibias_muons_mass__q3_p50
minibias_muons_mass__q3_p75
minibias_muons_mass__q3_p99
minibias_muons_mass__q3_std
minibias_muons_mass__q4_mean
minibias_muons_mass__q4_p1
minibias_muons_mass__q4_p25
minibias_muons_mass__q4_p50
minibias_muons_mass__q4_p75
minibias_muons_mass__q4_p99
minibias_muons_mass__q4_std
minibias_muons_mass__q5_mean
minibias_muons_mass__q5_p1
minibias_muons_mass__q5_p25
minibias_muons_mass__q5_p50
minibias_muons_mass__q5_p75
minibias_muons_mass__q5_p99
minibias_muons_mass__q5_std
minibias_muons_phi__q1_mean
minibias_muons_phi__q1_p1
minibias_muons_phi__q1_p25
minibias_muons_phi__q1_p50
minibias_muons_phi__q1_p75
minibias_muons_phi__q1_p99
minibias_muons_phi__q1_std
minibias_muons_phi__q2_mean
minibias_muons_phi__q2_p1
minibias_muons_phi__q2_p25
minibias_muons_phi__q2_p50
minibias_muons_phi__q2_p75
minibias_muons_phi__q2_p99
minibias_muons_phi__q2_std
minibias_muons_phi__q3_mean
minibias_muons_phi__q3_p1
minibias_muons_phi__q3_p25
minibias_muons_phi__q3_p50
minibias_muons_phi__q3_p75
minibias_muons_phi__q3_p99
minibias_muons_phi__q3_std
minibias_muons_phi__q4_mean
minibias_muons_phi__q4_p1
minibias_muons_phi__q4_p25
minibias_muons_phi__q4_p50
minibias_muons_phi__q4_p75
minibias_muons_phi__q4_p99
minibias_muons_phi__q4_std
minibias_muons_phi__q5_mean
minibias_muons_phi__q5_p1
minibias_muons_phi__q5_p25
minibias_muons_phi__q5_p50
minibias_muons_phi__q5_p75
minibias_muons_phi__q5_p99
minibias_muons_phi__q5_std
minibias_muons_pt__q1_mean
minibias_muons_pt__q1_p1
minibias_muons_pt__q1_p25
minibias_muons_pt__q1_p50
minibias_muons_pt__q1_p75
minibias_muons_pt__q1_p99
minibias_muons_pt__q1_std
minibias_muons_pt__q2_mean
minibias_muons_pt__q2_p1
minibias_muons_pt__q2_p25
minibias_muons_pt__q2_p50
minibias_muons_pt__q2_p75
minibias_muons_pt__q2_p99
minibias_muons_pt__q2_std
minibias_muons_pt__q3_mean
minibias_muons_pt__q3_p1
minibias_muons_pt__q3_p25
minibias_muons_pt__q3_p50
minibias_muons_pt__q3_p75
minibias_muons_pt__q3_p99
minibias_muons_pt__q3_std
minibias_muons_pt__q4_mean
minibias_muons_pt__q4_p1
minibias_muons_pt__q4_p25
minibias_muons_pt__q4_p50
minibias_muons_pt__q4_p75
minibias_muons_pt__q4_p99
minibias_muons_pt__q4_std
minibias_muons_pt__q5_mean
minibias_muons_pt__q5_p1
minibias_muons_pt__q5_p25
minibias_muons_pt__q5_p50
minibias_muons_pt__q5_p75
minibias_muons_pt__q5_p99
minibias_muons_pt__q5_std
minibias_nEvents
minibias_nonZeroWeights
minibias_photons_Px_mean
minibias_photons_Px_p1
minibias_photons_Px_p25
minibias_photons_Px_p50
minibias_photons_Px_p75
minibias_photons_Px_p99
minibias_photons_Px_std
minibias_photons_Py_mean
minibias_photons_Py_p1
minibias_photons_Py_p25
minibias_photons_Py_p50
minibias_photons_Py_p75
minibias_photons_Py_p99
minibias_photons_Py_std
minibias_photons_Pz_mean
minibias_photons_Pz_p1
minibias_photons_Pz_p25
minibias_photons_Pz_p50
minibias_photons_Pz_p75
minibias_photons_Pz_p99
minibias_photons_Pz_std
minibias_photons_eta__q1_mean
minibias_photons_eta__q1_p1
minibias_photons_eta__q1_p25
minibias_photons_eta__q1_p50
minibias_photons_eta__q1_p75
minibias_photons_eta__q1_p99
minibias_photons_eta__q1_std
minibias_photons_eta__q2_mean
minibias_photons_eta__q2_p1
minibias_photons_eta__q2_p25
minibias_photons_eta__q2_p50
minibias_photons_eta__q2_p75
minibias_photons_eta__q2_p99
minibias_photons_eta__q2_std
minibias_photons_eta__q3_mean
minibias_photons_eta__q3_p1
minibias_photons_eta__q3_p25
minibias_photons_eta__q3_p50
minibias_photons_eta__q3_p75
minibias_photons_eta__q3_p99
minibias_photons_eta__q3_std
minibias_photons_eta__q4_mean
minibias_photons_eta__q4_p1
minibias_photons_eta__q4_p25
minibias_photons_eta__q4_p50
minibias_photons_eta__q4_p75
minibias_photons_eta__q4_p99
minibias_photons_eta__q4_std
minibias_photons_eta__q5_mean
minibias_photons_eta__q5_p1
minibias_photons_eta__q5_p25
minibias_photons_eta__q5_p50
minibias_photons_eta__q5_p75
minibias_photons_eta__q5_p99
minibias_photons_eta__q5_std
minibias_photons_fX_q1_mean
minibias_photons_fX_q1_p1
minibias_photons_fX_q1_p25
minibias_photons_fX_q1_p50
minibias_photons_fX_q1_p75
minibias_photons_fX_q1_p99
minibias_photons_fX_q1_std
minibias_photons_fX_q2_mean
minibias_photons_fX_q2_p1
minibias_photons_fX_q2_p25
minibias_photons_fX_q2_p50
minibias_photons_fX_q2_p75
minibias_photons_fX_q2_p99
minibias_photons_fX_q2_std
minibias_photons_fX_q3_mean
minibias_photons_fX_q3_p1
minibias_photons_fX_q3_p25
minibias_photons_fX_q3_p50
minibias_photons_fX_q3_p75
minibias_photons_fX_q3_p99
minibias_photons_fX_q3_std
minibias_photons_fX_q4_mean
minibias_photons_fX_q4_p1
minibias_photons_fX_q4_p25
minibias_photons_fX_q4_p50
minibias_photons_fX_q4_p75
minibias_photons_fX_q4_p99
minibias_photons_fX_q4_std
minibias_photons_fX_q5_mean
minibias_photons_fX_q5_p1
minibias_photons_fX_q5_p25
minibias_photons_fX_q5_p50
minibias_photons_fX_q5_p75
minibias_photons_fX_q5_p99
minibias_photons_fX_q5_std
minibias_photons_fY_q1_mean
minibias_photons_fY_q1_p1
minibias_photons_fY_q1_p25
minibias_photons_fY_q1_p50
minibias_photons_fY_q1_p75
minibias_photons_fY_q1_p99
minibias_photons_fY_q1_std
minibias_photons_fY_q2_mean
minibias_photons_fY_q2_p1
minibias_photons_fY_q2_p25
minibias_photons_fY_q2_p50
minibias_photons_fY_q2_p75
minibias_photons_fY_q2_p99
minibias_photons_fY_q2_std
minibias_photons_fY_q3_mean
minibias_photons_fY_q3_p1
minibias_photons_fY_q3_p25
minibias_photons_fY_q3_p50
minibias_photons_fY_q3_p75
minibias_photons_fY_q3_p99
minibias_photons_fY_q3_std
minibias_photons_fY_q4_mean
minibias_photons_fY_q4_p1
minibias_photons_fY_q4_p25
minibias_photons_fY_q4_p50
minibias_photons_fY_q4_p75
minibias_photons_fY_q4_p99
minibias_photons_fY_q4_std
minibias_photons_fY_q5_mean
minibias_photons_fY_q5_p1
minibias_photons_fY_q5_p25
minibias_photons_fY_q5_p50
minibias_photons_fY_q5_p75
minibias_photons_fY_q5_p99
minibias_photons_fY_q5_std
minibias_photons_fZ_q1_mean
minibias_photons_fZ_q1_p1
minibias_photons_fZ_q1_p25
minibias_photons_fZ_q1_p50
minibias_photons_fZ_q1_p75
minibias_photons_fZ_q1_p99
minibias_photons_fZ_q1_std
minibias_photons_fZ_q2_mean
minibias_photons_fZ_q2_p1
minibias_photons_fZ_q2_p25
minibias_photons_fZ_q2_p50
minibias_photons_fZ_q2_p75
minibias_photons_fZ_q2_p99
minibias_photons_fZ_q2_std
minibias_photons_fZ_q3_mean
minibias_photons_fZ_q3_p1
minibias_photons_fZ_q3_p25
minibias_photons_fZ_q3_p50
minibias_photons_fZ_q3_p75
minibias_photons_fZ_q3_p99
minibias_photons_fZ_q3_std
minibias_photons_fZ_q4_mean
minibias_photons_fZ_q4_p1
minibias_photons_fZ_q4_p25
minibias_photons_fZ_q4_p50
minibias_photons_fZ_q4_p75
minibias_photons_fZ_q4_p99
minibias_photons_fZ_q4_std
minibias_photons_fZ_q5_mean
minibias_photons_fZ_q5_p1
minibias_photons_fZ_q5_p25
minibias_photons_fZ_q5_p50
minibias_photons_fZ_q5_p75
minibias_photons_fZ_q5_p99
minibias_photons_fZ_q5_std
minibias_photons_phi__q1_mean
minibias_photons_phi__q1_p1
minibias_photons_phi__q1_p25
minibias_photons_phi__q1_p50
minibias_photons_phi__q1_p75
minibias_photons_phi__q1_p99
minibias_photons_phi__q1_std
minibias_photons_phi__q2_mean
minibias_photons_phi__q2_p1
minibias_photons_phi__q2_p25
minibias_photons_phi__q2_p50
minibias_photons_phi__q2_p75
minibias_photons_phi__q2_p99
minibias_photons_phi__q2_std
minibias_photons_phi__q3_mean
minibias_photons_phi__q3_p1
minibias_photons_phi__q3_p25
minibias_photons_phi__q3_p50
minibias_photons_phi__q3_p75
minibias_photons_phi__q3_p99
minibias_photons_phi__q3_std
minibias_photons_phi__q4_mean
minibias_photons_phi__q4_p1
minibias_photons_phi__q4_p25
minibias_photons_phi__q4_p50
minibias_photons_phi__q4_p75
minibias_photons_phi__q4_p99
minibias_photons_phi__q4_std
minibias_photons_phi__q5_mean
minibias_photons_phi__q5_p1
minibias_photons_phi__q5_p25
minibias_photons_phi__q5_p50
minibias_photons_phi__q5_p75
minibias_photons_phi__q5_p99
minibias_photons_phi__q5_std
minibias_photons_pt__q1_mean
minibias_photons_pt__q1_p1
minibias_photons_pt__q1_p25
minibias_photons_pt__q1_p50
minibias_photons_pt__q1_p75
minibias_photons_pt__q1_p99
minibias_photons_pt__q1_std
minibias_photons_pt__q2_mean
minibias_photons_pt__q2_p1
minibias_photons_pt__q2_p25
minibias_photons_pt__q2_p50
minibias_photons_pt__q2_p75
minibias_photons_pt__q2_p99
minibias_photons_pt__q2_std
minibias_photons_pt__q3_mean
minibias_photons_pt__q3_p1
minibias_photons_pt__q3_p25
minibias_photons_pt__q3_p50
minibias_photons_pt__q3_p75
minibias_photons_pt__q3_p99
minibias_photons_pt__q3_std
minibias_photons_pt__q4_mean
minibias_photons_pt__q4_p1
minibias_photons_pt__q4_p25
minibias_photons_pt__q4_p50
minibias_photons_pt__q4_p75
minibias_photons_pt__q4_p99
minibias_photons_pt__q4_std
minibias_photons_pt__q5_mean
minibias_photons_pt__q5_p1
minibias_photons_pt__q5_p25
minibias_photons_pt__q5_p50
minibias_photons_pt__q5_p75
minibias_photons_pt__q5_p99
minibias_photons_pt__q5_std
muons_PF_Px_mean
muons_PF_Px_p1
muons_PF_Px_p25
muons_PF_Px_p50
muons_PF_Px_p75
muons_PF_Px_p99
muons_PF_Px_std
muons_PF_Py_mean
muons_PF_Py_p1
muons_PF_Py_p25
muons_PF_Py_p50
muons_PF_Py_p75
muons_PF_Py_p99
muons_PF_Py_std
muons_PF_Pz_mean
muons_PF_Pz_p1
muons_PF_Pz_p25
muons_PF_Pz_p50
muons_PF_Pz_p75
muons_PF_Pz_p99
muons_PF_Pz_std
muons_PF_eta__q1_mean
muons_PF_eta__q1_p1
muons_PF_eta__q1_p25
muons_PF_eta__q1_p50
muons_PF_eta__q1_p75
muons_PF_eta__q1_p99
muons_PF_eta__q1_std
muons_PF_eta__q2_mean
muons_PF_eta__q2_p1
muons_PF_eta__q2_p25
muons_PF_eta__q2_p50
muons_PF_eta__q2_p75
muons_PF_eta__q2_p99
muons_PF_eta__q2_std
muons_PF_eta__q3_mean
muons_PF_eta__q3_p1
muons_PF_eta__q3_p25
muons_PF_eta__q3_p50
muons_PF_eta__q3_p75
muons_PF_eta__q3_p99
muons_PF_eta__q3_std
muons_PF_eta__q4_mean
muons_PF_eta__q4_p1
muons_PF_eta__q4_p25
muons_PF_eta__q4_p50
muons_PF_eta__q4_p75
muons_PF_eta__q4_p99
muons_PF_eta__q4_std
muons_PF_eta__q5_mean
muons_PF_eta__q5_p1
muons_PF_eta__q5_p25
muons_PF_eta__q5_p50
muons_PF_eta__q5_p75
muons_PF_eta__q5_p99
muons_PF_eta__q5_std
muons_PF_phi__q1_mean
muons_PF_phi__q1_p1
muons_PF_phi__q1_p25
muons_PF_phi__q1_p50
muons_PF_phi__q1_p75
muons_PF_phi__q1_p99
muons_PF_phi__q1_std
muons_PF_phi__q2_mean
muons_PF_phi__q2_p1
muons_PF_phi__q2_p25
muons_PF_phi__q2_p50
muons_PF_phi__q2_p75
muons_PF_phi__q2_p99
muons_PF_phi__q2_std
muons_PF_phi__q3_mean
muons_PF_phi__q3_p1
muons_PF_phi__q3_p25
muons_PF_phi__q3_p50
muons_PF_phi__q3_p75
muons_PF_phi__q3_p99
muons_PF_phi__q3_std
muons_PF_phi__q4_mean
muons_PF_phi__q4_p1
muons_PF_phi__q4_p25
muons_PF_phi__q4_p50
muons_PF_phi__q4_p75
muons_PF_phi__q4_p99
muons_PF_phi__q4_std
muons_PF_phi__q5_mean
muons_PF_phi__q5_p1
muons_PF_phi__q5_p25
muons_PF_phi__q5_p50
muons_PF_phi__q5_p75
muons_PF_phi__q5_p99
muons_PF_phi__q5_std
muons_PF_pt__q1_mean
muons_PF_pt__q1_p1
muons_PF_pt__q1_p25
muons_PF_pt__q1_p50
muons_PF_pt__q1_p75
muons_PF_pt__q1_p99
muons_PF_pt__q1_std
muons_PF_pt__q2_mean
muons_PF_pt__q2_p1
muons_PF_pt__q2_p25
muons_PF_pt__q2_p50
muons_PF_pt__q2_p75
muons_PF_pt__q2_p99
muons_PF_pt__q2_std
muons_PF_pt__q3_mean
muons_PF_pt__q3_p1
muons_PF_pt__q3_p25
muons_PF_pt__q3_p50
muons_PF_pt__q3_p75
muons_PF_pt__q3_p99
muons_PF_pt__q3_std
muons_PF_pt__q4_mean
muons_PF_pt__q4_p1
muons_PF_pt__q4_p25
muons_PF_pt__q4_p50
muons_PF_pt__q4_p75
muons_PF_pt__q4_p99
muons_PF_pt__q4_std
muons_PF_pt__q5_mean
muons_PF_pt__q5_p1
muons_PF_pt__q5_p25
muons_PF_pt__q5_p50
muons_PF_pt__q5_p75
muons_PF_pt__q5_p99
muons_PF_pt__q5_std
muons_calo_Px_mean
muons_calo_Px_p1
muons_calo_Px_p25
muons_calo_Px_p50
muons_calo_Px_p75
muons_calo_Px_p99
muons_calo_Px_std
muons_calo_Py_mean
muons_calo_Py_p1
muons_calo_Py_p25
muons_calo_Py_p50
muons_calo_Py_p75
muons_calo_Py_p99
muons_calo_Py_std
muons_calo_Pz_mean
muons_calo_Pz_p1
muons_calo_Pz_p25
muons_calo_Pz_p50
muons_calo_Pz_p75
muons_calo_Pz_p99
muons_calo_Pz_std
muons_calo_eta__q1_mean
muons_calo_eta__q1_p1
muons_calo_eta__q1_p25
muons_calo_eta__q1_p50
muons_calo_eta__q1_p75
muons_calo_eta__q1_p99
muons_calo_eta__q1_std
muons_calo_eta__q2_mean
muons_calo_eta__q2_p1
muons_calo_eta__q2_p25
muons_calo_eta__q2_p50
muons_calo_eta__q2_p75
muons_calo_eta__q2_p99
muons_calo_eta__q2_std
muons_calo_eta__q3_mean
muons_calo_eta__q3_p1
muons_calo_eta__q3_p25
muons_calo_eta__q3_p50
muons_calo_eta__q3_p75
muons_calo_eta__q3_p99
muons_calo_eta__q3_std
muons_calo_eta__q4_mean
muons_calo_eta__q4_p1
muons_calo_eta__q4_p25
muons_calo_eta__q4_p50
muons_calo_eta__q4_p75
muons_calo_eta__q4_p99
muons_calo_eta__q4_std
muons_calo_eta__q5_mean
muons_calo_eta__q5_p1
muons_calo_eta__q5_p25
muons_calo_eta__q5_p50
muons_calo_eta__q5_p75
muons_calo_eta__q5_p99
muons_calo_eta__q5_std
muons_calo_fX_q1_mean
muons_calo_fX_q1_p1
muons_calo_fX_q1_p25
muons_calo_fX_q1_p50
muons_calo_fX_q1_p75
muons_calo_fX_q1_p99
muons_calo_fX_q1_std
muons_calo_fX_q2_mean
muons_calo_fX_q2_p1
muons_calo_fX_q2_p25
muons_calo_fX_q2_p50
muons_calo_fX_q2_p75
muons_calo_fX_q2_p99
muons_calo_fX_q2_std
muons_calo_fX_q3_mean
muons_calo_fX_q3_p1
muons_calo_fX_q3_p25
muons_calo_fX_q3_p50
muons_calo_fX_q3_p75
muons_calo_fX_q3_p99
muons_calo_fX_q3_std
muons_calo_fX_q4_mean
muons_calo_fX_q4_p1
muons_calo_fX_q4_p25
muons_calo_fX_q4_p50
muons_calo_fX_q4_p75
muons_calo_fX_q4_p99
muons_calo_fX_q4_std
muons_calo_fX_q5_mean
muons_calo_fX_q5_p1
muons_calo_fX_q5_p25
muons_calo_fX_q5_p50
muons_calo_fX_q5_p75
muons_calo_fX_q5_p99
muons_calo_fX_q5_std
muons_calo_fY_q1_mean
muons_calo_fY_q1_p1
muons_calo_fY_q1_p25
muons_calo_fY_q1_p50
muons_calo_fY_q1_p75
muons_calo_fY_q1_p99
muons_calo_fY_q1_std
muons_calo_fY_q2_mean
muons_calo_fY_q2_p1
muons_calo_fY_q2_p25
muons_calo_fY_q2_p50
muons_calo_fY_q2_p75
muons_calo_fY_q2_p99
muons_calo_fY_q2_std
muons_calo_fY_q3_mean
muons_calo_fY_q3_p1
muons_calo_fY_q3_p25
muons_calo_fY_q3_p50
muons_calo_fY_q3_p75
muons_calo_fY_q3_p99
muons_calo_fY_q3_std
muons_calo_fY_q4_mean
muons_calo_fY_q4_p1
muons_calo_fY_q4_p25
muons_calo_fY_q4_p50
muons_calo_fY_q4_p75
muons_calo_fY_q4_p99
muons_calo_fY_q4_std
muons_calo_fY_q5_mean
muons_calo_fY_q5_p1
muons_calo_fY_q5_p25
muons_calo_fY_q5_p50
muons_calo_fY_q5_p75
muons_calo_fY_q5_p99
muons_calo_fY_q5_std
muons_calo_fZ_q1_mean
muons_calo_fZ_q1_p1
muons_calo_fZ_q1_p25
muons_calo_fZ_q1_p50
muons_calo_fZ_q1_p75
muons_calo_fZ_q1_p99
muons_calo_fZ_q1_std
muons_calo_fZ_q2_mean
muons_calo_fZ_q2_p1
muons_calo_fZ_q2_p25
muons_calo_fZ_q2_p50
muons_calo_fZ_q2_p75
muons_calo_fZ_q2_p99
muons_calo_fZ_q2_std
muons_calo_fZ_q3_mean
muons_calo_fZ_q3_p1
muons_calo_fZ_q3_p25
muons_calo_fZ_q3_p50
muons_calo_fZ_q3_p75
muons_calo_fZ_q3_p99
muons_calo_fZ_q3_std
muons_calo_fZ_q4_mean
muons_calo_fZ_q4_p1
muons_calo_fZ_q4_p25
muons_calo_fZ_q4_p50
muons_calo_fZ_q4_p75
muons_calo_fZ_q4_p99
muons_calo_fZ_q4_std
muons_calo_fZ_q5_mean
muons_calo_fZ_q5_p1
muons_calo_fZ_q5_p25
muons_calo_fZ_q5_p50
muons_calo_fZ_q5_p75
muons_calo_fZ_q5_p99
muons_calo_fZ_q5_std
muons_calo_mass__q1_mean
muons_calo_mass__q1_p1
muons_calo_mass__q1_p25
muons_calo_mass__q1_p50
muons_calo_mass__q1_p75
muons_calo_mass__q1_p99
muons_calo_mass__q1_std
muons_calo_mass__q2_mean
muons_calo_mass__q2_p1
muons_calo_mass__q2_p25
muons_calo_mass__q2_p50
muons_calo_mass__q2_p75
muons_calo_mass__q2_p99
muons_calo_mass__q2_std
muons_calo_mass__q3_mean
muons_calo_mass__q3_p1
muons_calo_mass__q3_p25
muons_calo_mass__q3_p50
muons_calo_mass__q3_p75
muons_calo_mass__q3_p99
muons_calo_mass__q3_std
muons_calo_mass__q4_mean
muons_calo_mass__q4_p1
muons_calo_mass__q4_p25
muons_calo_mass__q4_p50
muons_calo_mass__q4_p75
muons_calo_mass__q4_p99
muons_calo_mass__q4_std
muons_calo_mass__q5_mean
muons_calo_mass__q5_p1
muons_calo_mass__q5_p25
muons_calo_mass__q5_p50
muons_calo_mass__q5_p75
muons_calo_mass__q5_p99
muons_calo_mass__q5_std
muons_calo_phi__q1_mean
muons_calo_phi__q1_p1
muons_calo_phi__q1_p25
muons_calo_phi__q1_p50
muons_calo_phi__q1_p75
muons_calo_phi__q1_p99
muons_calo_phi__q1_std
muons_calo_phi__q2_mean
muons_calo_phi__q2_p1
muons_calo_phi__q2_p25
muons_calo_phi__q2_p50
muons_calo_phi__q2_p75
muons_calo_phi__q2_p99
muons_calo_phi__q2_std
muons_calo_phi__q3_mean
muons_calo_phi__q3_p1
muons_calo_phi__q3_p25
muons_calo_phi__q3_p50
muons_calo_phi__q3_p75
muons_calo_phi__q3_p99
muons_calo_phi__q3_std
muons_calo_phi__q4_mean
muons_calo_phi__q4_p1
muons_calo_phi__q4_p25
muons_calo_phi__q4_p50
muons_calo_phi__q4_p75
muons_calo_phi__q4_p99
muons_calo_phi__q4_std
muons_calo_phi__q5_mean
muons_calo_phi__q5_p1
muons_calo_phi__q5_p25
muons_calo_phi__q5_p50
muons_calo_phi__q5_p75
muons_calo_phi__q5_p99
muons_calo_phi__q5_std
muons_calo_pt__q1_mean
muons_calo_pt__q1_p1
muons_calo_pt__q1_p25
muons_calo_pt__q1_p50
muons_calo_pt__q1_p75
muons_calo_pt__q1_p99
muons_calo_pt__q1_std
muons_calo_pt__q2_mean
muons_calo_pt__q2_p1
muons_calo_pt__q2_p25
muons_calo_pt__q2_p50
muons_calo_pt__q2_p75
muons_calo_pt__q2_p99
muons_calo_pt__q2_std
muons_calo_pt__q3_mean
muons_calo_pt__q3_p1
muons_calo_pt__q3_p25
muons_calo_pt__q3_p50
muons_calo_pt__q3_p75
muons_calo_pt__q3_p99
muons_calo_pt__q3_std
muons_calo_pt__q4_mean
muons_calo_pt__q4_p1
muons_calo_pt__q4_p25
muons_calo_pt__q4_p50
muons_calo_pt__q4_p75
muons_calo_pt__q4_p99
muons_calo_pt__q4_std
muons_calo_pt__q5_mean
muons_calo_pt__q5_p1
muons_calo_pt__q5_p25
muons_calo_pt__q5_p50
muons_calo_pt__q5_p75
muons_calo_pt__q5_p99
muons_calo_pt__q5_std
muons_instantLumi__mean
muons_instantLumi__p1
muons_instantLumi__p25
muons_instantLumi__p50
muons_instantLumi__p75
muons_instantLumi__p99
muons_instantLumi__std
muons_muons_Px_mean
muons_muons_Px_p1
muons_muons_Px_p25
muons_muons_Px_p50
muons_muons_Px_p75
muons_muons_Px_p99
muons_muons_Px_std
muons_muons_Py_mean
muons_muons_Py_p1
muons_muons_Py_p25
muons_muons_Py_p50
muons_muons_Py_p75
muons_muons_Py_p99
muons_muons_Py_std
muons_muons_Pz_mean
muons_muons_Pz_p1
muons_muons_Pz_p25
muons_muons_Pz_p50
muons_muons_Pz_p75
muons_muons_Pz_p99
muons_muons_Pz_std
muons_muons_eta__q1_mean
muons_muons_eta__q1_p1
muons_muons_eta__q1_p25
muons_muons_eta__q1_p50
muons_muons_eta__q1_p75
muons_muons_eta__q1_p99
muons_muons_eta__q1_std
muons_muons_eta__q2_mean
muons_muons_eta__q2_p1
muons_muons_eta__q2_p25
muons_muons_eta__q2_p50
muons_muons_eta__q2_p75
muons_muons_eta__q2_p99
muons_muons_eta__q2_std
muons_muons_eta__q3_mean
muons_muons_eta__q3_p1
muons_muons_eta__q3_p25
muons_muons_eta__q3_p50
muons_muons_eta__q3_p75
muons_muons_eta__q3_p99
muons_muons_eta__q3_std
muons_muons_eta__q4_mean
muons_muons_eta__q4_p1
muons_muons_eta__q4_p25
muons_muons_eta__q4_p50
muons_muons_eta__q4_p75
muons_muons_eta__q4_p99
muons_muons_eta__q4_std
muons_muons_eta__q5_mean
muons_muons_eta__q5_p1
muons_muons_eta__q5_p25
muons_muons_eta__q5_p50
muons_muons_eta__q5_p75
muons_muons_eta__q5_p99
muons_muons_eta__q5_std
muons_muons_fX_q1_mean
muons_muons_fX_q1_p1
muons_muons_fX_q1_p25
muons_muons_fX_q1_p50
muons_muons_fX_q1_p75
muons_muons_fX_q1_p99
muons_muons_fX_q1_std
muons_muons_fX_q2_mean
muons_muons_fX_q2_p1
muons_muons_fX_q2_p25
muons_muons_fX_q2_p50
muons_muons_fX_q2_p75
muons_muons_fX_q2_p99
muons_muons_fX_q2_std
muons_muons_fX_q3_mean
muons_muons_fX_q3_p1
muons_muons_fX_q3_p25
muons_muons_fX_q3_p50
muons_muons_fX_q3_p75
muons_muons_fX_q3_p99
muons_muons_fX_q3_std
muons_muons_fX_q4_mean
muons_muons_fX_q4_p1
muons_muons_fX_q4_p25
muons_muons_fX_q4_p50
muons_muons_fX_q4_p75
muons_muons_fX_q4_p99
muons_muons_fX_q4_std
muons_muons_fX_q5_mean
muons_muons_fX_q5_p1
muons_muons_fX_q5_p25
muons_muons_fX_q5_p50
muons_muons_fX_q5_p75
muons_muons_fX_q5_p99
muons_muons_fX_q5_std
muons_muons_fY_q1_mean
muons_muons_fY_q1_p1
muons_muons_fY_q1_p25
muons_muons_fY_q1_p50
muons_muons_fY_q1_p75
muons_muons_fY_q1_p99
muons_muons_fY_q1_std
muons_muons_fY_q2_mean
muons_muons_fY_q2_p1
muons_muons_fY_q2_p25
muons_muons_fY_q2_p50
muons_muons_fY_q2_p75
muons_muons_fY_q2_p99
muons_muons_fY_q2_std
muons_muons_fY_q3_mean
muons_muons_fY_q3_p1
muons_muons_fY_q3_p25
muons_muons_fY_q3_p50
muons_muons_fY_q3_p75
muons_muons_fY_q3_p99
muons_muons_fY_q3_std
muons_muons_fY_q4_mean
muons_muons_fY_q4_p1
muons_muons_fY_q4_p25
muons_muons_fY_q4_p50
muons_muons_fY_q4_p75
muons_muons_fY_q4_p99
muons_muons_fY_q4_std
muons_muons_fY_q5_mean
muons_muons_fY_q5_p1
muons_muons_fY_q5_p25
muons_muons_fY_q5_p50
muons_muons_fY_q5_p75
muons_muons_fY_q5_p99
muons_muons_fY_q5_std
muons_muons_fZ_q1_mean
muons_muons_fZ_q1_p1
muons_muons_fZ_q1_p25
muons_muons_fZ_q1_p50
muons_muons_fZ_q1_p75
muons_muons_fZ_q1_p99
muons_muons_fZ_q1_std
muons_muons_fZ_q2_mean
muons_muons_fZ_q2_p1
muons_muons_fZ_q2_p25
muons_muons_fZ_q2_p50
muons_muons_fZ_q2_p75
muons_muons_fZ_q2_p99
muons_muons_fZ_q2_std
muons_muons_fZ_q3_mean
muons_muons_fZ_q3_p1
muons_muons_fZ_q3_p25
muons_muons_fZ_q3_p50
muons_muons_fZ_q3_p75
muons_muons_fZ_q3_p99
muons_muons_fZ_q3_std
muons_muons_fZ_q4_mean
muons_muons_fZ_q4_p1
muons_muons_fZ_q4_p25
muons_muons_fZ_q4_p50
muons_muons_fZ_q4_p75
muons_muons_fZ_q4_p99
muons_muons_fZ_q4_std
muons_muons_fZ_q5_mean
muons_muons_fZ_q5_p1
muons_muons_fZ_q5_p25
muons_muons_fZ_q5_p50
muons_muons_fZ_q5_p75
muons_muons_fZ_q5_p99
muons_muons_fZ_q5_std
muons_muons_mass__q1_mean
muons_muons_mass__q1_p1
muons_muons_mass__q1_p25
muons_muons_mass__q1_p50
muons_muons_mass__q1_p75
muons_muons_mass__q1_p99
muons_muons_mass__q1_std
muons_muons_mass__q2_mean
muons_muons_mass__q2_p1
muons_muons_mass__q2_p25
muons_muons_mass__q2_p50
muons_muons_mass__q2_p75
muons_muons_mass__q2_p99
muons_muons_mass__q2_std
muons_muons_mass__q3_mean
muons_muons_mass__q3_p1
muons_muons_mass__q3_p25
muons_muons_mass__q3_p50
muons_muons_mass__q3_p75
muons_muons_mass__q3_p99
muons_muons_mass__q3_std
muons_muons_mass__q4_mean
muons_muons_mass__q4_p1
muons_muons_mass__q4_p25
muons_muons_mass__q4_p50
muons_muons_mass__q4_p75
muons_muons_mass__q4_p99
muons_muons_mass__q4_std
muons_muons_mass__q5_mean
muons_muons_mass__q5_p1
muons_muons_mass__q5_p25
muons_muons_mass__q5_p50
muons_muons_mass__q5_p75
muons_muons_mass__q5_p99
muons_muons_mass__q5_std
muons_muons_phi__q1_mean
muons_muons_phi__q1_p1
muons_muons_phi__q1_p25
muons_muons_phi__q1_p50
muons_muons_phi__q1_p75
muons_muons_phi__q1_p99
muons_muons_phi__q1_std
muons_muons_phi__q2_mean
muons_muons_phi__q2_p1
muons_muons_phi__q2_p25
muons_muons_phi__q2_p50
muons_muons_phi__q2_p75
muons_muons_phi__q2_p99
muons_muons_phi__q2_std
muons_muons_phi__q3_mean
muons_muons_phi__q3_p1
muons_muons_phi__q3_p25
muons_muons_phi__q3_p50
muons_muons_phi__q3_p75
muons_muons_phi__q3_p99
muons_muons_phi__q3_std
muons_muons_phi__q4_mean
muons_muons_phi__q4_p1
muons_muons_phi__q4_p25
muons_muons_phi__q4_p50
muons_muons_phi__q4_p75
muons_muons_phi__q4_p99
muons_muons_phi__q4_std
muons_muons_phi__q5_mean
muons_muons_phi__q5_p1
muons_muons_phi__q5_p25
muons_muons_phi__q5_p50
muons_muons_phi__q5_p75
muons_muons_phi__q5_p99
muons_muons_phi__q5_std
muons_muons_pt__q1_mean
muons_muons_pt__q1_p1
muons_muons_pt__q1_p25
muons_muons_pt__q1_p50
muons_muons_pt__q1_p75
muons_muons_pt__q1_p99
muons_muons_pt__q1_std
muons_muons_pt__q2_mean
muons_muons_pt__q2_p1
muons_muons_pt__q2_p25
muons_muons_pt__q2_p50
muons_muons_pt__q2_p75
muons_muons_pt__q2_p99
muons_muons_pt__q2_std
muons_muons_pt__q3_mean
muons_muons_pt__q3_p1
muons_muons_pt__q3_p25
muons_muons_pt__q3_p50
muons_muons_pt__q3_p75
muons_muons_pt__q3_p99
muons_muons_pt__q3_std
muons_muons_pt__q4_mean
muons_muons_pt__q4_p1
muons_muons_pt__q4_p25
muons_muons_pt__q4_p50
muons_muons_pt__q4_p75
muons_muons_pt__q4_p99
muons_muons_pt__q4_std
muons_muons_pt__q5_mean
muons_muons_pt__q5_p1
muons_muons_pt__q5_p25
muons_muons_pt__q5_p50
muons_muons_pt__q5_p75
muons_muons_pt__q5_p99
muons_muons_pt__q5_std
muons_nEvents
muons_nonZeroWeights
muons_photons_Px_mean
muons_photons_Px_p1
muons_photons_Px_p25
muons_photons_Px_p50
muons_photons_Px_p75
muons_photons_Px_p99
muons_photons_Px_std
muons_photons_Py_mean
muons_photons_Py_p1
muons_photons_Py_p25
muons_photons_Py_p50
muons_photons_Py_p75
muons_photons_Py_p99
muons_photons_Py_std
muons_photons_Pz_mean
muons_photons_Pz_p1
muons_photons_Pz_p25
muons_photons_Pz_p50
muons_photons_Pz_p75
muons_photons_Pz_p99
muons_photons_Pz_std
muons_photons_eta__q1_mean
muons_photons_eta__q1_p1
muons_photons_eta__q1_p25
muons_photons_eta__q1_p50
muons_photons_eta__q1_p75
muons_photons_eta__q1_p99
muons_photons_eta__q1_std
muons_photons_eta__q2_mean
muons_photons_eta__q2_p1
muons_photons_eta__q2_p25
muons_photons_eta__q2_p50
muons_photons_eta__q2_p75
muons_photons_eta__q2_p99
muons_photons_eta__q2_std
muons_photons_eta__q3_mean
muons_photons_eta__q3_p1
muons_photons_eta__q3_p25
muons_photons_eta__q3_p50
muons_photons_eta__q3_p75
muons_photons_eta__q3_p99
muons_photons_eta__q3_std
muons_photons_eta__q4_mean
muons_photons_eta__q4_p1
muons_photons_eta__q4_p25
muons_photons_eta__q4_p50
muons_photons_eta__q4_p75
muons_photons_eta__q4_p99
muons_photons_eta__q4_std
muons_photons_eta__q5_mean
muons_photons_eta__q5_p1
muons_photons_eta__q5_p25
muons_photons_eta__q5_p50
muons_photons_eta__q5_p75
muons_photons_eta__q5_p99
muons_photons_eta__q5_std
muons_photons_fX_q1_mean
muons_photons_fX_q1_p1
muons_photons_fX_q1_p25
muons_photons_fX_q1_p50
muons_photons_fX_q1_p75
muons_photons_fX_q1_p99
muons_photons_fX_q1_std
muons_photons_fX_q2_mean
muons_photons_fX_q2_p1
muons_photons_fX_q2_p25
muons_photons_fX_q2_p50
muons_photons_fX_q2_p75
muons_photons_fX_q2_p99
muons_photons_fX_q2_std
muons_photons_fX_q3_mean
muons_photons_fX_q3_p1
muons_photons_fX_q3_p25
muons_photons_fX_q3_p50
muons_photons_fX_q3_p75
muons_photons_fX_q3_p99
muons_photons_fX_q3_std
muons_photons_fX_q4_mean
muons_photons_fX_q4_p1
muons_photons_fX_q4_p25
muons_photons_fX_q4_p50
muons_photons_fX_q4_p75
muons_photons_fX_q4_p99
muons_photons_fX_q4_std
muons_photons_fX_q5_mean
muons_photons_fX_q5_p1
muons_photons_fX_q5_p25
muons_photons_fX_q5_p50
muons_photons_fX_q5_p75
muons_photons_fX_q5_p99
muons_photons_fX_q5_std
muons_photons_fY_q1_mean
muons_photons_fY_q1_p1
muons_photons_fY_q1_p25
muons_photons_fY_q1_p50
muons_photons_fY_q1_p75
muons_photons_fY_q1_p99
muons_photons_fY_q1_std
muons_photons_fY_q2_mean
muons_photons_fY_q2_p1
muons_photons_fY_q2_p25
muons_photons_fY_q2_p50
muons_photons_fY_q2_p75
muons_photons_fY_q2_p99
muons_photons_fY_q2_std
muons_photons_fY_q3_mean
muons_photons_fY_q3_p1
muons_photons_fY_q3_p25
muons_photons_fY_q3_p50
muons_photons_fY_q3_p75
muons_photons_fY_q3_p99
muons_photons_fY_q3_std
muons_photons_fY_q4_mean
muons_photons_fY_q4_p1
muons_photons_fY_q4_p25
muons_photons_fY_q4_p50
muons_photons_fY_q4_p75
muons_photons_fY_q4_p99
muons_photons_fY_q4_std
muons_photons_fY_q5_mean
muons_photons_fY_q5_p1
muons_photons_fY_q5_p25
muons_photons_fY_q5_p50
muons_photons_fY_q5_p75
muons_photons_fY_q5_p99
muons_photons_fY_q5_std
muons_photons_fZ_q1_mean
muons_photons_fZ_q1_p1
muons_photons_fZ_q1_p25
muons_photons_fZ_q1_p50
muons_photons_fZ_q1_p75
muons_photons_fZ_q1_p99
muons_photons_fZ_q1_std
muons_photons_fZ_q2_mean
muons_photons_fZ_q2_p1
muons_photons_fZ_q2_p25
muons_photons_fZ_q2_p50
muons_photons_fZ_q2_p75
muons_photons_fZ_q2_p99
muons_photons_fZ_q2_std
muons_photons_fZ_q3_mean
muons_photons_fZ_q3_p1
muons_photons_fZ_q3_p25
muons_photons_fZ_q3_p50
muons_photons_fZ_q3_p75
muons_photons_fZ_q3_p99
muons_photons_fZ_q3_std
muons_photons_fZ_q4_mean
muons_photons_fZ_q4_p1
muons_photons_fZ_q4_p25
muons_photons_fZ_q4_p50
muons_photons_fZ_q4_p75
muons_photons_fZ_q4_p99
muons_photons_fZ_q4_std
muons_photons_fZ_q5_mean
muons_photons_fZ_q5_p1
muons_photons_fZ_q5_p25
muons_photons_fZ_q5_p50
muons_photons_fZ_q5_p75
muons_photons_fZ_q5_p99
muons_photons_fZ_q5_std
muons_photons_phi__q1_mean
muons_photons_phi__q1_p1
muons_photons_phi__q1_p25
muons_photons_phi__q1_p50
muons_photons_phi__q1_p75
muons_photons_phi__q1_p99
muons_photons_phi__q1_std
muons_photons_phi__q2_mean
muons_photons_phi__q2_p1
muons_photons_phi__q2_p25
muons_photons_phi__q2_p50
muons_photons_phi__q2_p75
muons_photons_phi__q2_p99
muons_photons_phi__q2_std
muons_photons_phi__q3_mean
muons_photons_phi__q3_p1
muons_photons_phi__q3_p25
muons_photons_phi__q3_p50
muons_photons_phi__q3_p75
muons_photons_phi__q3_p99
muons_photons_phi__q3_std
muons_photons_phi__q4_mean
muons_photons_phi__q4_p1
muons_photons_phi__q4_p25
muons_photons_phi__q4_p50
muons_photons_phi__q4_p75
muons_photons_phi__q4_p99
muons_photons_phi__q4_std
muons_photons_phi__q5_mean
muons_photons_phi__q5_p1
muons_photons_phi__q5_p25
muons_photons_phi__q5_p50
muons_photons_phi__q5_p75
muons_photons_phi__q5_p99
muons_photons_phi__q5_std
muons_photons_pt__q1_mean
muons_photons_pt__q1_p1
muons_photons_pt__q1_p25
muons_photons_pt__q1_p50
muons_photons_pt__q1_p75
muons_photons_pt__q1_p99
muons_photons_pt__q1_std
muons_photons_pt__q2_mean
muons_photons_pt__q2_p1
muons_photons_pt__q2_p25
muons_photons_pt__q2_p50
muons_photons_pt__q2_p75
muons_photons_pt__q2_p99
muons_photons_pt__q2_std
muons_photons_pt__q3_mean
muons_photons_pt__q3_p1
muons_photons_pt__q3_p25
muons_photons_pt__q3_p50
muons_photons_pt__q3_p75
muons_photons_pt__q3_p99
muons_photons_pt__q3_std
muons_photons_pt__q4_mean
muons_photons_pt__q4_p1
muons_photons_pt__q4_p25
muons_photons_pt__q4_p50
muons_photons_pt__q4_p75
muons_photons_pt__q4_p99
muons_photons_pt__q4_std
muons_photons_pt__q5_mean
muons_photons_pt__q5_p1
muons_photons_pt__q5_p25
muons_photons_pt__q5_p50
muons_photons_pt__q5_p75
muons_photons_pt__q5_p99
muons_photons_pt__q5_std
photons_PF_Px_mean
photons_PF_Px_p1
photons_PF_Px_p25
photons_PF_Px_p50
photons_PF_Px_p75
photons_PF_Px_p99
photons_PF_Px_std
photons_PF_Py_mean
photons_PF_Py_p1
photons_PF_Py_p25
photons_PF_Py_p50
photons_PF_Py_p75
photons_PF_Py_p99
photons_PF_Py_std
photons_PF_Pz_mean
photons_PF_Pz_p1
photons_PF_Pz_p25
photons_PF_Pz_p50
photons_PF_Pz_p75
photons_PF_Pz_p99
photons_PF_Pz_std
photons_PF_eta__q1_mean
photons_PF_eta__q1_p1
photons_PF_eta__q1_p25
photons_PF_eta__q1_p50
photons_PF_eta__q1_p75
photons_PF_eta__q1_p99
photons_PF_eta__q1_std
photons_PF_eta__q2_mean
photons_PF_eta__q2_p1
photons_PF_eta__q2_p25
photons_PF_eta__q2_p50
photons_PF_eta__q2_p75
photons_PF_eta__q2_p99
photons_PF_eta__q2_std
photons_PF_eta__q3_mean
photons_PF_eta__q3_p1
photons_PF_eta__q3_p25
photons_PF_eta__q3_p50
photons_PF_eta__q3_p75
photons_PF_eta__q3_p99
photons_PF_eta__q3_std
photons_PF_eta__q4_mean
photons_PF_eta__q4_p1
photons_PF_eta__q4_p25
photons_PF_eta__q4_p50
photons_PF_eta__q4_p75
photons_PF_eta__q4_p99
photons_PF_eta__q4_std
photons_PF_eta__q5_mean
photons_PF_eta__q5_p1
photons_PF_eta__q5_p25
photons_PF_eta__q5_p50
photons_PF_eta__q5_p75
photons_PF_eta__q5_p99
photons_PF_eta__q5_std
photons_PF_phi__q1_mean
photons_PF_phi__q1_p1
photons_PF_phi__q1_p25
photons_PF_phi__q1_p50
photons_PF_phi__q1_p75
photons_PF_phi__q1_p99
photons_PF_phi__q1_std
photons_PF_phi__q2_mean
photons_PF_phi__q2_p1
photons_PF_phi__q2_p25
photons_PF_phi__q2_p50
photons_PF_phi__q2_p75
photons_PF_phi__q2_p99
photons_PF_phi__q2_std
photons_PF_phi__q3_mean
photons_PF_phi__q3_p1
photons_PF_phi__q3_p25
photons_PF_phi__q3_p50
photons_PF_phi__q3_p75
photons_PF_phi__q3_p99
photons_PF_phi__q3_std
photons_PF_phi__q4_mean
photons_PF_phi__q4_p1
photons_PF_phi__q4_p25
photons_PF_phi__q4_p50
photons_PF_phi__q4_p75
photons_PF_phi__q4_p99
photons_PF_phi__q4_std
photons_PF_phi__q5_mean
photons_PF_phi__q5_p1
photons_PF_phi__q5_p25
photons_PF_phi__q5_p50
photons_PF_phi__q5_p75
photons_PF_phi__q5_p99
photons_PF_phi__q5_std
photons_PF_pt__q1_mean
photons_PF_pt__q1_p1
photons_PF_pt__q1_p25
photons_PF_pt__q1_p50
photons_PF_pt__q1_p75
photons_PF_pt__q1_p99
photons_PF_pt__q1_std
photons_PF_pt__q2_mean
photons_PF_pt__q2_p1
photons_PF_pt__q2_p25
photons_PF_pt__q2_p50
photons_PF_pt__q2_p75
photons_PF_pt__q2_p99
photons_PF_pt__q2_std
photons_PF_pt__q3_mean
photons_PF_pt__q3_p1
photons_PF_pt__q3_p25
photons_PF_pt__q3_p50
photons_PF_pt__q3_p75
photons_PF_pt__q3_p99
photons_PF_pt__q3_std
photons_PF_pt__q4_mean
photons_PF_pt__q4_p1
photons_PF_pt__q4_p25
photons_PF_pt__q4_p50
photons_PF_pt__q4_p75
photons_PF_pt__q4_p99
photons_PF_pt__q4_std
photons_PF_pt__q5_mean
photons_PF_pt__q5_p1
photons_PF_pt__q5_p25
photons_PF_pt__q5_p50
photons_PF_pt__q5_p75
photons_PF_pt__q5_p99
photons_PF_pt__q5_std
photons_calo_Px_mean
photons_calo_Px_p1
photons_calo_Px_p25
photons_calo_Px_p50
photons_calo_Px_p75
photons_calo_Px_p99
photons_calo_Px_std
photons_calo_Py_mean
photons_calo_Py_p1
photons_calo_Py_p25
photons_calo_Py_p50
photons_calo_Py_p75
photons_calo_Py_p99
photons_calo_Py_std
photons_calo_Pz_mean
photons_calo_Pz_p1
photons_calo_Pz_p25
photons_calo_Pz_p50
photons_calo_Pz_p75
photons_calo_Pz_p99
photons_calo_Pz_std
photons_calo_eta__q1_mean
photons_calo_eta__q1_p1
photons_calo_eta__q1_p25
photons_calo_eta__q1_p50
photons_calo_eta__q1_p75
photons_calo_eta__q1_p99
photons_calo_eta__q1_std
photons_calo_eta__q2_mean
photons_calo_eta__q2_p1
photons_calo_eta__q2_p25
photons_calo_eta__q2_p50
photons_calo_eta__q2_p75
photons_calo_eta__q2_p99
photons_calo_eta__q2_std
photons_calo_eta__q3_mean
photons_calo_eta__q3_p1
photons_calo_eta__q3_p25
photons_calo_eta__q3_p50
photons_calo_eta__q3_p75
photons_calo_eta__q3_p99
photons_calo_eta__q3_std
photons_calo_eta__q4_mean
photons_calo_eta__q4_p1
photons_calo_eta__q4_p25
photons_calo_eta__q4_p50
photons_calo_eta__q4_p75
photons_calo_eta__q4_p99
photons_calo_eta__q4_std
photons_calo_eta__q5_mean
photons_calo_eta__q5_p1
photons_calo_eta__q5_p25
photons_calo_eta__q5_p50
photons_calo_eta__q5_p75
photons_calo_eta__q5_p99
photons_calo_eta__q5_std
photons_calo_fX_q1_mean
photons_calo_fX_q1_p1
photons_calo_fX_q1_p25
photons_calo_fX_q1_p50
photons_calo_fX_q1_p75
photons_calo_fX_q1_p99
photons_calo_fX_q1_std
photons_calo_fX_q2_mean
photons_calo_fX_q2_p1
photons_calo_fX_q2_p25
photons_calo_fX_q2_p50
photons_calo_fX_q2_p75
photons_calo_fX_q2_p99
photons_calo_fX_q2_std
photons_calo_fX_q3_mean
photons_calo_fX_q3_p1
photons_calo_fX_q3_p25
photons_calo_fX_q3_p50
photons_calo_fX_q3_p75
photons_calo_fX_q3_p99
photons_calo_fX_q3_std
photons_calo_fX_q4_mean
photons_calo_fX_q4_p1
photons_calo_fX_q4_p25
photons_calo_fX_q4_p50
photons_calo_fX_q4_p75
photons_calo_fX_q4_p99
photons_calo_fX_q4_std
photons_calo_fX_q5_mean
photons_calo_fX_q5_p1
photons_calo_fX_q5_p25
photons_calo_fX_q5_p50
photons_calo_fX_q5_p75
photons_calo_fX_q5_p99
photons_calo_fX_q5_std
photons_calo_fY_q1_mean
photons_calo_fY_q1_p1
photons_calo_fY_q1_p25
photons_calo_fY_q1_p50
photons_calo_fY_q1_p75
photons_calo_fY_q1_p99
photons_calo_fY_q1_std
photons_calo_fY_q2_mean
photons_calo_fY_q2_p1
photons_calo_fY_q2_p25
photons_calo_fY_q2_p50
photons_calo_fY_q2_p75
photons_calo_fY_q2_p99
photons_calo_fY_q2_std
photons_calo_fY_q3_mean
photons_calo_fY_q3_p1
photons_calo_fY_q3_p25
photons_calo_fY_q3_p50
photons_calo_fY_q3_p75
photons_calo_fY_q3_p99
photons_calo_fY_q3_std
photons_calo_fY_q4_mean
photons_calo_fY_q4_p1
photons_calo_fY_q4_p25
photons_calo_fY_q4_p50
photons_calo_fY_q4_p75
photons_calo_fY_q4_p99
photons_calo_fY_q4_std
photons_calo_fY_q5_mean
photons_calo_fY_q5_p1
photons_calo_fY_q5_p25
photons_calo_fY_q5_p50
photons_calo_fY_q5_p75
photons_calo_fY_q5_p99
photons_calo_fY_q5_std
photons_calo_fZ_q1_mean
photons_calo_fZ_q1_p1
photons_calo_fZ_q1_p25
photons_calo_fZ_q1_p50
photons_calo_fZ_q1_p75
photons_calo_fZ_q1_p99
photons_calo_fZ_q1_std
photons_calo_fZ_q2_mean
photons_calo_fZ_q2_p1
photons_calo_fZ_q2_p25
photons_calo_fZ_q2_p50
photons_calo_fZ_q2_p75
photons_calo_fZ_q2_p99
photons_calo_fZ_q2_std
photons_calo_fZ_q3_mean
photons_calo_fZ_q3_p1
photons_calo_fZ_q3_p25
photons_calo_fZ_q3_p50
photons_calo_fZ_q3_p75
photons_calo_fZ_q3_p99
photons_calo_fZ_q3_std
photons_calo_fZ_q4_mean
photons_calo_fZ_q4_p1
photons_calo_fZ_q4_p25
photons_calo_fZ_q4_p50
photons_calo_fZ_q4_p75
photons_calo_fZ_q4_p99
photons_calo_fZ_q4_std
photons_calo_fZ_q5_mean
photons_calo_fZ_q5_p1
photons_calo_fZ_q5_p25
photons_calo_fZ_q5_p50
photons_calo_fZ_q5_p75
photons_calo_fZ_q5_p99
photons_calo_fZ_q5_std
photons_calo_mass__q1_mean
photons_calo_mass__q1_p1
photons_calo_mass__q1_p25
photons_calo_mass__q1_p50
photons_calo_mass__q1_p75
photons_calo_mass__q1_p99
photons_calo_mass__q1_std
photons_calo_mass__q2_mean
photons_calo_mass__q2_p1
photons_calo_mass__q2_p25
photons_calo_mass__q2_p50
photons_calo_mass__q2_p75
photons_calo_mass__q2_p99
photons_calo_mass__q2_std
photons_calo_mass__q3_mean
photons_calo_mass__q3_p1
photons_calo_mass__q3_p25
photons_calo_mass__q3_p50
photons_calo_mass__q3_p75
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photons_calo_pt__q2_mean
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photons_calo_pt__q2_p50
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photons_calo_pt__q4_p50
photons_calo_pt__q4_p75
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photons_calo_pt__q5_p50
photons_calo_pt__q5_p75
photons_calo_pt__q5_p99
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photons_instantLumi__mean
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photons_muons_Px_mean
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photons_muons_Px_p75
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photons_muons_Py_mean
photons_muons_Py_p1
photons_muons_Py_p25
photons_muons_Py_p50
photons_muons_Py_p75
photons_muons_Py_p99
photons_muons_Py_std
photons_muons_Pz_mean
photons_muons_Pz_p1
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photons_muons_Pz_p50
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photons_muons_mass__q5_mean
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photons_muons_phi__q1_mean
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photons_muons_phi__q1_p75
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photons_muons_phi__q2_mean
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photons_muons_phi__q3_mean
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photons_muons_phi__q5_mean
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photons_muons_pt__q1_mean
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photons_muons_pt__q2_mean
photons_muons_pt__q2_p1
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photons_muons_pt__q2_p50
photons_muons_pt__q2_p75
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photons_muons_pt__q2_std
photons_muons_pt__q3_mean
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photons_muons_pt__q4_mean
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photons_muons_pt__q5_mean
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photons_muons_pt__q5_p50
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photons_muons_pt__q5_std
photons_nEvents
photons_nonZeroWeights
photons_photons_Px_mean
photons_photons_Px_p1
photons_photons_Px_p25
photons_photons_Px_p50
photons_photons_Px_p75
photons_photons_Px_p99
photons_photons_Px_std
photons_photons_Py_mean
photons_photons_Py_p1
photons_photons_Py_p25
photons_photons_Py_p50
photons_photons_Py_p75
photons_photons_Py_p99
photons_photons_Py_std
photons_photons_Pz_mean
photons_photons_Pz_p1
photons_photons_Pz_p25
photons_photons_Pz_p50
photons_photons_Pz_p75
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photons_photons_phi__q4_p50
photons_photons_phi__q4_p75
photons_photons_phi__q4_p99
photons_photons_phi__q4_std
photons_photons_phi__q5_mean
photons_photons_phi__q5_p1
photons_photons_phi__q5_p25
photons_photons_phi__q5_p50
photons_photons_phi__q5_p75
photons_photons_phi__q5_p99
photons_photons_phi__q5_std
photons_photons_pt__q1_mean
photons_photons_pt__q1_p1
photons_photons_pt__q1_p25
photons_photons_pt__q1_p50
photons_photons_pt__q1_p75
photons_photons_pt__q1_p99
photons_photons_pt__q1_std
photons_photons_pt__q2_mean
photons_photons_pt__q2_p1
photons_photons_pt__q2_p25
photons_photons_pt__q2_p50
photons_photons_pt__q2_p75
photons_photons_pt__q2_p99
photons_photons_pt__q2_std
photons_photons_pt__q3_mean
photons_photons_pt__q3_p1
photons_photons_pt__q3_p25
photons_photons_pt__q3_p50
photons_photons_pt__q3_p75
photons_photons_pt__q3_p99
photons_photons_pt__q3_std
photons_photons_pt__q4_mean
photons_photons_pt__q4_p1
photons_photons_pt__q4_p25
photons_photons_pt__q4_p50
photons_photons_pt__q4_p75
photons_photons_pt__q4_p99
photons_photons_pt__q4_std
photons_photons_pt__q5_mean
photons_photons_pt__q5_p1
photons_photons_pt__q5_p25
photons_photons_pt__q5_p50
photons_photons_pt__q5_p75
photons_photons_pt__q5_p99
photons_photons_pt__q5_std

In [13]:

    

merged.fillna(value = 0.0, inplace = True)


    

In [14]:

    

labels = np.zeros(len(merged))

index = merged[['_run', '_luminosityBlock']].values

for i in xrange(len(merged)):
    run, block = index[i, :]
    if run in cert and block in cert[run]:
        labels[i] = 1.0
    else:
        labels[i] = 0.0


    

In [15]:

    

def is_dist_feature(name):
    return 'mean' in name or 'std' in name or any([ ('p' + str(q)) in name for q in [1, 25, 50, 75, 99] ])


    

In [16]:

    

index_columns = [ '_luminosityBlock', '_run' ]
features = list(merged.columns[5:]) + [ '_instantLumi_minibias', '_instantLumi_muons', '_instantLumi_photons']


    

In [17]:

    

distribution_features = [ f for f in features if is_dist_feature(f) ]
other_features = [ f for f in features if not is_dist_feature(f) ]


    

In [18]:

    

other_features


    

    
Out[18]:





['minibias_nEvents',
 'minibias_nonZeroWeights',
 'muons_nEvents',
 'muons_nonZeroWeights',
 'photons_nEvents',
 'photons_nonZeroWeights',
 '_instantLumi_minibias',
 '_instantLumi_muons',
 '_instantLumi_photons']

In [19]:

    

for j, postfix in enumerate(['mean'] + [ 'p' + str(q) for q in [1, 25, 50, 75, 99] ] + ['std']):
    for i in xrange(len(distribution_features)):
        if i % 7 == j:
            if not distribution_features[i].endswith('_' + postfix):
                print distribution_features[i]


    

In [20]:

    

len(distribution_features)


    

    
Out[20]:





2688

In [21]:

    

X = merged[distribution_features + other_features[:3]].values
y = labels


    

In [22]:

    

from sklearn.ensemble import RandomForestClassifier
from sklearn.cross_validation import train_test_split


    

In [23]:

    

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, stratify=y)


    

In [24]:

    

clf = RandomForestClassifier(n_estimators=250, min_samples_leaf=20, n_jobs=-1)


    

In [25]:

    

clf.fit(X_train, y_train)


    

    
Out[25]:





RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',
            max_depth=None, max_features='auto', max_leaf_nodes=None,
            min_samples_leaf=20, min_samples_split=2,
            min_weight_fraction_leaf=0.0, n_estimators=250, n_jobs=-1,
            oob_score=False, random_state=None, verbose=0,
            warm_start=False)

In [26]:

    

y_predicted = clf.predict_proba(X_test)


    

In [27]:

    

from sklearn.metrics import roc_auc_score
from sklearn.metrics import roc_curve


    

In [28]:

    

score = roc_auc_score(y_test, y_predicted[:, 1])
fpr, tpr, _ = roc_curve(y_test, y_predicted[:, 1])


    

In [29]:

    

%matplotlib inline
import matplotlib.pyplot as plt


    

In [30]:

    

plt.figure(figsize=(8, 8))

plt.title('ROC curve')

plt.plot(fpr, tpr, label='ROC AUC = %.3f' % score )
plt.plot([0,1], [0, 1], '--')
plt.legend(loc='lower right')
plt.xlabel('false positive rate / pollution rate')
plt.ylabel('true positive rate')


    

    
Out[30]:





<matplotlib.text.Text at 0x7f277492b610>






    

In [31]:

    

merged.to_pickle('/mnt/cms/version2/merged.pickle')


    

In [32]:

    

np.mean(labels)


    

    
Out[32]:





0.54615196078431372

In [33]:

    

np.save('/mnt/cms/version2/labels', labels)


    

In [ ]: