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| # standard library imports | |
| from __future__ import absolute_import, division, print_function | |
| # standard numerical library imports | |
| import numpy as np | |
| from numpy import stack, vstack, hstack, hsplit | |
| import matplotlib.pyplot as plt | |
| import math | |
| # uproot, to parse the trees | |
| import uproot | |
| branches = [ | |
| 'fatjet_pt', | |
| 'fatjet_eta', | |
| 'fatjet_eta_detector', | |
| 'fatjet_phi', | |
| 'fatjet_CaloMass', | |
| 'fatjet_TrackAssistedMassCalibrated', | |
| 'fatjet_Split12', | |
| 'fatjet_Split23', | |
| 'fatjet_ECF1', | |
| 'fatjet_ECF2', | |
| 'fatjet_ECF3', | |
| 'fatjet_C2', | |
| 'fatjet_D2', | |
| 'fatjet_Tau1_wta', | |
| 'fatjet_Tau2_wta', | |
| 'fatjet_Tau3_wta', | |
| 'fatjet_Tau21_wta', | |
| 'fatjet_Tau32_wta', | |
| 'fatjet_KtDR', | |
| 'fatjet_Qw', | |
| 'fatjet_FoxWolfram20', | |
| 'fatjet_Angularity', | |
| 'fatjet_Aplanarity', | |
| 'fatjet_Charge', | |
| 'fatjet_dRmatched_maxEParton_flavor', | |
| 'fatjet_ghost_assc_flavor', | |
| 'fatjet_Lund1_Pt1', | |
| 'fatjet_Lund1_Pt2', | |
| 'fatjet_Lund1_Z', | |
| 'fatjet_Lund1_DeltaR', | |
| 'fatjet_Lund2_Pt1', | |
| 'fatjet_Lund2_Pt2', | |
| 'fatjet_Lund2_Z', | |
| 'fatjet_Lund2_DeltaR' | |
| ] | |
| input_dict = dict((branch,np.array([0],dtype=np.float64)) for branch in branches) | |
| #for k, v in input_dict.items(): | |
| # print(k, v) | |
| idx = 0 | |
| for arrays in uproot.iterate("user.mleblanc.17582546._000013.tree.root", "SubstructureJetTree/nominal", branches, reportpath=True, reportentries=True): | |
| print(arrays) | |
| for k,v in arrays[3].items(): | |
| print(k,v) | |
| input_dict[k] = np.append(input_dict[k],v) | |
| idx+=1 | |
| # Get rid of the first entries, since they're placeholders anyway | |
| input_dict = {k: input_dict[k][1:] for k in input_dict} | |
| print(input_dict) |
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