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')
### Make Training Samples ### train_sig_sim = make_sig_sim () test_sig_sim = make_sig_sim () bg_sim = make_bgsim () ### Datamerize ### train_data = make_data () test_data = make_data () ### Make them Sets ### train_sig = DataSet (train_sig_sim) train_data = DataSet (train_data) test_sig = DataSet (test_sig_sim) test_data = DataSet (test_data) bg = DataSet (bg_sim) # create a data directory, if one does not already exist mkdir ('hesdata') print ('Saving data in hesdata/ ...') # save these files save (train_sig, 'hesdata/train_sig.ds') save (train_data, 'hesdata/train_data.ds') save (test_sig, 'hesdata/test_sig.ds') save (test_data, 'hesdata/test_data.ds') save (bg, 'hesdata/bg.ds')
bg_sim = make_bgsim () ### Datamerize ### train_data = make_data () test_data = make_data () ### Make them Sets ### train_sig = DataSet (train_sig_sim) train_data = DataSet (train_data) test_sig = DataSet (test_sig_sim) test_data = DataSet (test_data) bg = DataSet (bg_sim) # create a data directory, if one does not already exist mkdir ('data') print ('Saving data in data/ ...') # save these files save (train_sig, 'data/train_sig_thirds.ds') save (train_data, 'data/train_data_thirds.ds') save (test_sig, 'data/test_sig_thirds.ds') save (test_data, 'data/test_data_thirds.ds') save (bg, 'data/bg_thirds.ds')
bg_sim = make_bgsim () ### Datamerize ### train_data = make_data () test_data = make_data () ### Make them Sets ### train_sig = DataSet (train_sig_sim) train_data = DataSet (train_data) test_sig = DataSet (test_sig_sim) test_data = DataSet (test_data) bg = DataSet (bg_sim) # create a data directory, if one does not already exist mkdir ('data') print ('Saving data in data/ ...') # save these files save (train_sig, 'data/train_sig_woreco.ds') save (train_data, 'data/train_data_woreco.ds') save (test_sig, 'data/test_sig_woreco.ds') save (test_data, 'data/test_data_woreco.ds') save (bg, 'data/bg_woreco.ds')
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/sample.validator')