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Project used to apply selection to ntuples used for RX measurements filtered and skimmed by post_ap project

Project description

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$R_X$ selection

This project is meant to apply an offline selection to ntuples produced by post_ap and downloaded with rx_data. the selection is done with jobs sent to an HTCondor cluster.

How to pick up selection and apply it to data and MC

For this do:

from rx_selection import selection as sel

# trigger : HLT2 trigger, e.g. Hlt2RD_BuToKpEE_MVA 
# q2bin   : low, central, jpsi, psi2, high
# smeared : If true (default), the selection will use cuts on smeared masses. Only makes sense for electron MC samples
# process : 
#     One of the keys in https://gitlab.cern.ch/rx_run3/rx_data/-/blob/master/src/rx_data_lfns/rx/v7/rk_samples.yaml
#     DATA will do all the data combined

d_sel = sel.selection(trigger='Hlt2RD_BuToKpEE_MVA', q2bin='jpsi', process='DATA', smeared=True)

# You can override the selection here
for cut_name, cut_value in d_sel.items():
    rdf = rdf.Filter(cut_value, cut_name)

rep = rdf.Report()
# Here you cross check that the cuts were applied and see the statistics
rep.Print()

Changing selection

Overriding default

The selection stored in the config files can be overriden with:

from rx_selection import selection as sel

with sel.custom_selection(d_sel = {'bdt' : 'mva_cmb > 0.1'}):
    run_function_that_uses_selection()

This will make sure that the bdt field:

  • Is added with a mva_cmb > 0.1 cut, if it does not exist
  • Is updated, if it exists

inside the context, outside, the nominal selection will be used.

This manager implements a lock that prevents custom selections from been set more than once in a nested way.

If the user has to use a ustom selection inside a context already using a custom selection, he has to use:

from rx_selection import selection as sel

with sel.custom_selection(d_sel = {'bdt_cmb' : 'mva_cmb > 0.1'}):
    # mva_cmb cut added on top of default selection
    run_with_cmb_cut()
    with sel.custom_selection(d_sel = {'bdt_prc' : 'mva_prc > 0.2'}, force_override=True):
        # mva_prc cut added on top of default selection
        run_with_prc_cut()

Overriding current selection

In order to override whatever is the current selection do:

from rx_selection import selection as sel

with sel.custom_selection(d_sel = {'bdt' : 'mva_cmb > 0.1'}):
    # Here you run with mva_cmb only
    with sel.update_selection(d_sel = {'bdt_prc' : 'mva_prc > 0.2'}):
        # Here you run with both mva_cmb and mva_prc
        run_function_that_uses_selection()

This will not override the default selection, as custom_selection does. It will override the current selection, which might be a custom selection.

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