Validation Regions for non-prompt background estimation in same charged \(W^{\pm}W^{\pm}\) scattering

(Status report)

Sebastian Ordoñez

jsordonezs@unal.edu.co

 

 

                                      23rd of March 2021                                             

 

Background Estimation

Typically for data-driven background estimation models reliying on statistically independent control (CR), validation (VR) and signal (SR) regions are employed.

  • CR: enriched in non-prompt background and extrapolated to SR using a fake factor (FF) -> Max Dilepton CR
VR
SR
CR
FF apply
FF test
  • SR: phase space that is defined through selections on kinematic variables, enriched in potential signal of interest -> ssWW
  • VR: regions in phase space bet CR and SR where extrapolation is verified->My work
  1. Validation Region for muons
  2. Validation Region for electrons

Data-driven Matrix Method

We introduce the following four categories for our analysis. In truth level we define:

  • Prompt leptons: originated from \(W^{\pm}\) or \(Z\) decay.
  • Non-prompt leptons: coming from other sources e.g. hadron decays faking a signal lepton.

 

In reco level we have:

  • Ana leptons: quite likely to be prompt. Tight kinematic and qualitative criteria, signal leptons in SR.
  • Non-Ana leptons: kinematically close to Ana leptons but more likely to be non-promt, i.e. looser object quality selection.

Validation Region

  1. Statistical significance: good statistics, i.e. large number of total events and high purity in non-promt events.

  2. Composition of the non-promt leptons: in order to guarantee the assumption of FF being the same in both regions.

  3. Orthogonality to the signal region.

  4. Data modeling: Data in VR sufficiently well modeled by MC.

  • The validation region consists of Ana and Non-Ana leptons and it should be dominated by non-promt events.

  • In order to evaluate the validation region, the following criteria must to be taken into account:

Three lepton muon VR

  • As final state we have one electron and two muons
    • Electron Ana selected and at least one muon Ana selected.
    • We expect the electron to be prompt and one muon to be prompt too.                       
  • Non Prompt Muons in the SR are a motivation to define \(t\bar{t}\) validation regions for muons

Three lepton muon VR

  •  We are using now the full Run 2.
  • The current cutflow is composed by:
-Exactly three leptons
-At least two Ana leptons
Two muons
One electron
Electron is Ana
Two muons with the identical electrical charge 
  1. Three leptons

  2. Lepton type

  3. Ana electron

  4. Same charged muons

Three lepton muon VR

By applying the cutflow we have found high purity in non-prompt events. However, we note that low statistics could be a problem.

Three lepton muon VR

Ana electron cut             

Three lepton muon VR

Lepton type cut             

Three lepton muon VR

Three lepton cut           

Classification of non-prompt muons in the VR  for events with at least two Ana leptons.

Classification of non-prompt muons in the VR for events with at least two Non-Ana leptons.

Most non-prompt muons come from b-hadron decay

Classification of non-prompt muons in the VR  for events with at least two Ana leptons.

Classification of non-prompt muons in the VR for events with at least two Non-Ana leptons.

Classification of non-prompt muons in the VR  for events with at least two Ana leptons.

Classification of non-prompt muons in the VR for events with at least two Non-Ana leptons.

Classification of non-prompt muons in the VR  for events with at least two Ana leptons.

Classification of non-prompt muons in the VR for events with at least two Non-Ana leptons.

Let us take a closer look to a physical distribution including data and Ana events splitted.

MET for Ana and Non-Ana events

MET for only Ana  events

Three lepton muon VR

Three lepton muon VR

MET for Ana and Non-Ana events

MET for only Ana  events

Ana electron cut             

Three lepton muon VR

MET for Ana and Non-Ana events

MET for only Ana  events

Lepton type cut             

Three lepton muon VR

MET for Ana and Non-Ana events

MET for only Ana  events

Three lepton cut           

Conclusions

  • We have proven that most non-prompt muons come from b-hadron decay, which is in agreement with to our ssWW Signal Region.
  • We have found that data modelling is good.
  • The low statistics is being a big problem!

Next steps

  • Since low statistics is our main issue, we have to look for alternatives in our cutflow
    • Adjust the same charge cut (Next slide): 
      • There are some good options to consider, e.g.  the opposite sign cut used by Heng and Joany.
      • We can employ a "merged cut​" between opposite sign and same charged.
  • Study the composition and the data modelling for these new cuts.
  • Adjust everything to apply the fake factors.

Next steps

Thank you!

[Dresden-VBS] Update I VR study

By Sebastian Ordoñez

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