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Pandora Updates p LArPandoraContent v03_13_00 using Pandora v03_11_00 L. Escudero for the Pandora Team LArSoft Coordination Meeting June 19, 2018 1 Rotational Coordinate Transformations Pandora forms separate 2D images for


  1. Pandora Updates γ γ p LArPandoraContent v03_13_00 using Pandora v03_11_00 µ L. Escudero for the Pandora Team LArSoft Coordination Meeting June 19, 2018 1

  2. Rotational Coordinate Transformations • Pandora forms separate 2D images for each wire plane, with rotational coordinate transformations used to correlate features between images. u , wire position • Now support three non-zero wire angles, w/z 𝝂 - p equivalence no longer assumed. x , drift time e - • Requires updated PandoraSDK, with additions to LArCoordinateTransformation interface, e.g. YZtoW • Feature originally requested by Tracy, motivated for ICARUS usage. Now start tuning reconstruction. p E.g True 3D event topology: y 𝝂 - v , wire position 𝞷 𝝂 𝞷 e x , drift time e - e - 𝝂 - e - 𝞷 𝝂 + Ar → p + 𝝂 − p 𝝂 - z x w (or y ), wire position p 3x2D representations with common 
 x , drift time coordinate derived from drift time, “ x ” LArSoft Coordination meeting 2

  3. PFParticleMetadata • As requested by MicroBooNE and ProtoDUNE, we now persist the in-Pandora scores for each particle for: • i) neutrino/testbeam (vs. cosmic ray) - “NuScore” or “BeamScore” • ii) track (vs. shower) for MicroBooNE - “TrackScore” • New data product, larpandoraobj::PFParticleMetadata , and association, for each PFParticle. • Right now, it’s a map from std::string key to float value, but plans for increased use in allowing in-LArSoft use of different Pandora reconstruction hypotheses. • Requires the updated pandora external product, v03_11_00, to hold the information whilst in Pandora. • Added example of use in: LArPandoraAnalysis/ConsolidatedPFParticleAnalysisTemplate_module.cc pandora......... | art::Assns<recob::PFParticle,larpandoraobj::PFParticleMetadata,void>....| pandora......... | std::vector<larpandoraobj::PFParticleMetadata>... | Example output: Experiments affected: all (uboone, DUNE, protoDUNE) LArSoft Coordination meeting 3

  4. Track/Shower → Hit Associations • With help from Giuseppe, Kirsty, Adam and Vito, dug into unexplained changes in reported track completeness. Changes not observed inside Pandora (well tested), so suspicion lies with LArSoft ↔ Pandora translation steps. • Discovered that Track/Shower to hit association were done via SpacePoints, only associating “quality hits” successfully used in the creation of a 3D SpacePoint, missing some hits also associated to the original object. • Now associations formed by via Track/Shower → PFParticle → Clusters → Hits (recommended route). LArPandora change increases number of reported Track/Shower → Hit associations for all experiments. Expected to improve completeness reported when using directly Track/Shower → Hit associations Example event eventdump Before | art::Assns<recob::Shower,recob::Hit,void>| 824 After | art::Assns<recob::Shower,recob::Hit,void>| 846 Before | art::Assns<recob::Track,recob::Hit,void> | 13062 After | art::Assns<recob::Track,recob::Hit,void> | 14033 Note: No changes in PFParticles → Hits! Experiments affected: all (MicroBooNE, DUNE, protoDUNE) LArSoft Coordination meeting 4

  5. Detector Gaps • Further digging into LArSoft ↔ Pandora translation yielded likely origin of change in track completeness for MicroBooNE: • Discovered that wire-gap treatment had effectively been disabled. • Issue stems from point at which gap info passed to Pandora worker instances: - ChannelStatusService not available during initialisation step. - Now ensure all information extracted at start of processing first event. • Affects detectors with registered bad channel status in DB (MicroBooNE only?) • A couple of other small changes: - Exception handling improvement in ProtoDUNE test beam particle identification tool. - Cheating reco chain functional again, as requested by James Pillow, working on shower energy estimation. LArSoft Coordination meeting 5

  6. Requests for this week pandora Please make v03-11-00 available as an external larpandoracontent Please merge feature/Pandora_v03_11_00 larpandora Please merge feature/Pandora_v03_11_00 - There are no .fcl or .xml changes Thanks! Any questions? LArSoft Coordination meeting 6

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