Analysis A. Aguasca-Cabot lstchain v0.7.X

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Overview

  • Source-dependent analysis using LSTCHAIN v0.7.5 and LSTCHAIN v0.7.3 in the stage of R0 to DL1 for MC and real data.
  • Cleaning method tail cut 84 and dynamic cleaning.
  • Observations used in the analysis: 5580-5584, 5630-5639 and 5696-5704.
  • Results presented in the LST General meeting (Nov. 2021), link here.


Monte Carlo information

  • Link to MC files used:
    • Particle types: gamma, proton
    • ZD (deg): 40
    • AZ (deg): 180

DL1 data

  • LSTCHAIN v0.7.5
    • Source-dependent parameters added using script `lstchain_add_source_dependent_parameters.py`.
    • Dynamic cleaning applied using srcipt `lstchain_dl1ab.py`.
 "dynamic_cleaning": {
   "apply": true,
   "threshold": 267,
   "fraction_cleaning_intensity": 0.03
 }

Real data

  • Original DL1a files
/fefs/aswg/data/real/DL1/{20210809,20210810,20210812}/v0.7.3/tailcut84/dl1_LST-1.Run0XXXX.XXXX.h5

MC data

  • Original DL1a files
/fefs/aswg/data/mc/DL1/20200629_prod5_trans_80/{particle}/{zenith}/{azimuth}/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4

Random forest

  • LSTCHAIN v0.7.5
  • Source-dependent, dispnorm
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX

DL1 to DL2 data

  • LSTCHAIN v0.7.5
  • Config file
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX

DL3 data selection

  • Quality cuts
 "EventSelector": {
   "filters": {
     "intensity": [100, Infinity],
     "width": [0, Infinity],
     "length": [0, Infinity],
     "r": [0, 1],
     "wl": [0.1, 1],
     "leakage_intensity_width_2": [0, 0.2]
   }
 },
 "DL3FixedCuts": {
   "fixed_gh_cut": 0.6,
   "fixed_alpha_cut": 20,
   "allowed_tels": [1]
 }

High-level analysis

DL2 to DL3 stage and IRF production performed using Seiya's fork of LSTCHAIN. Repository used: https://github.com/aaguasca/cta-lstchain

  • IRF: point-like, single-offset
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/LSTGeneralMeeting/lstchain_dl3_config.json
  • Produced DL3 files
/fefs/aswg/workspace/arnau.aguasca/remote_results/RSOph

Analysis results

  • High level analysis performed with gammapy-v.18.2

Alpha plot

  • Filters in EventSelector applied: None

Alpha plot RSOph.png

Spectral results

Spec RSOph.png

Light curve results

Crab Check

Data reduction Specifications

  • DL1 to DL3 specifications
  • High-level specifications

Spectral results

Spec Crab.png