Difference between revisions of "Analysis A. Aguasca-Cabot lstchain v0.7.X"

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Line 12: Line 12:
  
 
== DL1 data ==  
 
== 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 ===
 
=== Real data ===
  
Line 18: Line 26:
  
 
  /fefs/aswg/data/real/DL1/{20210809,20210810,20210812}/v0.7.3/tailcut84/dl1_LST-1.Run0XXXX.XXXX.h5
 
  /fefs/aswg/data/real/DL1/{20210809,20210810,20210812}/v0.7.3/tailcut84/dl1_LST-1.Run0XXXX.XXXX.h5
 
Added dynamic cleaning using srcipt `lstchain_dl1ab.py` by LSTCHAIN v0.7.5.
 
 
  "dynamic_cleaning": {
 
    "apply": true,
 
    "threshold": 267,
 
    "fraction_cleaning_intensity": 0.03
 
  },
 
  
 
* Produced DL1b files
 
* Produced DL1b files
Line 34: Line 34:
  
 
  /fefs/aswg/data/mc/DL1/20200629_prod5_trans_80/{particle}/{zenith}/{azimuth}/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4
 
  /fefs/aswg/data/mc/DL1/20200629_prod5_trans_80/{particle}/{zenith}/{azimuth}/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4
 
Added source dependent analysis using script `lstchain_add_source_dependent_parameters.py` and dynamic cleaning using srcipt `lstchain_dl1ab.py` by LSTCHAIN v0.7.5.
 
 
  "dynamic_cleaning": {
 
    "apply": true,
 
    "threshold": 267,
 
    "fraction_cleaning_intensity": 0.03
 
  },
 
  
 
* Produced DL1b files
 
* Produced DL1b files
  
 
== Random forest ==
 
== Random forest ==
 +
 
* LSTCHAIN v0.7.5
 
* LSTCHAIN v0.7.5
* source-dependent, dispnorm
+
* Source-dependent, dispnorm
 
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX
 
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX
  
== DL2 data ==
+
== DL1 to DL2 data ==
  
== DL3 data ==
+
* LSTCHAIN v0.7.5
Performed the Dl2 to dl3 stage and IRF production with Seiya's fork of LSTCHAIN. Repository used: https://github.com/aaguasca/cta-lstchain
+
* Config file
 
+
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX
*IRF: point-like, single-offset
+
* Produced DL2 files
  
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/LSTGeneralMeeting/lstchain_dl3_config.json
+
== DL3 data selection ==
  
 
*Quality cuts
 
*Quality cuts
Line 77: Line 70:
  
 
== High-level analysis ==
 
== 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
 +
 +
 +
== Analysis results ==

Revision as of 11:40, 10 February 2022

Overview

  • Source-dependent analysis using LSTCHAIN v0.7.5, 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
  • Produced DL1b files

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
  • Produced DL1b files

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
  • Produced DL2 files

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


Analysis results