Difference between revisions of "Analysis A. Aguasca-Cabot lstchain v0.9.X"

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= Overview =
 
= Overview =
−
*Source-dependent analysis using LSTCHAIN v0.9.1 and for stage DL0 to DL1 using lstMCpipe v0.6.0 with source environment: lstchain v0.9.2
+
*Source-dependent/independent analysis using LSTCHAIN v0.9.4 (MC production and RF training with LSTCHAIN v0.9.???)
 
*Cleaning method tail cut 84 and dynamic cleaning. Also, tuned NSB and PSF.
 
*Cleaning method tail cut 84 and dynamic cleaning. Also, tuned NSB and PSF.
 
*Observations used in the analysis:
 
*Observations used in the analysis:
Line 9: Line 9:
 
:- ZD (deg): 40
 
:- ZD (deg): 40
 
:- AZ (deg): 180
 
:- AZ (deg): 180
−
:- Other information: DL1 MC files are produced with lstMCpipe v0.6-0 (with LSTCHAIN v0.9.2).
+
:- Other information: MC production through PR in lstMCpipe Github webpage (https://github.com/cta-observatory/lstmcpipe/pull/185)
−
:- Directory where config files used in lstMCpipe are:
 
−
/fefs/aswg/workspace/arnau.aguasca/scripts/lstMCpipe/v0.9.2/
 
−
:- Link to DL0 MC files used:
 
−
/fefs/aswg/data/mc/DL0/20200629_prod5_trans_80/{particle}/zenith_40deg/south_pointing
 
  
 
== DL1 data ==  
 
== DL1 data ==  
−
* LSTCHAIN v0.9.1
+
* LSTCHAIN v0.9.4
 
:- Dynamic cleaning applied using script `lstchain_dl1ab.py`.
 
:- Dynamic cleaning applied using script `lstchain_dl1ab.py`.
  
Line 24: Line 20:
 
     "fraction_cleaning_intensity": 0.03
 
     "fraction_cleaning_intensity": 0.03
 
   }
 
   }
 +
 
=== Real data ===
 
=== Real data ===
  
 
* Original DL1a files
 
* Original DL1a files
−
  /fefs/aswg/data/real/DL1/{}/v0.9
+
  /fefs/aswg/data/real/DL1/{}/v0.9/tailcut84/dl1_LST-1.RunXXXXX.XXXX.h5
  
 
=== MC data ===
 
=== MC data ===
  
 
* Tunned NSB
 
* Tunned NSB
−
:- MC:
 
−
:- DL1a run:
 
  
 
     "increase_nsb": true,
 
     "increase_nsb": true,
−
     "extra_noise_in_dim_pixels":,
+
     "extra_noise_in_dim_pixels": 0.6,
−
     "extra_bias_in_dim_pixels": ,
+
     "extra_bias_in_dim_pixels": 0.269,
 
     "transition_charge": 8,
 
     "transition_charge": 8,
−
     "extra_noise_in_bright_pixels": ,
+
     "extra_noise_in_bright_pixels": 0.566,
  
 
* Tunned PSF
 
* Tunned PSF
Line 47: Line 42:
 
   
 
   
 
* Original DL1a files
 
* Original DL1a files
−
  /fefs/aswg/workspace/arnau.aguasca/Analysis/results/MC/lstMCpipe/DL1/20200629_prod5_trans_80/{particle}/{zenith}/{azimuth}/
+
  /fefs/aswg/data/mc/DL1/20200629_prod5_trans_80/{particle}/zenith_40deg/south_pointing/20220307_v0.9.3_prod5_trans_80_zen40az180_dl1ab_tuned_nsb_src1/{}/
−
/{if gamma: off_0.4deg}/
 
  
 
== Random forest ==
 
== Random forest ==
−
* LSTCHAIN v0.9.2
+
 
 
* Dispnorm
 
* Dispnorm
 
*; Source-dependent  
 
*; Source-dependent  
−
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX
+
* LSTCHAIN v0.9.4
 +
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/lstchain_src_dep_tailcut84_config_dispnorm_v0.9.4.json
  
 
*; Source-independent  
 
*; Source-independent  
−
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX
+
* LSTCHAIN v0.9.??
 +
  /fefs/aswg/data/models/...
  
 
== DL1 to DL2 data ==
 
== DL1 to DL2 data ==
−
* LSTCHAIN v0.9.2
 
−
* Config file
 
  
 
*; Source-dependent  
 
*; Source-dependent  
−
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX
+
* LSTCHAIN v0.9.4
 +
* Config file
 +
  //fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/analysis_v0.9.4/lstchain_src_dep_tailcut84_config_dispnorm_v0.9.4.json
  
 
*; Source-independent
 
*; Source-independent
−
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/XXXXXXXXX
+
* LSTCHAIN v0.9.4
 +
  /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/analysis_v0.9.4/lstchain_standard_config_tailcut84_dispnorm_v0.9.3.json
  
 
== DL3 data selection ==
 
== DL3 data selection ==

Revision as of 23:44, 20 March 2022

Overview

  • Source-dependent/independent analysis using LSTCHAIN v0.9.4 (MC production and RF training with LSTCHAIN v0.9.???)
  • Cleaning method tail cut 84 and dynamic cleaning. Also, tuned NSB and PSF.
  • Observations used in the analysis:

Monte Carlo information

  • Link to MC files used:
- Particle types: gamma off0.4deg, proton
- ZD (deg): 40
- AZ (deg): 180
- Other information: MC production through PR in lstMCpipe Github webpage (https://github.com/cta-observatory/lstmcpipe/pull/185)

DL1 data

  • LSTCHAIN v0.9.4
- Dynamic cleaning applied using script `lstchain_dl1ab.py`.
 "dynamic_cleaning": {
   "apply": true,
   "threshold": 267,
   "fraction_cleaning_intensity": 0.03
 }

Real data

  • Original DL1a files
/fefs/aswg/data/real/DL1/{}/v0.9/tailcut84/dl1_LST-1.RunXXXXX.XXXX.h5

MC data

  • Tunned NSB
   "increase_nsb": true,
   "extra_noise_in_dim_pixels": 0.6,
   "extra_bias_in_dim_pixels": 0.269,
   "transition_charge": 8,
   "extra_noise_in_bright_pixels": 0.566,
  • Tunned PSF
   "increase_psf": true,
   "smeared_light_fraction": 0.175
  • Original DL1a files
/fefs/aswg/data/mc/DL1/20200629_prod5_trans_80/{particle}/zenith_40deg/south_pointing/20220307_v0.9.3_prod5_trans_80_zen40az180_dl1ab_tuned_nsb_src1/{}/

Random forest

  • Dispnorm
    Source-dependent
  • LSTCHAIN v0.9.4
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/lstchain_src_dep_tailcut84_config_dispnorm_v0.9.4.json
  • Source-independent
  • LSTCHAIN v0.9.??
/fefs/aswg/data/models/...

DL1 to DL2 data

  • Source-dependent
  • LSTCHAIN v0.9.4
  • Config file
//fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/analysis_v0.9.4/lstchain_src_dep_tailcut84_config_dispnorm_v0.9.4.json
  • Source-independent
  • LSTCHAIN v0.9.4
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/analysis_v0.9.4/lstchain_standard_config_tailcut84_dispnorm_v0.9.3.json

DL3 data selection

  • Source-dependent
    - Quality cuts
 "EventSelector": {
   "filters": {
     "intensity": [XXX, Infinity],
     "width": [0, Infinity],
     "length": [0, Infinity],
     "r": [0, 1],
     "wl": [0.1, 1],
     "leakage_intensity_width_2": [0, XXX]
   }
 },
 "DL3FixedCuts": {
   "fixed_gh_cut": ,
   "fixed_alpha_cut": ,
   "allowed_tels": [1]
 }
  • Source-independent
    - Quality cuts

High-level analysis

  • Source-dependent
    - IRF: point-like, single-offset
/fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/XXXX
  • - Produced DL3 files
/fefs/aswg/workspace/arnau.aguasca/XXXX
  • Source-independent

Analysis results

  • High level analysis performed with gammapy-v0.19

Alpha plot

  • Filters in EventSelector applied:

Theta plot

Spectral results

  • Source-dependent
    Source-independent

Light curve results

  • Source-dependent
    Source-independent

Crab Check

Data reduction Specifications

  • Source-dependent
    Source-independent

Spectral results

  • Source-dependent
    Source-independent
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