PG1553+113 Preliminary Analysis with lstchain v0.9.x Priyadarshi[edit]

General information[edit]

Name of the source: PG 1553+113
Brief description of the source:
- Object type : AGN
- Redshift (z) : 0.433 Dorigo Jones et al
- BL Lac
- RA: 15 5543.044 (hh mm ss), Dec: +11 11 24.365 (dd mm ss)
- RA, Dec in deg (ICRS): 238.92934976, 11.19010155

Analysis by Chaitanya Priyadarshi (IFAE - cpriyadarshi@ifae.es)

Data-taking information[edit]

Dates of data-taking: 20210321, 20210407, 20210408, 20210410, 20210420, 20210508, 20210604, 20210605, 20210606, 20210609, 20220228

- 20210321 (0.31 h)
  - ZD range (deg): [39.76]
  - AZ range (deg): [108.39]
  - Runs: 4207
  - Joint observations with MAGIC? : Yes

- 20210407 (1.11 h)
  - ZD range (deg): [18.42, 26.43]
  - AZ range (deg): [197.5, 231.14]
  - Runs: 4333 - 4336
  - Joint observations with MAGIC? : No

- 20210408 (0.43 h)
  - ZD range (deg): [17.71, 18.46]
  - AZ range (deg): [183.62, 198.43]
  - Runs: 4343, 4344
  - Joint observations with MAGIC? : No

- 20210410 (1.96 h)
  - ZD range (deg): [17.48, 48.84]
  - AZ range (deg): [100.79, 190.59]
  - Runs: 4363 - 4370
  - Joint observations with MAGIC? : No

- 20210420 (0.29 h)
  - ZD range (deg): [20.15, 22.06]
  - AZ range (deg): [211.01, 219.81]
  - Runs: 4514, 4515
  - Joint observations with MAGIC? : No

- 20210508 (0.83 h)
  - ZD range (deg): [34, 42.45]
  - AZ range (deg): [105.21, 114.84]
  - Runs: 4652 - 4654
  - Joint observations with MAGIC? : Yes

- 20210604 (0.88 h)
  - ZD range (deg): [18.8, 24.67]
  - AZ range (deg): [131.9, 162.59]
  - Runs: 4902 - 4905
  - Joint observations with MAGIC? : No

- 20210605 (0.79 h)
  - ZD range (deg): [33.95, 41.33]
  - AZ range (deg): [245.96, 253.11]
  - Runs: 4930 - 4932
  - Joint observations with MAGIC? : Yes

- 20210606 (1.28 h)
  - ZD range (deg): [18.21, 27.27]
  - AZ range (deg): [125.81, 172.56]
  - Runs: 4940 - 4943
  - Joint observations with MAGIC? : No

- 20210609 (0.89 h)
  - ZD range (deg): [19.11, 28.35]
  - AZ range (deg): [123.68, 139.46]
  - Runs: 4987 - 4989
  - Joint observations with MAGIC? : No

- 20220228 (0.53 h)
  - ZD range (deg): [27.35, 31.3]
  - AZ range (deg): [118.52, 125.52]
  - Runs: 7153, 7154
  - Joint observations with MAGIC? : No

Monte Carlo information[edit]

For energy-dependent cuts[edit]

Link to MC DL2 files used:

/fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/{particle}/zenith_20deg/south_pointing/20220303_v0.9.3_prod5_trans_80_zen20az180_dl1ab_tuned_psf /fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/{particle}/zenith_40deg/south_pointing/20220304_v0.9.3_prod5_trans_80_zen40az180_dl1ab_tuned_psf

- Particle types: point-gamma (offset=0.4 deg), proton, electron
- ZD (deg): [20, 40]
- AZ (deg): [180, 180]

DL1 data[edit]

This includes whether you use LSTOSA, specific versions of lstchain, dllab scripts, cleaning levels, and calibration information.

DL1a files produced by LSTOSA (lstchain v0.9)

original real DL1a data

/fefs/aswg/data/real/DL1/{Date}/v0.9/tailcut84/

lstchain v0.9 tailcut8-4 (with cleaning based on pedestal RMS, dynamical cleaning)

 /fefs/aswg/data/real/DL1/20220228/v0.9/tailcut84/log/lstchain_config_tailcut84_v092.json

MC (zen 20 deg): tailcut8-4 (with cleaning based on pedestal RMS), dynamic cleaning, PSF tuning

 /fefs/aswg/data/mc/DL1/20200629_prod5_trans_80/proton/zenith_20deg/south_pointing/20220303_v0.9.3_prod5_trans_80_zen20az180_dl1ab_tuned_psf/lstchain_config.json

MC (zen 40 deg): tailcut8-4 (with cleaning based on pedestal RMS), dynamic cleaning, PSF tuning

/fefs/aswg/data/mc/DL1/20200629_prod5_trans_80/proton/zenith_40deg/south_pointing/20220304_v0.9.3_prod5_trans_80_zen40az180_dl1ab_tuned_psf/lstchain_config.json

Random forest[edit]

lstchain v0.9 source-indep, zenith 20 deg, azimuth 180 deg, dynamic cleaning, PSF tuning

 /fefs/aswg/data/models/20200629_prod5_trans_80/zenith_20deg/south_pointing/20220303_v0.9.3_prod5_trans_80_zen20az180_dl1ab_tuned_psf/lstchain_config.json

lstchain v0.9 source-indep, zenith 40 deg, azimuth 180 deg, dynamic cleaning, PSF tuning

 /fefs/aswg/data/models/20200629_prod5_trans_80/zenith_40deg/south_pointing/20220304_v0.9.3_prod5_trans_80_zen40az180_dl1ab_tuned_psf/lstchain_config.json

DL2 data[edit]

/fefs/aswg/workspace/chaitanya.priyadarshi/real_data/AGN/PG1553/v09x/tailcut84/DL2/real/src_indep/{Date} The DL2 files were trained using RF model, with zenith 20 deg, for runs with zenith pointing less than 30 deg, and with RF model of zenith 40 deg, for otherwise

DL3 data selection[edit]

For energy-dependent cuts[edit]

Information about your DL3 data selection.

intensity > 0
r: [0, 1]
wl: [0.01, 1]
leakage_intensity_width_2: [0, 1]

source-indep
- gh_efficiency: 0.8
- theta_containment: 0.8

For global cuts[edit]

Information about your DL3 data selection.

intensity > 0
r: [0, 1]
wl: [0.01, 1]
leakage_intensity_width_2: [0, 1]

source-indep
- global_gh_cut: 0.7
- global_theta_cut: 0.2

High-level analysis[edit]

lstchain Tools to generate source-independent IRF and DL3
Science Tool: gammapy 0.20.dev309+gb11005a (Developer build to extract signal from energy-dependent regions)
point-like IRF, 1D analysis

A total of 9.3 hrs of data was analyzed

For DL3 data reduction to DL4 dataset,

OFF regions selected - 1 Wobble
Safe Energy mask for systematics - No
Energy axes -
- True: 50 GeV to 100 TeV with 10 bins per decade
- Reco: 10 GeV to 40 TeV with 5 bins per decade

For spectral analysis,

Model used - Log Parabola, Power Law
Reference energy used by calculating the decorrelation energy with a Power Law fit, 107 GeV
Spectral Fit energy range - 10 GeV to 40 TeV with 5 bins per decade
Spectral fit with gammapy default optimization - minuit