Mrk 421 Preliminary Analysis with lstchain v0.9.x Priyadarshi[edit]

General information[edit]

Name of the source: Mrk 421
Brief description of the source:
- Object type : AGN
- Redshift (z) : 0.0308
- HBL
- RA: 11 04 27.314 (hh mm ss), Dec: +38 12 31.8 (dd mm ss)
- RA, Dec in deg (ICRS): 166.113808, 38.20883287

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

Data-taking information[edit]

Dates of data-taking: 20201212, 202201213, 20201214, 20210214, 20210215, 20210216, 20210217, 20210313, 20210316, 20210317, 20210318, 20210320, 20210321, 20210416, 20210417, 20210418, 20210430, 20210505, 20210508, 20210509, 20210531, 20210601, 20210606, 20220205, 20220206, 20220208, 20220301, 20220305, 20220309

- 20201212 (3.07 h)
  - ZD range (deg): [11.2, 52.1]
  - AZ range (deg): [34.68, 64.37]
  - Runs: 3216 - 3227
  - Joint observations with MAGIC? : Not for 3219 and 3220

- 20201213 (0.7 h)
  - ZD range (deg): [10.16, 13.4]
  - AZ range (deg): [20.97, 42.6]
  - Runs: 3238, 3239
  - Joint observations with MAGIC? : Yes

- 20201214 (1.25 h)
  - ZD range (deg): [11.25, 22.41]
  - AZ range (deg): [31.59, 57.87]
  - Runs: 3247 - 3250
  - Joint observations with MAGIC? : Yes

- 20210214 (2.42 h)
  - ZD range (deg): [14.38, 42.66]
  - AZ range (deg): [-64.31, -44.05]
  - Runs: 3661 - 3668
  - Joint observations with MAGIC? : No

- 20210215 (0.62 h)
  - ZD range (deg): [9.44, 10.42]
  - AZ range (deg): [-5.43, 24.23]
  - Runs: 3687, 3688
  - Joint observations with MAGIC? : No

- 20210216 (1.81 h)
  - ZD range (deg): [21.56, 48.6]
  - AZ range (deg): [-64.41, -58.23]
  - Runs: 3715 - 3721
  - Joint observations with MAGIC? : No

- 20210217 (1.59 h)
  - ZD range (deg): [9.11, 14.3]
  - AZ range (deg): [-45.62, 40.88]
  - Runs: 3732 - 3737
  - Joint observations with MAGIC? : No

- 20210313 (0.77 h)
  - ZD range (deg): [27.71, 37.26]
  - AZ range (deg): [-64.51, -62.07]
  - Runs: 4016 - 4019
  - Joint observations with MAGIC? : No

- 20210316 (1.26 h)
  - ZD range (deg): [12.55, 24.53]
  - AZ range (deg): [-61.46, -39.1]
  - Runs: 4097 - 4100
  - Joint observations with MAGIC? : No

- 20210317 (2.56 h)
  - ZD range (deg): [12.82, 44.27]
  - AZ range (deg): [-64.14, -40.23]
  - Runs: 4131 - 4138
  - Joint observations with MAGIC? : No

- 20210318 (0.31 h)
  - ZD range (deg): [33.49]
  - AZ range (deg): [-63.52]
  - Runs: 4153
  - Joint observations with MAGIC? : No

- 20210320 (1.44 h)
  - ZD range (deg): [24.68, 43.9]
  - AZ range (deg): [-64.41, -60.53]
  - Runs: 4184 - 4188
  - Joint observations with MAGIC? : No

- 20210321 (0.31 h)
  - ZD range (deg): [40.09]
  - AZ range (deg): [-63.82]
  - Runs: 4208
  - Joint observations with MAGIC? : No

- 20210416 (0.32 h)
  - ZD range (deg): [11.24]
  - AZ range (deg): [-34.66]
  - Runs: 4441
  - Joint observations with MAGIC? : Yes

- 20210417 (0.32 h)
  - ZD range (deg): [9.96]
  - AZ range (deg): [-9.47]
  - Runs: 4459
  - Joint observations with MAGIC? : No

- 20210418 (0.31 h)
  - ZD range (deg): [32.75]
  - AZ range (deg): [-63.38]
  - Runs: 4479
  - Joint observations with MAGIC? : No

- 20210430 (1.59 h)
  - ZD range (deg): [11.94, 32.75]
  - AZ range (deg): [-62.11, -35.77]
  - Runs: 4568 - 4572
  - Joint observations with MAGIC? : No

- 20210505 (0.71 h)
  - ZD range (deg): [16.13, 23.12]
  - AZ range (deg): [-58.44, -50.43]
  - Runs: 4612 - 4614
  - Joint observations with MAGIC? : Yes

- 20210508 (0.27 h)
  - ZD range (deg): [14.12]
  - AZ range (deg): [-45.14]
  - Runs: 4649
  - Joint observations with MAGIC? : Yes

- 20210509 (1.59 h)
  - ZD range (deg): [15.27, 34.35]
  - AZ range (deg): [-63.6, -48.35]
  - Runs: 4667 - 4671
  - Joint observations with MAGIC? : No

- 20210531 (0.3 h)
  - ZD range (deg): [41.6, 45.69]
  - AZ range (deg): [-63.77, -63.39]
  - Runs: 4852, 4853
  - Joint observations with MAGIC? : No

- 20210601 (0.64 h)
  - ZD range (deg): [46.22, 53.68]
  - AZ range (deg): [-63.32, -61.95]
  - Runs: 4868, 4869
  - Joint observations with MAGIC? : No

- 20210606 (0.32 h)
  - ZD range (deg): [37.16]
  - AZ range (deg): [-64.47]
  - Runs: 4939
  - Joint observations with MAGIC? : No

- 20220205 (1.26 h)
  - ZD range (deg): [9.23, 20.14]
  - AZ range (deg): [11.92, 56.75]
  - Runs: 6900-6903
  - Joint observations with MAGIC? : NA

- 20220206 (2.13 h)
  - ZD range (deg): [9.01, 43.2]
  - AZ range (deg): [-28.74, 63.86]
  - Runs: 6940, 6941, 6947-6952
  - Joint observations with MAGIC? : NA

- 20220208 (1.0 h)
  - ZD range (deg): [9.56, 19.05]
  - AZ range (deg): [-9.97, 55.47]
  - Runs: 6994, 6997-6999
  - Joint observations with MAGIC? : NA

- 20220301 (0.69 h)
  - ZD range (deg): [29.78, 36.38]
  - AZ range (deg): [-63.56, -62.75]
  - Runs: 7182-7184
  - Joint observations with MAGIC? : NA

- 20220305 (0.2 h)
  - ZD range (deg): [32.65, 34.99]
  - AZ range (deg): [-63.71, -63.40]
  - Runs: 7289, 7290
  - Joint observations with MAGIC? : NA

- 20220309 (0.11 h)
  - ZD range (deg): [9.14]
  - AZ range (deg): [-11.78]
  - Runs: 7370
  - Joint observations with MAGIC? : NA

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

- Particle types: point-gamma (offset=0.4 deg), proton, electron
- ZD (deg): [20]
- AZ (deg): [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/DL1/20220208/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

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

DL2 data[edit]

/fefs/aswg/workspace/chaitanya.priyadarshi/real_data/AGN/Mrk421/v09x/tailcut84/DL2/real/src_indep/{Date} The DL2 files were trained using RF model, with zenith 20 deg

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

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 29.9 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: 10 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
Reference energy used by calculating the decorrelation energy with a Power Law fit, 333 GeV
Spectral Fit energy range - 10 GeV to 40 TeV with 5 bins per decade
Spectral fit with gammapy default optimization - minuit