Editing RS Oph Analysis v0.9.x AllSky

= Overview =
*Source-dependent/independent analysis using LSTCHAIN v0.9.10 and v.9.14dev with last commit e5835d5ab7792cbb528118de9cebe4a60f7802a8 for the DL2 to DL3 stage (irf interpolation). The MC production processed with LSTOSA v0.8.2 using LSTCHAIN v0.9.6

*Cleaning method tail cut 84 and dynamic cleaning. Also, the MC files are tuned to match the NSB in the FoV.
*Observations used in the analysis:

== Monte Carlo information ==
* AllSky MC prodution.
* Link to MC files used: /fefs/aswg/data/mc/DL1/AllSky/20221108_galsource_min_413_tuned_nsb/... 
:- Particle types: gamma diffuse and protons
:- MC prod (deg): 20221108_galsource_min_413_tuned_nsb
:- Dec band (deg): dec_min_431
:- Other information: MC production through PR in lstMCpipe Github webpage (https://github.com/cta-observatory/lstmcpipe/tree/master/production_configs/20221108_galsource_min_413_tuned_nsb)
:- MC files are tuned to match the NSB in the FoV.

== DL1 data == 
* Processed with LSTOSA using LSTCHAIN v0.9.6.
:- Dynamic cleaning and tail cut cleaning with pedestal threshold applied by the the standard parameters using pipeline LSTOSA.

  "dynamic_cleaning": {
    "apply": true,
    "threshold": 267,
    "fraction_cleaning_intensity": 0.03
  }

=== Real data ===

* Parameters for the tail cut cleaning with pedestal threshold

  "tailcuts_clean_with_pedestal_threshold": {
    "picture_thresh":8,
    "boundary_thresh":4,
    "sigma":2.5,
    "keep_isolated_pixels":false,
    "min_number_picture_neighbors":2,
    "use_only_main_island":false,
    "delta_time": 2
  }

* Original DL1a files (processed up to DL1 by LSTOSA using LSTCHAIN v0.9.2)
 /fefs/aswg/data/real/DL1/{}/v0.9/tailcut84/dl1_LST-1.RunXXXXX.XXXX.h5

=== MC data ===

* Tuned NSB

    "increase_nsb": true,
    "extra_noise_in_dim_pixels": 0.937,
    "extra_bias_in_dim_pixels": 0.323,
    "transition_charge": 8,
    "extra_noise_in_bright_pixels": 1.041,


* Original DL1a files
 /fefs/aswg/data/mc/DL1/AllSky/20221108_galsource_min_413_tuned_nsb/{TrainingDataset,TestingDataset}/dec_min_413/{particle}/node...

== Random forest ==

* Disp_norm parameterisation

*; Source-dependent 
:- LSTCHAIN v0.9.10
:- Config file:
 /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/lstchain_src_dep_tailcut84_config_dispnorm_v0.9.4.json
:- path:
 /fefs/aswg/workspace/MC_data_simlink/models/AllSky/galsource_min_413_tuned_nsb_NOpsf_srcdep/dec_min_413/

*; Source-independent 
:- Processed with lstMCpipe using LSTCHAIN v0.9.9.
:- Path:
 /fefs/aswg/data/mc/models/AllSky/20221108_galsource_min_413_tuned_nsb/dec_min_413/

== DL1 to DL2 data ==

=== Real data ===
*; Source-dependent 
:- LSTCHAIN v0.9.10
:- Config file:
 /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/analysis_v0.9.6/lstchain_config_srcdep_lstmcpipe_tailcut84_dispnorm_v0.9.6.json

*; Source-independent
:- LSTCHAIN v0.9.10
:- Config file:
 /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/analysis_v0.9.6/lstchain_config_lstmcpipe_tailcut84_dispnorm_v0.9.6.json

=== MC data ===

*; Source-dependent 
:- Processed with lstMCpipe using LSTCHAIN v0.9.6.
:- Config file:
 /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/RSOph/analysis_v0.9.4/lstchain_config_srcdep_lstmcpipe_tailcut84_dispnorm_v0.9.6.json

*; Source-independent
:- Processed with lstMCpipe using LSTCHAIN v0.9.6.
:- Config file:
 /fefs/aswg/data/models/AllSky/galsource_min_413_tuned_nsb/dec_min_413/lstchain_config_2022-05-23.json

== Quality cuts optimization ==
Since the AllSky MC is a tailored production than the Fixed MC production, we cannot use high-zenith Crab observations to find the best cuts.


== DL3 data selection ==
*:- Quality cuts

  "EventSelector": {
    "filters": {
      "intensity": [50, Infinity],
      "width": [0, Infinity],
      "length": [0, Infinity],
      "r": [0, 1],
      "wl": [0.01, 1],
      "leakage_intensity_width_2": [0, 0.2],
      "event_type" : [32, 32]
    }
  },
  "DL3FixedCuts": {
    "fixed_gh_cut": 0.6,
    "gh_efficiency": 0.9,
    "fixed_theta_cut": 0.2,
    "theta_containment": 0.68,
    "alpha_containment": 0.68,
    "allowed_tels": [1]
  }

== High-level analysis ==
*; Source-dependent 
*:- IRF: point-like, single-offset
 /fefs/aswg/workspace/arnau.aguasca/scripts/_configs/DL3IRF-generated-configs/config_int50_leak0.2_gh0.7_geff0.9_th0.2_tc0.68_a15_ac0.68.json
::- Produced DL3 files

 /fefs/aswg/workspace/arnau.aguasca/Analysis/results/real/DL3/RSOph/nearest_node/...

*; Source-independent 

== Analysis results ==
* High level analysis performed with gammapy-v0.20.1

=== Alpha plot ===
* Filters in EventSelector applied:
  "EventSelector": {
    "filters": {
      "intensity": [50, Infinity],
      "width": [0, Infinity],
      "length": [0, Infinity],
      "r": [0, 1],
      "wl": [0.1, 1],
      "leakage_intensity_width_2": [0, 0.2]
    }
  }