Production list

Production list#

Find below the list of lstmcpipe productions. Real source names are not provided here. To find the actual source name corresponding to its ID used in the prod ID, visit the LST wiki page.

Request date

Directory name

Prod ID

readme

2024-11-12

20240917_v0.10.12_src15_dec_min_2924_tuned

20240917_v0.10.12_src15_dec_min_2924_tuned

# PROD 20240917_v0.10.12_src15_dec_min_2924_tuned

I need this production to analyse the LST-1 data of src15 (see https://www.lst1.iac.es/wiki/index.php/MC_analysis_and_IRF_production#lstmcpipe_productions) with dec 29.24 deg. The median of the NSB standard deviation for this dataset is approximately 2.308 p.e.

‘’’ lstmcpipe_generate_config PathConfigAllSkyFullDL1ab –dec_list dec_min_2924 –prod_id 20240917_v0.10.12_src15_dec_min_2924_tuned –kwargs source_prod_id=20240131_allsky_v0.10.5_all_dec_base ‘’’

Config for the NSB tuning:

“image_modifier”: {

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 3.843, “extra_bias_in_dim_pixels”: 1.07, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 5.178

}

Contact: Lisa N

2024-09-06

20240828_v0.10.9_GC_dec_min_2924_tuned

20240906_v0.10.9_GC_dec_min_2924_tuned

# Prod 20240828_v0.10.9_GC_dec_min_2924_tuned

## Description of the config

“image_modifier”: {

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 2.98, “extra_bias_in_dim_pixels”: 0.858, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 3.989 }

## lstchain_tune_nsb command

` lstchain_tune_nsb --config standard_lstchain_config.json --input-mc /fefs/aswg/data/mc/DL0/LSTProd2/TrainingDataset/Protons/dec_min_2924/sim_telarray/node_corsika_theta_69.813_az_217.303_/output_v1.4/simtel_corsika_theta_69.813_az_217.303_run10.simtel.gz --input-data /fefs/aswg/data/real/DL1/20220502/v0.9/tailcut84/dl1_LST-1.Run08079.0035.h5 -o tuned_lstchain_config.json `

## lstmcpipe config command

` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --dec_list dec_min_2924 --prod_id 20240906_v0.10.9_GC_dec_min_2924_tuned  --kwargs source_prod_id=20240131_allsky_v0.10.5_all_dec_base `

Then used the script below to add time and nice options to each step.

` python add_slurm_options.py lstmcpipe_config_2024-09-06_PathConfigAllSkyFullDL1ab.yaml `

## Why this production is needed?

To analyze the Galactic Center data at dec_min_2924.

2024-08-30

20240821_v0.10.11_src14_dec2276_tuned

20240821_v0.10.11_src14_dec2276_tuned

# New Prod Config

## Prod_ID

20240821_v0.10.11_src14_tuned

## Description

full DL1ab production (with NSB tuning for src14) with lstchain v0.10.11

NSB level was checked in the following way:

``` input_mc = /fefs/aswg/data/mc/DL0/LSTProd2/TrainingDataset/Protons/dec_2276/sim_telarray/node_theta_6.000_az_180.000_/output_v1.4/simtel_corsika_theta_6.000_az_180.000_run10.simtel.gz

input_data = /fefs/aswg/data/real/DL1/20240613/v0.10/tailcut84/dl1_LST-1.Run17799.0016.h5

print(“this config was downloaded (and modified) on %s” % download_config_modified_time) config_file = Path(“./lstchain_standard_config.json”)

lstchain_tune_nsb –config standard_lstchain_config.json –input-mc /fefs/aswg/data/mc/DL0/LSTProd2/TrainingDataset/Protons/dec_2276/sim_telarray/node_theta_6.000_az_180.000_/output_v1.4/simtel_corsika_theta_6.000_az_180.000_run10.simtel.gz –input-data /fefs/aswg/data/real/DL1/20240613/v0.10/tailcut84/dl1_LST-1.Run17799.0016.h5 -o tuned_lstchain_config.json

## Why this config is needed

Analysis of future data taken on src14

## Config file creation

The config file was initially cretaed by using lstmcpipe_generate_config: ‘’’ lstmcpipe_generate_config PathConfigAllSkyFullDL1ab –dec_list dec_2276 –prod_id 20240821_v0.10.11_src14_dec2276_tuned –kwargs source_prod_id=20240131_allsky_v0.10.5_all_dec_base

2024-08-06

20240727_v0.10.11_src12_tuned

20240727_v0.10.11_src12_tuned

# New Prod Config

## Prod_ID

20240727_v0.10.11_src12_tuned

## Short description of the config

full DL1ab production (with NSB tuning for src12) with lstchain v0.10.11

NSB level was checked in the following way:

``` input_mc_base = Path(“/fefs/aswg/data/mc/DL0/LSTProd2/TrainingDataset/GammaDiffuse/”) input_mc = input_mc_base / “dec_min_413/sim_telarray/node_corsika_theta_33.058_az_173.79_/output_v1.4/simtel_corsika_theta_33.058_az_173.79_run1.simtel.gz”

input_data_base = Path(“/fefs/aswg/data/real/DL1/”) input_data = input_data_base / “20240701/v0.10/tailcut84/dl1_LST-1.Run17967.0000.h5”

print(“this config was downloaded (and modified) on %s” % download_config_modified_time) config_file = Path(“./lstchain_standard_config.json”)

!lstchain_tune_nsb –input-mc $input_mc –input-data $input_data –config $config_file ```

The resulting values are the followings:

``` this config was downloaded (and modified) on 2024-07-27 10:21:03

Real data:

Number of bad pixels (from calibration): 13 Median of FF pixel charge: 75.561 p.e. Median across camera of good pixels’ pedestal std 2.217 p.e. Number of pixels beyond 3 std dev of median: 34, (above 2.73 p.e.)

Good and not too bright pixels: 1812

{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 1.297, “extra_bias_in_dim_pixels”: 0.385, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 1.536

These are pasted on the lstchain_config_2024-07-27.json.

contact: Hideaki Katagiri

## Why this config is needed

Reprocess the data of src12 with version of lstchain v0.10.11 and with NSB tunning.

## Other information

### command-line: ` prod_id = "20240727_v0.10.11_src12_tuned" dec_list = "dec_min_413" # declination=-4.13, Decl. of G17.8+16.8 = -5.145 source_prod_id = "20240131_allsky_v0.10.5_all_dec_base" !lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --overwrite --prod_id $prod_id --kwargs source_prod_id=$source_prod_id --dec_list $dec_list `

2024-07-17

20240716_v0.10.7_src10_dec3476_tuned

20240716_v0.10.7_src10_dec3476_tuned

# Product Configuration for src10

## Prod_ID

20240716_v0.10.7_src10_dec3476_tuned

## Description

Config for reprocessing of Gamma Diffuse MC at declination line of 34.76 deg, based on 20240430_v0.10.4_src9_dec3476_tuned.

NSB tuning adapted to the observed data of src10.

## Objective

Need diffuse MC with tuning for new source: src10

## Config file creation

The config file was initially cretaed by using lstmcpipe_generate_config: ‘’’ lstmcpipe_generate_config PathConfigAllSkyFullDL1ab –dec_list dec_3476 –prod_id 20240716_v0.10.7_src10_dec3476_tuned –kwargs source_prod_id=20240430_v0.10.4_src9_dec3476_tuned ‘’’

Added image_modifier to tune NSB to src10. Manually edited to split dataset similar as 20240430_v0.10.4_src9_dec3476_tuned.

2024-06-07

20240529_v0.10.11_src4_dense_MC_line

20240529_v0.10.11_src4_dense_MC_line

# Source with dec 6166 at LZA and NSB tuning

## 20240529

Production on the full high density line (dec_6166_high_density) with all nodes and with to NSB of the LZA data

## Short description of the config

Config for a source src4 with line dec_6166_high_density and NSB tuning corresponding or pedestal std 1.9 pe (reference run 8649, zd=65.5, reference MC simtel_corsika_theta_65.796_az_31.344_run1.simtel.gz)

{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 2.124, “extra_bias_in_dim_pixels”: 0.738, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 2.766

}

Only test nodes on the declination line are included

The config is produced as following:

{

MC_line=’dec_6166_high_density’

config = paths_config.PathConfigAllSkyFull(‘20240519_v0.10.11_src4_dense_MC_line’, [MC_line])

config.stages = [

‘r0_to_dl1’, ‘merge_dl1’, ‘train_pipe’, ‘dl1_to_dl2’]

_=config.generate()

# mask tests too far from the training nodes train_zd=90*u.deg-config.train_configs[MC_line]._training_pointings[‘alt’] train_az=config.train_configs[MC_line]._training_pointings[‘az’]

n_test_points=len(config.test_configs[MC_line]._testing_pointings) mask_test=np.zeros(n_test_points,dtype=bool) for point in np.arange(n_test_points):

zd=90*u.deg-config.test_configs[MC_line]._testing_pointings[‘alt’][point] az=config.test_configs[MC_line]._testing_pointings[‘az’][point]

for test in np.arange(len(train_zd)):

dist=angular_separation(az,zd,train_az[test],train_zd[test])

if dist < 1.*u.deg:

print(f”dist {dist} keep {test_zd[test]:6.2f} {zd:6.2f}”) mask_test[point]=True

# select only the on line tests config.test_configs[MC_line]._testing_pointings=config.test_configs[MC_line]_testing_pointings = config.test_configs[MC_line]._testing_pointings[mask_test]

}

```

Plot: ` config.plot_pointings() `

2024-05-17

20240430_v0.10.4_src9_dec3476_tuned

20240430_v0.10.4_src9_dec3476_tuned

# New Product Configuration for src9

## Prod_ID

20240430_v0.10.4_src9_dec3476_tuned

## Description

Config for training RF splitting Gamma Diffuse MC datasets in halves for the declination line of 34.76 deg.

NSB tuning adapted to the observed data of src9.

## Objective

Prepare full enclosure IRFs for src9.

## Config file creation

The config file was initially cretaed by using lstmcpipe_generate_config:

lstmcpipe_generate_config PathConfigAllSkyFull –prod_id 20240430_v0.10.4_src9_dec3476_tuned –dec_list dec_3476

Then, some manually changes were added in order to split the datasets and add the specific NSB tuning configuration parameters.

2024-05-03

20240426_v0.10.9_src3_dec3476_4822_tunedNSB

20240426_v0.10.9_src3_dec3476_4822_tunedNSB

# Source with dec 3476/4822 and NSB tuning for moon data (x3-4 the previous production, which was made to reproduce the specific dark background of the source due to its proximity to the galactic plane). The mean_diffuse_nsb_std for this dataset is approximately 3 p.e.

## Prod_ID 20240426_v0.10.9_src3_dec3476_4822_tunedNSB

## 20240426 lstmcpipe_generate_config PathConfigAllSkyFull –prod_id 20240426_v0.10.9_src3_dec3476_4822_tunedNSB –dec_list dec_3476 dec_4822

## Short description of the config

Config for a source with dec within 3476/4822 and NSB tuning:

“image_modifier”: {

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 6.974, “extra_bias_in_dim_pixels”: 1.825, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 4.195

}

## Why this config is needed

See wiki page (src 3) https://www.lst1.iac.es/wiki/index.php/MC_analysis_and_IRF_production#lstmcpipe_productions

2024-03-07

20240122_v0.10.4_prod5_trans_80

20240122_v0.10.4_prod5_trans80

# 20240122_v0.10.4_prod5_trans80

20 degrees for performance study

lstmcpipe_generate_config PathConfigProd5Trans80 –prod_id 20240122_v0.10.4_prod5_trans80

Contact : Mathieu de Bony, Léo Le Moigne, David Sanchez

2024-02-29

20240229_nsb14

20240229_dec34_nsb14

DL1a=> Production for the dec_3476 line and high NSB conditions, with cleaning levels (14, 7)

Command:

lstmcpipe_generate_config PathConfigAllSkyFullDL1ab –dec_list dec_3476 –prod_id 20240229_dec34_nsb14 –kwargs source_prod_id=20240131_allsky_v0.10.5_all_dec_base

Then I modified in the yaml file the versions of lstchain and lstmcpipe to be used

2024-02-26

20240126_v0.10.4_src6_dec2276_tuned

20240126_v0.10.4_src6_dec2276_tuned

# New Prod Config

## Prod_ID

20240126_v0.10.4_src6_dec2276_tuned

## Short description of the config

Config for the processing of MC at dec_2276 with NSB tuning to src6 and src-dependent configuration using a specific NSB tunning for the source.

## Why this config is needed

Reprocess the data at declination 22.76 with version of lstchain v0.10.4 and with new tunning for new source: src6.

## Other information

### command-line: ` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 20240126_v0.10.4_src6_dec2276_tuned --kwargs source_prod_id=20230901_v0.10.4_allsky_base_prod --dec_list dec_2276 `

2024-02-19

20240219_allsky_v0.10.7_all_dec_srcdep_base

20240219_allsky_v0.10.7_all_dec_srcdep_base

# Prod 20240219_allsky_v0.10.7_all_dec_srcdep_base

Base production for all declinations lines with lstchain v0.10.7 & source-dependent approach

` lstmcpipe_generate_config PathConfigAllTrainTestDL1b --dec_list dec_2276 dec_4822 dec_6166 dec_6676 dec_min_1802 dec_min_413 dec_931 dec_min_2924 dec_3476 --prod_id 20240219_allsky_v0.10.7_all_dec_srcdep_base --kwargs source_prod_id=20240131_allsky_v0.10.5_all_dec_base `

` lstchain_dump_config -o lstchain_config_2024-02-19_srcdep.json --mc --update-with lstchain_src_dep_config.json `

contact: Seiya N.

2024-02-07

20240131_allsky_v0.10.5_all_dec_base

20240131_allsky_v0.10.5_all_dec_base

# Prod 20240131_allsky_v0.10.5_all_dec_base

Base production for all declinations lines with lstchain v0.10.5

` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20240131_allsky_v0.10.5_all_dec_base --dec_list dec_2276 dec_4822 dec_6166 dec_6676 dec_min_1802 dec_min_413 `

contact: Thomas V.

2024-02-06

20240206_v0.10.5_lst_school_dummy_prod

20240206_v0.10.5_lst_school_dummy_prod

# PROD 20240206_v0.10.5_lst_school_dummy_prod

I need this production for the LST school

` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --dec_list dec_2276 --prod_id 20240206_v0.10.5_lst_school_dummy_prod --kwargs source_prod_id=20240131_allsky_v0.10.5_all_dec_base `

contact: Thomas V.

2024-02-05

20240235_v0.10.5_dec_931_dec_min_2924_dec_3476

20240131_allsky_v0.10.5_all_dec_base

# Prod 20240235_v0.10.5_dec_931_dec_min_2924_dec_3476

Base prod with missing declinations in 20240131_allsky_v0.10.5_all_dec_base

` source /fefs/aswg/software/conda/etc/profile.d/conda.sh conda activate lstchain-v0.10.5 lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20240131_allsky_v0.10.5_all_dec_base --dec_list dec_931 dec_min_2924 dec_3476 `

contact: Thomas V.

2023-11-06

20231106_v0.9.12_base_dl1_dec_931_min-2924_min-1802_6166

20231106_v0.9.12_base_dl1_dec_931_min-2924_min-1802_6166

# Prod 20231106_v0.9.12_base_dl1_dec_931_min-2924_min-1802_6166

Base DL1 prod for missing declination in 20221215_v0.9.12_base_prod

` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20231106_v0.9.12_base_dl1_dec_931_min-2924_min-1802_6166 --dec_list dec_931 dec_min_2924 dec_min_1802 dec_6166 `

contact: Thomas Vuillaume

2023-10-27

20231017_v0.10.4_seasonal_atmospheres_summer

20231017_v0.10.4_seasonal_atmospheres_summer

# 20231017_v0.10.4_seasonal_atmospheres_summer

Full production of a test node simulated with a summer atmospheric profile. Reconstructed with

  • training datasets produced with the same atmosphere as for the production.

  • training datasets produced with the standard average winter atmospheric profile.

The goal is to estimate the systematics introduced by using the same average winter atmospheric profile in order to analyse all LST data.

The config file was created manually, inspired by the configurations of the production 20230927_v0.10.4_crab_tuned.

Contact : Georgios Voutsinas

2023-10-24

20231024_v0.10.4_base_dec_min_2924_min_1802_6166

20231024_v0.10.4_base_dec_min_2924_min_1802_6166

# Prod 20231024_v0.10.4_base_dec_min_2924_min_1802_6166

Base prod for missing declination in 20230901_v0.10.4_base_prod

` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20231024_v0.10.4_base_dec_min_2924_min_1802_6166 --dec_list dec_min_2924 dec_min_1802 dec_6166 `

contact: Thomas Vuillaume

2023-09-28

20230927_v0.10.4_crab_tuned

20230927_v0.10.4_crab_tuned

# New Prod Config

## Prod_ID

20230927_v0.10.4_crab_tuned

## Short description of the config

full DL1ab production (with NSB tuning for Crab) with lstchain v0.10.4

NSB level was checked in the following way:

input_mc = Path(“/fefs/aswg/data/mc/DL0/LSTProd2/TrainingDataset/GammaDiffuse/dec_2276/sim_telarray/node_corsika_theta_6.000_az_180.000_/output_v1.4/simtel_corsika_theta_6.000_az_180.000_run1.simtel.gz”) input_data = Path(“/fefs/aswg/data/real/DL1/20221201/v0.9/tailcut84/dl1_LST-1.Run11282.0000.h5”) print(“this config is commit ac7d379 on Sep 14, 2023 “) config_file = Path(“./lstchain_standard_config.json”) !lstchain_tune_nsb –input-mc $input_mc –input-data $input_data –config $config_file

The resulting values are the followings:

this config is commit ac7d379 on Sep 14, 2023 Real data: median across camera of good pixels’ pedestal std 2.633 p.e. Number of pixels beyond 3 std dev of median: 34, (above 3.82 p.e.) Good and not too bright pixels: 1811

{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 2.197, “extra_bias_in_dim_pixels”: 0.82, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 2.88

}

These are pasted on the lstchain_config_2023-09-27.json.

contact: Hideaki Katagiri

## Why this config is needed

Reprocess the data of Crab with version of lstchain v0.10.4 and with tunning.

## Other information

### command-line: ` prod_id = "20230927_v0.10.4_crab_tuned" dec_list = "dec_2276" source_prod_id = "20230901_v0.10.4_allsky_base_prod" !lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id $prod_id --kwargs source_prod_id=$source_prod_id --dec_list $dec_list --overwrite `

2023-09-25

20230925_v0.10.4_src3_dec3476_4822_tuned

20230925_v0.10.4_src3_dec3476_4822_tuned

# New Prod Config

## Prod_ID

20230925_v0.10.4_src3_dec3476_4822_tuned

## Short description of the config

full DL1ab production (dec3476 and dec4822 with NSB tuning for src3) with lstchain v0.10.4

contact: Seiya Nozaki

## Why this config is needed

Reprocess the data at declination 34.76 and 48.22 with version of lstchain v0.10.4 and with tunning for src3.

## Other information

### command-line: ` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 20230925_v0.10.4_src3_dec3476_4822_tuned --kwargs source_prod_id=20230901_v0.10.4_allsky_base_prod --dec_list dec_3476 dec_4822 `

2023-09-01

20230901_v0.10.4_allsky_base_prod

20230901_v0.10.4_allsky_base_prod

# New Prod Config

## 20230901_v0.10.4_base_prod

## Short description of the config

Full allsky production with lstchain v0.10.4 standard settings (cta-observatory/cta-lstchain) Only change to the config is the added integration_correction, that is needed for simulations.

## Why this config is needed

There have been datamodel-changes in the transition from lstchain 0.9 to 0.10, which is why a new production is in order. Also old lstchain configs dont necessarily work with the new versions (e.g. due to floating point verbose values).

This request includes all declination lines and no NSB-tuning in order act as a new baseline. For the same reason all processing steps are included. That should make it possible to directly compare the performance to the older 20230127_v0.9.12_base_prod_az_tel production.

For Crab or other high-NSB sources, a dl1ab reprocessing or another podcution will thus be needed.

## Command to produce ` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20230901_v0.10.4_allsky_base_prod --dec_list dec_2276 dec_931 dec_min_413 dec_6676 dec_4822 dec_3476 ` to produce the list of steps. Then change lstchain version in the mcpipe config. For the lstchain config, use the standard config of that version from here: cta-observatory/cta-lstchain and set apply_integration_correction to true

2023-08-30

20230829_src5_dec3476_v0.10_tuned

20230829_src5_dec3476_v0.10_tuned

# New Prod Config

## Prod_ID

20230829_src5_dec3476_v0.10_tuned

## Short description of the config

dec_3476 with NSB tuning to src5, src-dependent and lstchain v0.10 configuration.

## Why this config is needed

Reprocess the data at declination 34.76 with version of lstchain v0.10 and with tunning for src5.

## Other information

### command-line: ` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20230829_src5_dec3476_v0.10_tuned  --dec_list dec_3476 `

2023-06-19

20230601_v0.9.13_src7_darkNSB

20230601_v0.9.13_src7_darkNSB

# New Prod Config

## Prod_ID

20230601_v0.9.13_src7_darkNSB

## Short description of the config

Reprocess production of 20230601_v0.9.13_dec_4822_dec_6166 matching the NSB noise to source 7 in dark conditions.

## Why this config is needed

Add NSB noise to match the NSB in the FoV of source 7 in the production 20230601_v0.9.13_dec_4822_dec_6166

## Command used to produce the lstmcpipe config

lstmcpipe_generate_config PathConfigAllSkyFullDL1ab –dec_list dec_4822 dec_6166 –prod_id 20230601_v0.9.13_src7_darkNSB –kwargs source_prod_id=20230601_v0.9.13_dec_4822_dec_6166

Also, I increased the memory for the DL2 to IRF stage o 100 GB following the fix memory issue in prod. 20230329_v0.9.13_src4_full_line.

2023-06-05

20230529_v0.9.13_src4_full_line

20230529_v0.9.13_src4_full_line

# Source with dec 6166 at LZA and NSB tuning

## 20230529

Production on the full node with all nodes and with to NSB of the LZA data

## Short description of the config

Config for a source src4 with dec 6166 and NSB tuning corresponding or pedestal std 1.9 pe (reference run 8649, zd=65.5, reference MC simtel_corsika_theta_65.796_az_31.344_run1.simtel.gz)

{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 2.124, “extra_bias_in_dim_pixels”: 0.738, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 2.766

}

Only test nodes on the declination line are included

The config is produced as following:

{

config = paths_config.PathConfigAllSkyFull(‘20230529_v0.9.13_src4_full_line’, [‘dec_6166’]) config.generate() # mask test outside the line n_test_points=len(config.test_configs[‘dec_6166’]._testing_pointings) mask_test=np.zeros(n_test_points,dtype=bool) for point in np.arange(n_test_points):

zd=90*u.deg-config.test_configs[‘dec_6166’]._testing_pointings[‘alt’][point] az=config.test_configs[‘dec_6166’]._testing_pointings[‘az’][point]

for test in np.arange(len(test_zd)):

dist=angular_separation(az,zd,test_az[test]*u.deg,test_zd[test]*u.deg)

if dist < 1.*u.deg:

mask_test[point]=True

# select only the on line tests config.test_configs[‘dec_6166’]._testing_pointings=config.test_configs[‘dec_6166’]._testing_pointings = config.test_configs[‘dec_6166’]._testing_pointings[mask_test] # generate again config.generate()

config.save_yml(‘lstmcpipe_config_2023-05-29_PathConfigAllSkyFull.yaml’, overwrite=True)

}

```

Plot: ` config.plot_pointings() `

2023-06-02

20230601_v0.9.13_dec_4822_dec_6166

20230601_v0.9.13_dec_4822_dec_6166

# New Prod Config

## Prod_ID

20230601_v0.9.13_dec_4822_dec_6166

## Short description of the config

Create a production with lstchain-v0.9.13 with all testing nodes for dec_4822 and dec_6166. The stage r0_to_dl1 is the only stage used because this production will be used as the base prod. to latter tune the NSB.

## Why this config is needed

Processing of source 7 with MC processed with lstchain-v0.9.13 for dec. bands dec_4822 and dec_6166 with all available testing nodes.

## Command used to produce the lstmcpipe config

lstmcpipe_generate_config PathConfigAllSkyFull –prod_id 20230601_v0.9.13_dec_4822_dec_6166 –dec_list dec_4822 dec_6166

Also, I removed the stages merge_dl1, train_pipe, dl1_to_dl2 and dl2_to_irfs from the lstmcpipe config file.

2023-05-18

20230517_v0.9.13_large_offset_crab_tuned

20230517_v0.9.13_large_offset_crab_tuned

# 20230517_v0.9.13_large_offset_crab_tuned

DL1ab step to apply NSB tuning for Crab gamma diffuse MC.

lstchain config taken from ‘20221027_v0.9.9_crab_tuned’

Contact : Mathieu de Bony, Mathieu de Bony, Léo Le Moigne, David Sanchez

2023-05-17

20230517_v0.9.13_large_offset

20230517_v0.9.13_large_offset

# 20230517_v0.9.13_large_offset

DL1 production of the test node for IRF using gamma diffuse MC

lstchain config taken from ‘20230127_v0.9.12_base_prod_az_tel’

Contact : Mathieu de Bony, Léo Le Moigne, David Sanchez

2023-04-28

20230428_src_dec2276_tuned_nsb_az_tel

20230428_src_dec2276_tuned_nsb_az_tel

# New Prod Config

## 20230428

## Short description of the config

Config for a galactic source with dec 22.47 and NSB tuning. Started from prod 20230315_src_dec2276_tuned_nsb with new lstchain config.

## Why this config is needed

The feature az_tel must be used to analyse real data.

2023-04-20

20230315_src_dec2276_tuned_nsb

20230315_src_dec2276_tuned_nsb

# New Prod Config

## 20230315

## Short description of the config

Config for a galactic source with dec 22.47 and NSB tuning:

“image_modifier”: {

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 1.309, “extra_bias_in_dim_pixels”: 0.54, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 1.79

}

The NSB parameters have been computed by using lstchain script lstchain_tune_nsb with configuration file lstchain_config_v0.9.4_from2022onwards.json.

The configuration file for lstchain and lstmcpipe included in this directory have been produced by running ``` source /fefs/aswg/software/conda/etc/profile.d/conda.sh

conda activate lstchain-v0.9.13

lstmcpipe_generate_config PathConfigAllSkyFullDL1ab –dec_list dec_2276 –prod_id 20230315_src_dec2276_tuned_nsb –kwargs source_prod_id=20230315_src_dec2276_tuned_nsb ```

## Why this config is needed

Processing of data taken from this galactic source which has a particular NSB level.

2023-04-16

20230414_v0.9.13_dec_931_az_tel

20230414_v0.9.13_dec_931_az_tel

# prod 20230414_v0.9.13_dec_931_az_tel

Reprocessing of faulty dec_931. This production should be used instead of 20230127_v0.9.12_base_prod_az_tel for dec_931.

See related issues: - cta-observatory/lstmcpipe#371 - cta-observatory/lst-sim-config#55

The config was generated using:

` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20230414_v0.9.13_dec_931_az_tel --output lstmcpipe_config.yml --overwrite --lstchain_conf lstchain_config.json --dec_list dec_931 `

After failure of the merging step, the faulty DL1 files were removed to allow proper merging and the processing was started again, commenting the r0_to_dl1 step.

2023-04-16

20230127_v0.9.12_base_prod_az_tel

20230127_v0.9.12_base_prod_az_tel

# New Prod Config

## template_prod

## Short description of the config

Full MC / model dataset with lstchain v0.9.12 standard settings / az instead of sin(az) in training features.

## Why this config is needed

Processing standard AGN data (+Crab) with recent lstchain (after the discussion in slack). Last full production with Models date from May 2022. For now requesting a standard ‘un-tuned’ production to evaluate blind reconstruction and to test how a ‘bad NSB setting’ can spoil the SED.

Declination tracks needed:

dec_2276 dec_3476 dec_4822 dec_6676 dec_931 dec_min_413

Command to produce this request:

` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20230127_v0.9.12_base_prod_az_tel --output lstmcpipe_config.yml --overwrite --lstchain_conf lstchain_config.json --dec_list dec_2276 dec_3476 dec_4822 dec_6676 dec_931 dec_min_413 `

and then replace sin_az_tel with az_tel in lstchain config

## Note on dec_931 16/04/2023, T. Vuillaume.

dec_931 from this prod is faulty and thus should not be used! Please use prod 20230414_v0.9.13_dec_931_az_tel instead.

2023-04-16

20221215_v0.9.12_base_prod

20221215_v0.9.12_base_prod

# New Prod Config

## template_prod

## Short description of the config

Full MC / model dataset with lstchain v0.9.12 standard settings

## Why this config is needed

Processing standard AGN data (+Crab) with recent lstchain (after the discussion in slack). Last full production with Models date from May 2022. For now requesting a standard ‘un-tuned’ production to evaluate blind reconstruction and to test how a ‘bad NSB setting’ can spoil the SED.

Declination tracks needed:

dec_2276 dec_3476 dec_4822 dec_6676 dec_931 dec_min_413

Command to produce this request:

>> lstmcpipe_generate_config PathConfigAllSkyFull –prod_id 20221215_v0.9.12_base_prod –output lstmcpipe_config.yml –overwrite –lstchain_conf lstchain_config.json –dec_list dec_2276 dec_3476 dec_4822 dec_6676 dec_931 dec_min_413

## Note on dec_931 16/04/2023, T. Vuillaume.

dec_931 from this prod is faulty and thus should not be used! Please use prod 20230414_v0.9.13_dec_931_az_tel instead.

2023-04-05

20230329_v0.9.13_src4_full_line

20230329_v0.9.13_src4_full_line

# Source with dec 6166 at LZA and NSB tuning

## 20230329

Production on the full node (but still with some nodes missing) and with to NSB of the LZA data

## Short description of the config

Config for a source src4 with dec 6166 and NSB tuning corresponding or pedestal std 1.9 pe (reference run 8649, zd=65.5, reference MC simtel_corsika_theta_65.796_az_31.344_run1.simtel.gz)

{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 2.124, “extra_bias_in_dim_pixels”: 0.738, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 2.766

}

Only test nodes on the declination line are included

```

Plot: ` config.plot_pointings() `

2023-01-25

20230124_src6_dec2276_tuned

20230124_src6_dec2276_tuned

# New Prod Config

## Prod_ID

20230124_src6_dec2276_tuned

## Short description of the config

dec_2276 with NSB tuning to src6 and src-dependent configuration.

## Why this config is needed

Reprocess the data at declination 22.76 with version of lstchain v0.9.12 and with new tunning for new source: src6.

## Other information

### command-line: ` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 20230124_src6_dec2276_tuned --dec_list dec_2276 --kwargs source_prod_id=20221215_v0.9.12_base_prod `

2022-12-16

20221212_v0.9.6_src4_high_NSB_LZA

20221212_v0.9.6_src4_high_NSB_LZA

# Source with dec 6166 at LZA and NSB tuning

## 20221212

LZA production as 20221025_src4_high_NSB_LZA but with lstchain release 0.9.6

## Short description of the config

Config for a source src4 with dec 6166 and NSB tuning corresponding or pedestal std 1.9 pe (reference run 8649, zd=65.5, reference MC simtel_corsika_theta_65.796_az_31.344_run1.simtel.gz)

{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 2.124, “extra_bias_in_dim_pixels”: 0.738, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 2.766

}

Config generated with: ``` from lstmcpipe.config import paths_config import astropy.units as u

config = paths_config.PathConfigAllSkyFullDL1ab(‘20221212_v0.9.6_src4_high_NSB_LZA’, ‘20221027_v0.9.9_base_prod’, [‘dec_6166’])

mask_train = config.train_configs[‘dec_6166’]._training_pointings[‘alt’] < 38 *u.deg mask_test = config.test_configs[‘dec_6166’]._testing_pointings[‘alt’] < 38 *u.deg

config.test_configs[‘dec_6166’]._testing_pointings = config.test_configs[‘dec_6166’]._testing_pointings[mask_test] config.train_configs[‘dec_6166’]._training_pointings = config.train_configs[‘dec_6166’]._training_pointings[mask_train]

config.generate()

config.save_yml(‘lstmcpipe_config_2022-11-02_PathConfigAllSkyFullDL1ab.yaml’, overwrite=True)

```

Plot: ` config.plot_pointings() `

2022-12-08

20221025_src4_high_NSB_LZA

20221025_src4_high_NSB_LZA

# Source with dec 6166 at LZA and NSB tuning

## 20221025

LZA production: only nodes with zd> 52 deg are processed both for training and for test

## Short description of the config

Config for a source src4 with dec 6166 and NSB tuning corresponding or pedestal std 1.9 pe (reference run 8649, zd=65.5, reference MC simtel_corsika_theta_65.796_az_31.344_run1.simtel.gz)

{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 2.124, “extra_bias_in_dim_pixels”: 0.738, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 2.766

}

Config generated with: ``` from lstmcpipe.config import paths_config import astropy.units as u

config = paths_config.PathConfigAllSkyFullDL1ab(‘20221025_src4_high_NSB_LZA’, ‘20221027_v0.9.9_base_prod’, [‘dec_6166’])

mask_train = config.train_configs[‘dec_6166’]._training_pointings[‘alt’] < 38 *u.deg mask_test = config.test_configs[‘dec_6166’]._testing_pointings[‘alt’] < 38 *u.deg

config.test_configs[‘dec_6166’]._testing_pointings = config.test_configs[‘dec_6166’]._testing_pointings[mask_test] config.train_configs[‘dec_6166’]._training_pointings = config.train_configs[‘dec_6166’]._training_pointings[mask_train]

config.generate()

config.save_yml(‘lstmcpipe_config_2022-11-02_PathConfigAllSkyFullDL1ab.yaml’, overwrite=True)

```

Plot: ` config.plot_pointings() `

2022-12-01

20221128_src5_dec3476_tuned

20221128_src5_dec3476_tuned

# New Prod Config

## Prod_ID

20221128_src5_dec3476_tuned

## Short description of the config

dec_3476 with NSB tuning to src5 and src-dependent configuration.

## Why this config is needed

Reprocess the data at declination 34.76 with version of lstchain v0.9.9 and with new tunning for new source: src5.

## Other information

### command-line: ` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 20221128_src5_dec3476_tuned  --dec_list dec_3476 --kwargs source_prod_id=20221027_v0.9.9_base_prod `

2022-11-08

20221104_src3_dec3476_4822_tuned

20221104_src3_dec3476_4822_tuned

# 20221104_src3_dec3476_4822_tuned

full DL1ab production (dec3476 and dec4822 with NSB tuning for src3) with lstchain v0.9.9

## command-line: ` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 20221104_src3_dec3476_4822_tuned --kwargs source_prod_id=20221027_v0.9.9_base_prod --dec_list dec_3476 dec_4822 `

2022-11-08

20221108_galsource_min_413_tuned_nsb

20221108_galsource_min_413_tuned_nsb

# New Prod Config

## Prod_ID

20221108_galsource_min_413_tuned_nsb

## Short description of the config

dec_min_413 with NSB tuning to galactic source (src1).

## Why this config is needed

Reprocess with the latest version of lstchain v0.9.9. Previous prod_id is galsource_min_413_tuned_nsb.

## Other information

RF features following issue #369

### command-line: ` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 20221108_galsource_min_413_tuned_nsb --kwargs source_prod_id=20221027_v0.9.9_base_prod --dec_list dec_min_413 `

2022-11-02

20221027_v0.9.9_base_prod

20221027_v0.9.9_base_prod

# 20221027_v0.9.9_base_prod

New full base prod with lstchain v0.9.9 and all declinations and nodes currently available. Commented stages > merge, so only the DL1 will be produced. Training will be done dec wise depending on required tunings / lstchain configs.

` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20221027_v0.9.9_base_prod --dec_list dec_2276  dec_3476  dec_4822  dec_6166  dec_6676  dec_931  dec_min_2924  dec_min_413 `

2022-10-27

20221027_v0.9.9_crab_tuned

20221027_v0.9.9_crab_tuned

# 20221027_v0.9.9_crab_tuned

DL1ab step to apply NSB tuning for Crab.

Generated config:

` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --dec_list dec_2276 --prod_id 20221027_v0.9.9_crab_tuned --kwargs source_prod_id=20221021_crab_full_lstchain097 `

lstchain config taken from 20221021_crab_full_lstchain097

Contact:Thomas or Abelardo

2022-10-21

20221021_crab_full_lstchain097

20221021_crab_full_lstchain097

# PROD 20221021_crab_full_lstchain097

Full pipeline for Crab (dec_2276) with latest lstchain release v0.9.7

Generated with:

` lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20221021_crab_full_lstchain097 --dec_list dec_2276 `

Added to lstchain config: ``` “image_modifier”: {

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 1.62, “extra_bias_in_dim_pixels”: 0.655, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 2.08, “increase_psf”: false, “smeared_light_fraction”: 0

},

```

2022-10-10

20220913_crab_theta23_tuned

20220913_crab_theta23_tuned

# 20220913_crab_theta23_tuned

Following production 20220902_crab_test_nodes that had no tuning.

Processing of nodes node_theta_23.630_az_100.758 and node_theta_23.630_az_259.265_ only for: - dl1ab

  • merge

  • dl1_to_dl2

    • with trained RF from crab tuned prod: /fefs/aswg/data/models/AllSky/20220518_allsky_dec2276_tuned/dec_2276

  • dl2_to_irfs

See cta-observatory/lst-sim-config#49

2022-10-08

20221006_src3_test_nodes

20221006_src3_test_nodes

# 20221006_src3_test_nodes

DL1ab with tuned configuration (DL1ab + merge DL1)

lstchain config taken from 2022-06-01 prod

## command-line: ` lstmcpipe_generate_config PathConfigAllSkyTestingDL1ab --prod_id 20221006_src3_test_nodes --kwargs source_prod_id=20220902_crab_test_nodes dec=3476 `

2022-10-07

20220913_crab_test_nodes_tuned

20220913_crab_test_nodes_tuned

# 20220913_crab_test_nodes_tuned

All test nodes analysed for Crab: NSB tuning and models trained at dec_2276

` lstmcpipe_generate_config PathConfigAllSkyTestingDL1ab --prod_id 20220902_crab_test_nodes --kwargs target_prod_id=20220913_crab_test_nodes_tuned dec=dec_2276 `

Then replaced path models with /fefs/aswg/data/models/AllSky/20220518_allsky_dec2276_tuned/dec_2276

Error during merging, restarted by hand the following:

``` lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_14.984_az_175.158_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_14.984_az_175.158__merged.h5 –no-image

lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_32.059_az_102.217_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_32.059_az_102.217__merged.h5 –no-image

lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_32.059_az_355.158_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_32.059_az_355.158__merged.h5 –no-image

lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_43.197_az_143.441_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_43.197_az_143.441__merged.h5 –no-image

lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_43.197_az_230.005_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_43.197_az_230.005__merged.h5 –no-image

lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_52.374_az_175.158_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_52.374_az_175.158__merged.h5 –no-image

lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_60.528_az_223.818_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_60.528_az_223.818__merged.h5 –no-image

lstchain_merge_hdf5_files -d /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/node_theta_68.068_az_175.158_/ -o /fefs/aswg/data/mc/DL1/AllSky/20220913_crab_test_nodes_tuned/TestingDataset/dl1_20220913_crab_test_nodes_tuned_node_theta_68.068_az_175.158__merged.h5 –no-image ```

2022-09-12

20220902_crab_test_nodes

20220902_crab_test_nodes

# New Prod config

## 20220902_crab_test_nodes

## Short description of the config

Generated as:

` lstmcpipe_generate_config PathConfigAllSkyTesting --prod_id 20220902_crab_test_nodes --kwargs dec=dec_2276 `

Then edited manually to replace the path model with /fefs/aswg/data/models/AllSky/20220518_allsky_dec2276_tuned/dec_2276/

lstchain config copied from /fefs/aswg/data/models/AllSky/20220518_allsky_dec2276_tuned/dec_2276/

## Why this config is needed

Config to produce the new test nodes using Crab dec training. See cta-observatory/lst-sim-config#49

2022-09-06

template_prod

template

# New Prod Config

## template_prod

## Short description of the config

Modified standard config to add twice the Crab NSB

## Why this config is needed

Processing of Crab night 1054-07-15

2022-09-06

20220905_src4_high_NSB

20220905_src4_high_NSB

# Source with dec 6166 and NSB tuning

## 20220905

## Short description of the config

Config for a source src4 with dec 6166 and NSB tuning:

“image_modifier”:{

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 1.82, “extra_bias_in_dim_pixels”: 0.815, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 4.098

}

2022-06-27

20220624_dec_4822_tuned_TestDIffuseGammas

20220624_dec_4822_tuned

Allsky Test Diffuse Gammas production, with nsb tuning, for the dec_4822 declination band.

Config files: - lstmcpipe_config_2022-06-24_PathConfigAllSky_TestDiffuseGammas.yaml - lstchain_config_2022-06-24.json

The command used for generating the config files is:

` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 24_05_2022_dec_4822 --kwargs source_prod_id=20220511_allsky_std --dec_list dec_4822 --overwrite `

And then I changed it by hand.

PathConfigAllSkyFullDL1ab -> TestDiffuseGammas 24_05_2022_dec_4822 -> 24062022_dec_4822

Plus I changed the file to match the stages and the nodes that need.

The source for which this production is required is “src2”

2022-06-01

20220601_dec3476_tuned

20220601_dec3476_tuned

# 20220601_dec3476_tuned

DL1ab for dec3476 with tuned configuration

lstchain config taken from 2022-05-23 prod

## command-line: ` lstmcpipe_generate_config PathConfigAllSkyFullDL1ab --prod_id 20220601_dec3476_tuned --dec_list dec_3476 --kwargs source_prod_id=20220531_dec3476_std `

2022-05-31

20220531_dec3476_std

20220531_dec3476_std

# 20220531_dec3476_std

Standard production for declination 3476 that was missing Proton simtel files for some nodes.

Config generated with:

` lstmcpipe_generate_config  PathConfigAllSkyFull --prod_id 20220531_dec3476_std --dec_list dec_3476 `

2022-05-31

20220524_dec_4822_tuned

20220524_dec_4822_tuned

Allsky MC production, with nsb tuning, for the dec_4822 declination band.

Config files: - lstmcpipe_config_2022-05-24_PathConfigAllSkyFullDL1ab.yaml - lstchain_config_2022-05-24.json

The command used for generating the config files is:

“lstmcpipe_generate_config PathConfigAllSkyFullDL1ab –prod_id 24_05_2022_dec_4822 –kwargs source_prod_id=20220511_allsky_std –dec_list dec_4822 –overwrite”

In a second moment I changed the prod_id (everywhere) by hand, from “24_05_2022” to “24_05_2022_dec_4822”

The source for which this production is required is “src2”

2022-05-30

20220527_allsky_std_src2_diffgamma

20220527_src2_diffgamma

# 20220527_src2_diffgamma

Standard production (no tuning) of DL1 testing diffuse gammas for declination 4822, only four nodes along the src2 path.

2022-05-25

20220523_dec_413_tuned_nsb

galsource_min_413_tuned_nsb

# Galactic source with dec minus 413 and NSB tuning

## 20220523

## Short description of the config

Config for a galactic source with dec min_413 and NSB tuning:

“image_modifier”: {

“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

}

## Why this config is needed

Processing of data taken from this galactic source which has a particular NSB level

2022-05-24

20220523_src3_dec3476_4822_tuned_nsb

src3_dec3476_4822_tuned_nsb

# Source with dec 3476/4822 and NSB tuning

## 20220523

## Short description of the config

Config for a source with dec 3476/4822 and NSB tuning:

“image_modifier”: {

“increase_nsb”: true, “extra_noise_in_dim_pixels”: 0.977, “extra_bias_in_dim_pixels”: 0.388, “transition_charge”: 8, “extra_noise_in_bright_pixels”: 1.197

}

## Why this config is needed

See wiki page (src 3) https://www.lst1.iac.es/wiki/index.php/MC_analysis_and_IRF_production#lstmcpipe_productions

2022-05-24

20220523_allsky_std

20220523_allsky_std

# 20220523_allsky_std

Standard production (no tuning) for declinations 6676 and min_2924

## Paths

``` /fefs/aswg/data/mc/IRF/AllSky/20220523_allsky_std/TestingDataset/{dec}/{node}/

/fefs/aswg/data/models/AllSky/20220523_allsky_std/{dec}/ ```

2022-05-20

20220518_v0.9.6_allsky_dec2276_tuned

20220518_allsky_dec2276_tuned

# 20220518_allsky_dec2276_tuned

  • DL1ab processing from 20220511_allsky_std production from dec_2276

  • workflow stages:

    • dl1ab

    • merge_dl1

    • train_pipe

    • dl1_to_dl2

    • dl2_to_irfs

  • lstchain config provided by Abelardo

  • paths: /fefs/aswg/data/mc/{data_level}/AllSky/20220518_allsky_dec2276_tuned/{train_test}/dec_2276/

2022-05-20

20220511_v0.9.6_allsky_std

20220511_allsky_std

# 20220511_v0.9.6_allsky_std

AllSky production with standard lstchain config (no tuning) for the following declinations:

[‘dec_2276’,’dec_3476’,’dec_4822’,’dec_931’,’dec_min_413’]

2022-03-21

20220215_v0.9.1_prod5_trans_80_local_tailcut_8_4

local_tailcut_8_4

# Official prod

## 20220215_v0.9.1_prod5_trans_80_local_tailcut_8_4

2022-03-16

20220304_v0.9.3_prod5_trans_80_zen40az180_local_tailcut_8_4

zen40az180_local_tailcut_8_4

#Official prod

##20220304_v0.9.3_prod5_trans_80_zen40az180_local_tailcut_8_4

2022-03-16

20220218_v0.9.2_prod5_trans_80_dl1ab_tune_MC_to_Crab

dl1ab_tune_MC_to_Crab

#Official prod

##20220218_v0.9.2_prod5_trans_80_dl1ab_tune_MC_to_Crab

2022-03-16

20210923_v0.7.5_prod5_trans_80_dynamic_cleaning

dynamic_cleaning

#Official prod

##20210923_v0.7.5_prod5_trans_80_dynamic_cleaning

2022-03-16

20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4

zen40deg_local_tailcut_8_4

#Official prod

##20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4

2022-03-16

20210416_v0.7.3_prod5_trans_80_local_taicut_8_4

local_taicut_8_4

#Official prod

##20210416_v0.7.3_prod5_trans_80_local_taicut_8_4

2022-03-08

nsb_psf_tuned_zen40_src2

zen40az180_dl1ab_tuned_nsb_psf_src2

# Ze40 south pointing Config

## zen40az180_dl1ab_tuned_nsb_psf_src2

## Short description of the config

Config for ze40 and south pointing with PSF and NSB tuned on data

## Why this config is needed

Processing of data for which tuned MC is missing

2022-03-07

nsb_tuned_zen40_scr1

zen40az180_dl1ab_tuned_nsb_src1

# NSB tuned Config

## zen40az180_dl1ab_tuned_nsb_src1

## Short description of the config

Config for 40zd and 180deg with tuning to the NSB of the required field

## Why this config is needed

Processing of data with specific NSB

2022-03-04

psf_tuned_zen40

zen40az180_dl1ab_tuned_psf

# New Prod Config

## zen40az180_dl1ab_tuned_psf

## Short description of the config

Modified standard config to tune the PSF and to run the process for zenith 40 deg, south pointing MC

## Why this config is needed

For aiding in the source-independent analysis of sources like the AGNs where the NSB is weak and therefore not requiring any change.

2022-03-04

psf_tuned_zen20

zen20az180_dl1ab_tuned_psf

# New Prod Config

## zen20az180_dl1ab_tuned_psf

## Short description of the config

Modified standard config to tune the PSF and to run the process for zenith 20 deg, south pointing MC

## Why this config is needed

For aiding in the source-independent analysis of sources like the AGNs where the NSB is weak and therefore not requiring any change.