LST1Analysis MVA2

LST1 Analysis 2024

Creating DL3 in the La Palma IT cluster

School scripts/notebooks: /fefs/aswg/workspace/analysis-school-2024/cta-lstchain

Open remote connection

ssh cp03

source /fefs/aswg/software/conda/etc/profile.d/conda.sh
conda activate lstchain-v0.10.7
jupyter notebook --no-browser

Link for browser in printout:
http://localhost:88XX/?token=YYYYYYYYYYYY

ssh -NfL localhost:88XX:localhost:88XX monica.vazquez@cp03

Select good quality data

Run notebook:
/home/monica.vazquez/LST1SCHOOL2024/notebooks/data_quality.ipynb

data_quality notebook settings:

files = glob.glob("/fefs/aswg/data/real/OSA/DL1DataCheck_LongTerm/v0.10/2023????/DL1_datacheck_2023*.h5")
source_coordinates = SkyCoord.from_name("Crab Nebula")
max_zenith = 35 * u.deg
first_date = 20230117
last_date  = 20230117

Copy good run list:

/fefs/aswg/data/real/DL1/20230117/v0.10/tailcut84/dl1_LST-1.Run11699.h5
/fefs/aswg/data/real/DL1/20230117/v0.10/tailcut84/dl1_LST-1.Run11700.h5
/fefs/aswg/data/real/DL1/20230117/v0.10/tailcut84/dl1_LST-1.Run11701.h5
/fefs/aswg/data/real/DL1/20230117/v0.10/tailcut84/dl1_LST-1.Run11702.h5
/fefs/aswg/data/real/DL1/20230117/v0.10/tailcut84/dl1_LST-1.Run11703.h5

to /home/monica.vazquez/LST1SCHOOL2024/helpful_scripts/file_list.txt

DL1 to DL2 Step

cd /home/monica.vazquez/LST1SCHOOL2024/helpful_scripts
./launch_dl1_dl2.sh /fefs/aswg/data/models/AllSky/20230927_v0.10.4_crab_tuned/dec_2276 /fefs/aswg/data/models/AllSky/20230927_v0.10.4_crab_tuned/dec_2276/lstchain_config_2023-09-27.json

Recommended MC trainings

Model files are located in: /fefs/aswg/data/models/AllSky/

Recommended trainings
Source	Model	json
Crab Nebula tuned	20230927_v0.10.4_crab_tuned	lstchain_config_2023-09-27.json
Standard Dark complete production	20230901_v0.10.4_allsky_base_prod	lstchain_config_2023-09-01.json
Standard Dark	20240131_allsky_v0.10.5_all_dec_base	lstchain_config_2024-01-31.json

Exploration of DL2 data

Run notebook:
/home/monica.vazquez/LST1SCHOOL2024/notebooks/explore_DL2.ipynb