Difference between revisions of "LST1Analysis MVA2"

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(DL1 to DL2 Step)
(Recommended MC trainings)
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| lstchain_config_2023-09-01.json
 
| lstchain_config_2023-09-01.json
 
|-
 
|-
| Standard Dark
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| Standard Dark recent/incomplete!
 
| 20240131_allsky_v0.10.5_all_dec_base
 
| 20240131_allsky_v0.10.5_all_dec_base
 
| lstchain_config_2024-01-31.json
 
| lstchain_config_2024-01-31.json

Revision as of 10:48, 22 February 2024

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 to select crab data taken in the night 2023/01/17:

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

To check the most recent version of all the data use this location:

/fefs/aswg/data/real/OSA/DL1DataCheck_LongTerm/night_wise/all/

Copy the output 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

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 recent/incomplete! 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

IRF creation

Use the test MC of the same declination line used in the DL2 step

Examples configs pointings 19 1.png

cd /home/monica.vazquez/LST1SCHOOL2024/helpful_scripts
cp /fefs/aswg/workspace/analysis-school-2024/cta-lstchain/docs/examples/irf_tool_config.json .

The default json has energy dependent gammaness and theta containment cuts of 70%

"gh_efficiency": 0.7
"theta_containment": 0.7
./launch_irf_creation.sh /fefs/aswg/data/mc/DL2/AllSky/20230927_v0.10.4_crab_tuned/TestingDataset/dec_2276 ./irf_tool_config.json gh_eff_0.7_th_cont_0.7

DL2 to DL3