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Implement IRF interpolation method #81

Merged
merged 14 commits into from
Aug 17, 2022
Merged

Implement IRF interpolation method #81

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03c4dc3
changes in IRF generation to be able to run it on LSTProd2
Jul 1, 2022
09fdccd
first trial at the interpolation of IRFs
Jul 1, 2022
e2dc19e
Add telescope pointing direction to the extra header
YoshikiOhtani Jul 28, 2022
7ba43b1
Merge branch 'master' of https://github.com/cta-observatory/magic-cta…
YoshikiOhtani Jul 28, 2022
f5b8c9b
Add a function to create a g/h cuts HDU and fix some bugs
YoshikiOhtani Jul 28, 2022
3e1412b
Add gh/theta min and max cuts to the extra header
YoshikiOhtani Aug 1, 2022
505c637
Do not add variables to the extra header if they are None
YoshikiOhtani Aug 1, 2022
df21915
Remove the unit when adding variables to the extra header
YoshikiOhtani Aug 1, 2022
90a1660
Refactor the IRF interpolation procedure
YoshikiOhtani Aug 1, 2022
27740e7
Change the default energy bins
YoshikiOhtani Aug 1, 2022
8058dd7
Run isort and black
YoshikiOhtani Aug 2, 2022
9a045df
Update the usage explanation
YoshikiOhtani Aug 2, 2022
3b980d8
Fix a mistake of index number, and change key names
YoshikiOhtani Aug 17, 2022
0bb2f91
Add FIX ME for 2 pi turn of azimuth directions
YoshikiOhtani Aug 17, 2022
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9 changes: 5 additions & 4 deletions magicctapipe/scripts/lst1_magic/config.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -199,8 +199,8 @@ create_irf:

energy_bins: # log space
start: 0.01 # unit: [TeV]
stop: 100 # unit: [TeV]
num: 21 # number of edges (nbins = num - 1)
stop: 1000 # unit: [TeV]
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num: 26 # number of edges (nbins = num - 1)

migration_bins: # log space
start: 0.2
Expand All @@ -220,19 +220,20 @@ create_irf:
gammaness:
cut_type: 'dynamic' # select 'global' or 'dynamic'
global_cut_value: 0.8 # used for the global cut
gamma_efficiency: 0.9 # used for the dynamic cut
efficiency: 0.9 # used for the dynamic cut
min_cut: 0.05 # used for the dynamic cut
max_cut: 0.85 # used for the dynamic cut

theta:
cut_type: 'global' # select 'global' or 'dynamic'
global_cut_value: 0.2 # used for the global cut
gamma_efficiency: 0.75 # used for the dynamic cut
efficiency: 0.75 # used for the dynamic cut
min_cut: 0.1 # used for the dynamic cut
max_cut: 0.45 # used for the dynamic cut


dl2_to_dl3:
irf_interpolation_method: 'nearest' # 'nearest' - no interpolation (closest point taken), 'linear', 'cubic' - interpolation
source_name: 'Crab'
source_ra: null # used when the source name is null
source_dec: null # used when the source name is null
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