Light Calorimetry #878

lynnt20 · 2025-11-19T20:09:54Z

Description

Add producer module to create light calorimetry data products. Creates new subdirectory Calorimetry to store the module and fcls. Over 3 years since the first commit! Reco2/caf level changes only.

Checklist

Added at least 1 label from available labels.
Assigned at least 1 reviewer under Reviewers,
Assigned all contributers including yourself under Assignees
Linked any relevant issues under Developement
Does this PR affect CAF data format? If so, please assign a CAF maintainer (PetrilloAtWork or JosiePaton) as additional reviewer.
Does this affect the standard workflow?
Is this PR a patch for the ongoing production? If so, separate PR must also be made for production/v10_06_00 branch!

Relevant PR links

Accompanying PRs: SBNSoftware/sbncode#619, SBNSoftware/sbnanaobj#181, SBNSoftware/sbnobj#158

Link(s) to docdb describing changes (optional)

Is there a docdb describing the issue this solves or the feature added?

Version v09_67_00

- cleaned (but need to clean more) skipping products that aren't used (xarapuca flashes + truth products) for example to avoid nullptr

- moved truth validation to a separate function - added lower/upper threshold for PE per channel - added fcl param to turn on/off evaluating all planes - option to add dir/refl efficiencies; NOTE: not really accounted for in the code yet

- merge the two previous trees into one - match-type can now differentiate between event/slice level easily

Version v09_89_01, patch release for SBN2024A

Version v09_93_01_02p02

Version v10_04_07

Version v10_14_02

…ask; add upper limit to avoid nonlinearity effects (rough idea)

…ghted avg fix - BCFM has at most, one bcfm<->one slice <-> one opflash association, even if there are opflashes in both tpcs. Explicitly look for an opflash (within a fcl parameter window) in the opposite TPC if the slice has spacepoints in both TPCs - bug fix for weighted average; need to treat each TPC as independent for calculating the weighted avg

- add to standard mc/data reco2 workflow - add SCE tag to cafmaker sce for data and mc

…nstructable PMTs

…ctable PMTs (use pmt calib db instead)

asanchezcastillo · 2026-01-28T08:52:33Z

sbndcode/Calorimetry/LightCaloProducer_module.cc

+  std::vector<art::Ptr<recob::OpFlash>> flash0_v;
+  std::vector<art::Ptr<recob::OpFlash>> flash1_v;
+
+  for (size_t i=0; i<2; i++){


I think it would be great to limit the loop to the size of the opflash label vector. Otherwise it would break in the unlikely event that one wants to run the module for just one tpc

asanchezcastillo · 2026-01-28T08:56:23Z

sbndcode/Calorimetry/LightCaloProducer_module.cc

+    ::art::Handle<std::vector<recob::OpFlash>> flash0_ara_h;
+    ::art::Handle<std::vector<recob::OpFlash>> flash1_ara_h;
+
+    for (size_t i=0; i<2; i++){


Same comment as before

asanchezcastillo · 2026-01-28T09:10:00Z

sbndcode/Calorimetry/LightCaloProducer_module.cc

+  double CalcMedian(std::vector<double> total_light);
+
+  // Returns the mean of the light vector 
+  double CalcMean(std::vector<double> total_light);
+  double CalcMean(std::vector<double> total_light, std::vector<double> total_err);


I see you are only using one of the CalcMean functions. Could you remove the unused functions/ add fcl parameter to select which one to use? Maybe save the three of them so the analyzer chooses which one to use? That's your call!

asanchezcastillo · 2026-01-28T09:26:11Z

sbndcode/Calorimetry/LightCaloProducer_module.cc

+    util::CreateAssn(*this, e, *lightcalo_v, opflash0, *flash_assn_v);
+    util::CreateAssn(*this, e, *lightcalo_v, opflash1, *flash_assn_v);
+
+    _tree->Fill();


Do we want to always fill the tree? I would suggest not saving it by default and instead adding an fcl parameter to control this.

asanchezcastillo · 2026-01-28T09:27:44Z

sbndcode/Calorimetry/lightcalo_sbnd.fcl

+    OpDetMaxPEThreshold: [4000., 1e9] # PE in a single opdet to ignore (due to saturation effects)
+
+    # calibration constants & simulation parameters  
+    CalAreaConstants:     [ 0.02052, 0.02044, 0.02019 ] # calibration constants for wire planes, found in sbndcode/LArSoftConfigurations/calorimetry_sbnd.fcl 


I would strongly recommend inheriting this from the original fcl to always use the same values

asanchezcastillo · 2026-01-28T09:32:38Z

sbndcode/Calorimetry/LightCaloProducer_module.cc

+    auto vuv_eff = fopdet_vuv_eff.at(ch);
+    auto vis_eff = fopdet_vis_eff.at(ch);


Instead of having this vector structure, I would suggest defining 3 fcl parameters: fopdet_co_vuv_eff, fopdet_co_vis_eff, fopdet_unco_eff and the look for the opdet type and compute the efficiency based on those values. That way you can easily inherit the three detection efficiencies from the original fcl sbndcode/OpDetSim/digi_pmt_sbnd.fcl so that the efficiency values are always updated.

asanchezcastillo · 2026-01-28T09:33:36Z

sbndcode/Calorimetry/lightcalo_sbnd.fcl

+    OpDetVUVEfficiencies: [0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752]
+    OpDetVISEfficiencies: [0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271]


See other comment about inheriting these values from the original fcl

asanchezcastillo · 2026-01-28T09:34:16Z

sbndcode/Calorimetry/lightcalo_sbnd_data.fcl

+
+BEGIN_PROLOG
+sbnd_lightcalo_data: @local::sbnd_lightcalo
+sbnd_lightcalo_data.CalAreaConstants: [ 0.02172 , 0.02150, 0.02103 ]  # calibration constants for wire planes, found in sbndcode/LArSoftConfigurations/calorimetry_sbnd.fcl 


Same comment ad for the mc fcl

asanchezcastillo

Thanks for putting this together @lynnt20, this is a lot of great work! I just left some minor comments, mainly about fcl inheritance which I think is strongly recommended in this case.

lynnt20 added 30 commits January 10, 2023 23:58

first build + commit

94c59df

added root tree, more explicit cut parameters, and opflashes

08bd042

first commit of light reco attempt using visibility map

fa2b8a7

working version with reco/true comparisons

ccea7c6

added backtracker info

afea365

cleaned up trees, added wire assn, gamma weighted avg, true hit info

7ed0f0e

clean up truth/reco hit information

31847f3

add calibration constants for all planes

b119273

use all hits instead of spacepoints->hits

55032e6

clean up calorimetry cmakelists

fea4bf4

calculate median as light estimate

477b63a

removed unweighted fcl, added arapucas and noise threshold

eea4729

fix tpc split bug, comitting debugging couts, add mean+median functions

081f01d

cleanup

91ad097

cleanup: remove hardcoded values, add fcl params

2e972c0

Merge tag 'v09_67_00' into feature/lynnt_lightcalorimetry

ab13d13

Version v09_67_00

added verbose + skip truth validation fcl

5a0893c

- cleaned (but need to clean more) skipping products that aren't used (xarapuca flashes + truth products) for example to avoid nullptr

added verbose + skip truth validation fcl

bd8b760

- cleaned (but need to clean more) skipping products that aren't used (xarapuca flashes + truth products) for example to avoid nullptr

initial commit of producer module

bf0b0cc

working version of producer module

8411be8

cleanup, new functions, fcl parameters:

52c18df

- moved truth validation to a separate function - added lower/upper threshold for PE per channel - added fcl param to turn on/off evaluating all planes - option to add dir/refl efficiencies; NOTE: not really accounted for in the code yet

update output ttree, fix initialized/dummy ttree variables

a1df52b

- merge the two previous trees into one - match-type can now differentiate between event/slice level easily

Merge tag 'v09_89_01' into feature/lynnt_lightcalorimetry

d21b784

Version v09_89_01, patch release for SBN2024A

switch to correct namespace for photon model, cleanup

16ce241

update opdet efficiencies and simulation values

b791b51

make working version of fcl without the analyzer

543c337

update noise/non-linearity thresholds

2fc9be1

small cleanup

6b59f8e

Merge tag 'v09_93_01_02p02' into feature/lynnt_lightcalorimetry

07bdd70

Version v09_93_01_02p02

Merge tag 'v10_04_07' into feature/lynnt_lightcalorimetry

37a8831

Version v10_04_07

lynnt20 moved this to Draft in SBND 2025 Fall Production Dec 11, 2025

nathanielerowe and others added 14 commits December 17, 2025 20:41

Update to larsoft v10_14_02

6ff86f1

Merge branch 'release/v10_14_02'

2ae4206

cleanup

8ee9ff5

add to workflow and add sce labels by default

7c5d380

Merge tag 'v10_14_02' into feature/lynnt_lightcalorimetry

5c36bc8

Version v10_14_02

remove unused variable, match lightcalo constructor to updated obj

e8a12f8

update to latest TPC calibration constants, opdet efficiencies, and m…

923e0fe

…ask; add upper limit to avoid nonlinearity effects (rough idea)

mask should contain both off pmts and not reconstructable pmts

367fe62

add sce lightcalo label to cafmakerjob

03e277f

temporarily disable blipreco

132c8df

lightcalo fcl organization

017f9ee

- add to standard mc/data reco2 workflow - add SCE tag to cafmaker sce for data and mc

remove nuscore cut since we're not using it anyways

4c0ebe0

undo blip commenting out

c67c53b

lynnt20 marked this pull request as ready for review January 21, 2026 23:11

lynnt20 requested a review from linyan-w January 21, 2026 23:15

linyan-w moved this from Draft to Waiting on Reviewer in SBND 2025 Fall Production Jan 22, 2026

lynnt20 added 2 commits January 22, 2026 11:42

use pmt calibration database instead of fcl param to identify on/reco…

297632a

…nstructable PMTs

update PMT efficiencies to latest, remove hardcoded off/non-reconstru…

6432861

…ctable PMTs (use pmt calib db instead)

nathanielerowe requested a review from asanchezcastillo January 27, 2026 14:57

asanchezcastillo reviewed Jan 28, 2026

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Light Calorimetry #878

Light Calorimetry #878

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lynnt20 commented Nov 19, 2025 •

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asanchezcastillo Jan 28, 2026

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		auto vuv_eff = fopdet_vuv_eff.at(ch);
		auto vis_eff = fopdet_vis_eff.at(ch);

		OpDetVUVEfficiencies: [0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.03920, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752, 0.01752]
		OpDetVISEfficiencies: [0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.03570, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.01264, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.02600, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271, 0.00271]

Light Calorimetry #878

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Light Calorimetry #878

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lynnt20 commented Nov 19, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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asanchezcastillo Jan 28, 2026

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lynnt20 commented Nov 19, 2025 •

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asanchezcastillo Jan 28, 2026 •

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