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require more pixels to estimate the variance in the emission-line amplitude #137

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merged 24 commits into from
Jul 31, 2023

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@moustakas moustakas commented Jul 25, 2023

@yuvoonng

This PR addresses #124 by requiring more pixels when estimating the variance in the continuum around narrow emission lines, which more realistically helps identify lower signal-to-noise ratio lines. Previously, I required a minimum of just 3 pixels around each emission line; now I require 8.

Using the sample of 40 objects in #124, here are the new S/N distributions for [OIII] 4363:

Screenshot 2023-07-25 at 12 34 20 PM

And here are some numbers (where v1==Iron/v1.0 and v2==this branch.

Note that the final numbers may be affected by whatever we decide to do about #127, but nevertheless I'm planning to merge this PR as "the right thing to do" regardless.

     TARGETID     HEALPIX OIII_4363_AMP_V1 OIII_4363_AMP_SNR_V1 OIII_4363_AMP_V2 OIII_4363_AMP_SNR_V2 OIII_4363_FLUX_V1 OIII_4363_FLUX_SNR_V1 OIII_4363_FLUX_V2 OIII_4363_FLUX_SNR_V2 OIII_4363_NPIX_V1 OIII_4363_NPIX_V2
----------------- ------- ---------------- -------------------- ---------------- -------------------- ----------------- --------------------- ----------------- --------------------- ----------------- -----------------
39627474161632453   22658       0.80158347             5.891087       0.80158395            2.9583058        0.92319894             1.9468902        0.92283833             1.9461436                 4                11
39627618634434462   26747        0.6733961             5.064175       0.67379916            2.1789978         0.9386274             1.8015784        0.93921065             1.8025398                 4                11
39627637492024014   25867       0.79047346             8.422631       0.79109126            5.2172384         1.2159652             1.9418195         1.2169718             1.9434173                 5                11
39627654223107867   40932       0.78591675             9.234115        0.7847825            1.6301938         1.0199049             1.6069658         1.0184418             1.6046405                 4                11
39627666319479872   40921       0.81066114            7.5306277         0.810805            2.6544473        0.91887105             1.5535815          0.919182             1.5541008                 4                11
39627669842691869   18725        0.5316252            5.3706093        0.5355014             1.976125         0.7802198              1.819081        0.78486264             1.8299139                 4                11
39627670027243211   17381       0.46667323             9.136572       0.46973577            2.7710958         0.7375257             1.2820904        0.74322593             1.2921442                 4                11
39627690789048629   26843       0.44732478             5.195497       0.44594648            1.7869822         0.7357093               1.20796         0.7334782             1.2042744                 5                11
39627695281145847   22770       0.21985178            7.4032803       0.21985513           0.84066576          0.348808             1.1136082        0.34881973              1.113727                 5                11
39627701031539618   23170       0.43801486            5.8491445       0.43906757            1.3402303         0.6764019             1.4012468         0.6775936              1.403713                 5                11
39627702575043078   27182       0.47294968             6.322607       0.47416905             1.846187        0.72405344             1.3690087        0.72567046             1.3720732                 5                11
39627703137078588   25582       0.57705325            5.1240916       0.58554816            3.7218125         0.9055195             1.8060454         0.9185896             1.8324302                 4                11
39627714927265648   26846        0.6949042            5.5469003        0.6933647            0.9148465         1.0733902              1.709428         1.0715625             1.7066538                 4                11
39627720753154699   27190        0.7886953            4.4995437       0.79238564            1.5732528         1.1071881              1.773739         1.1125295             1.7823209                 4                11
39627726931361961   26874       0.57433814            4.5976515       0.57271695            1.2430793        0.99583966             1.8422568         0.9921845              1.835224                 5                11
39627751187022090   27041       0.63522214             7.062515         0.631589           0.92504865         1.0219741             1.7310627         1.0162596             1.7213202                 5                11
39627758367675205   31393       0.51248544             4.649577       0.51119226            1.4740845        0.92030156              1.246224         0.9182464              1.243726                 5                11
39627775828559337   26260       0.65429604            4.6281986        0.6556657            1.9260031         0.9489775             1.7162926         0.9511386             1.7202446                 5                11
39627782413617711   25939        0.5083716            14.933689        0.5093471            1.2257168         0.7112896             1.4406018         0.7131495             1.4443675                 5                11
39627785097974911   18005        0.6397867             5.112813        0.6399844             1.749702        0.85381156             1.8115039        0.85397017             1.8120984                 4                11
39627805482290470   27392       0.33002523            5.2760415       0.32240465            0.7105613         0.5286258             0.9741854        0.52071494            0.95960057                 5                11
39627806191124904   26206       0.36865926             4.394622       0.36706984            0.9876223        0.67476493             1.2042142        0.67146885             1.1982371                 5                11
39627823597490301   27394        0.5153714            7.8209496        0.5151445            2.0941715        0.87738895             1.8198375        0.87708586             1.8191003                 5                11
39627824050475588   26296       0.54618657            4.4056306        0.5522574            1.2003007        0.76921296             1.0480423         0.7779564             1.0598806                 4                11
39627835538670183   27247        0.5089733            4.1143155       0.50795835            1.5229132        0.84039867             1.7267444        0.84270453             1.7312112                 5                11
39627835538672534   27333        3.8113892             27.56169        3.8128314            11.473215        0.51993185             0.7544324         0.5199327             0.7544336                 4                11
39627841217758187   21882        0.6141452            22.553217         0.619206            1.0759573         1.0130118             1.9645466         1.0213217             1.9806235                 5                11
39627841792376926   27066       0.31702465            4.1005464        0.3185926            1.3931268        0.48621154             0.7462357        0.48829505             0.7494504                 5                11
39627842870313903    8198        0.4637944            4.1095233       0.46382633            1.5449972          0.588402            0.95486146        0.58827406            0.95451885                 4                11
39627853372854738   21877       0.99615806             4.682783        0.9950927            2.1056523         1.3110943             1.7061741         1.3094313             1.7039965                 4                11
39627859987271386   27104         0.852718             8.290379        0.8526726            3.2567976         1.1179242             1.8585533         1.1179563             1.8582861                 4                11
39627866949816418    8226       0.67286426             4.233593       0.67265123            2.2646456         0.8156081             1.6804136         0.8155647             1.6803243                 4                11
39627890333058327   27683       0.39008853            4.2548943       0.38939545            1.0865473         0.6478823             1.1444217         0.6463846             1.1418637                 5                11
39627920599157550   27712       0.69655937            4.9202476        0.6964924            1.9760405         1.0042146             1.6750036         1.0042843             1.6753504                 4                11
39627920959866996   26434       0.59808594            4.1380196        0.6001812            1.3815353         0.8762208             1.7679856          0.879395             1.7744712                 4                11
39627926802532979   26496        1.0195965            11.714091        1.0217545            2.9777873        0.51123863             0.8752846          0.512901             0.8781404                 4                11
39627927075161805   26098       0.45716396             4.694467       0.45529318            0.6680193         0.6835449             1.0091693         0.6806857             1.0049564                 5                11
39627927385543026   31467        1.3129799            15.687575        1.3216143             4.639828        0.46966967             0.8986222        0.46946162            0.89825404                 4                11
39627927716890322   31511        0.3750537            4.4886284        0.3771995            1.2271975         0.5803369             1.1031259        0.58315057             1.1084574                 5                11
39627932993323600   26434        0.5166419            5.6894937        0.5162561            1.6211717        0.79294723             1.3825387        0.79221344             1.3812279                 5                11

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coveralls commented Jul 25, 2023

Pull Request Test Coverage Report for Build 5706953194

Warning: This coverage report may be inaccurate.

This pull request's base commit is no longer the HEAD commit of its target branch. This means it includes changes from outside the original pull request, including, potentially, unrelated coverage changes.

Details

  • 113 of 177 (63.84%) changed or added relevant lines in 5 files are covered.
  • 946 unchanged lines in 5 files lost coverage.
  • Overall coverage increased (+0.9%) to 51.651%

Changes Missing Coverage Covered Lines Changed/Added Lines %
py/fastspecfit/fastspecfit.py 1 9 11.11%
py/fastspecfit/util.py 3 12 25.0%
py/fastspecfit/continuum.py 4 17 23.53%
py/fastspecfit/io.py 20 36 55.56%
py/fastspecfit/emlines.py 85 103 82.52%
Files with Coverage Reduction New Missed Lines %
py/fastspecfit/util.py 5 55.95%
py/fastspecfit/continuum.py 78 74.66%
py/fastspecfit/io.py 240 53.93%
py/fastspecfit/fastspecfit.py 270 13.2%
py/fastspecfit/emlines.py 353 50.29%
Totals Coverage Status
Change from base Build 5657428145: 0.9%
Covered Lines: 2331
Relevant Lines: 4513

💛 - Coveralls

@moustakas
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Drilling into 39627835538672534 (healpix 27333), the S/N on the amplitude goes from ~27 to ~11, but 11 still seems awful high:

Screenshot 2023-07-25 at 1 10 15 PM

To get the variance in the continuum around the line, I estimate the "robust" sigma of the pixels in the continuum as the 75 percentile minus the 25 percentile divided by 1.349:
https://github.com/desihub/fastspecfit/blob/main/py/fastspecfit/emlines.py#L1082

If I instead use a simple 3-sigma-clipped standard deviation the S/N for [OIII] 4363 in this object reduces to ~9.9, which is pretty consistent with the "robust" sigma:

Screenshot 2023-07-25 at 1 39 27 PM

But I'm still not quite satisfied in these results.

     TARGETID     HEALPIX OIII_4363_AMP_V1 OIII_4363_AMP_SNR_V1 OIII_4363_AMP_V2 OIII_4363_AMP_SNR_V2 OIII_4363_FLUX_V1 OIII_4363_FLUX_SNR_V1 OIII_4363_FLUX_V2 OIII_4363_FLUX_SNR_V2 OIII_4363_NPIX_V1 OIII_4363_NPIX_V2
----------------- ------- ---------------- -------------------- ---------------- -------------------- ----------------- --------------------- ----------------- --------------------- ----------------- -----------------
39627474161632453   22658       0.80158347             5.891087       0.80158395            3.0986469        0.92319894             1.9468902        0.92283833             1.9461436                 4                11
39627618634434462   26747        0.6733961             5.064175       0.67379916            1.3757114         0.9386274             1.8015784        0.93921065             1.8025398                 4                11
39627637492024014   25867       0.79047346             8.422631       0.79109126            2.2558744         1.2159652             1.9418195         1.2169718             1.9434173                 5                11
39627654223107867   40932       0.78591675             9.234115        0.7847825            1.3439605         1.0199049             1.6069658         1.0184418             1.6046405                 4                11
39627666319479872   40921       0.81066114            7.5306277         0.810805            3.4451802        0.91887105             1.5535815          0.919182             1.5541008                 4                11
39627669842691869   18725        0.5316252            5.3706093        0.5355014            2.1878185         0.7802198              1.819081        0.78486264             1.8299139                 4                11
39627670027243211   17381       0.46667323             9.136572       0.46973577            1.2627052         0.7375257             1.2820904        0.74322593             1.2921442                 4                11
39627690789048629   26843       0.44732478             5.195497       0.44594648            0.9012924         0.7357093               1.20796         0.7334782             1.2042744                 5                11
39627695281145847   22770       0.21985178            7.4032803       0.21985513           0.64537954          0.348808             1.1136082        0.34881973              1.113727                 5                11
39627701031539618   23170       0.43801486            5.8491445       0.43906757            1.4548409         0.6764019             1.4012468         0.6775936              1.403713                 5                11
39627702575043078   27182       0.47294968             6.322607       0.47416905            1.2526602        0.72405344             1.3690087        0.72567046             1.3720732                 5                11
39627703137078588   25582       0.57705325            5.1240916       0.58554816            1.1672889         0.9055195             1.8060454         0.9185896             1.8324302                 4                11
39627714927265648   26846        0.6949042            5.5469003        0.6933647           0.90951604         1.0733902              1.709428         1.0715625             1.7066538                 4                11
39627720753154699   27190        0.7886953            4.4995437       0.79238564            1.7895093         1.1071881              1.773739         1.1125295             1.7823209                 4                11
39627726931361961   26874       0.57433814            4.5976515       0.57271695            1.0528032        0.99583966             1.8422568         0.9921845              1.835224                 5                11
39627751187022090   27041       0.63522214             7.062515         0.631589            0.9350174         1.0219741             1.7310627         1.0162596             1.7213202                 5                11
39627758367675205   31393       0.51248544             4.649577       0.51119226            1.2458849        0.92030156              1.246224         0.9182464              1.243726                 5                11
39627775828559337   26260       0.65429604            4.6281986        0.6556657            1.7732824         0.9489775             1.7162926         0.9511386             1.7202446                 5                11
39627782413617711   25939        0.5083716            14.933689        0.5093471            1.5316681         0.7112896             1.4406018         0.7131495             1.4443675                 5                11
39627785097974911   18005        0.6397867             5.112813        0.6399844             1.865172        0.85381156             1.8115039        0.85397017             1.8120984                 4                11
39627805482290470   27392       0.33002523            5.2760415       0.32240465           0.76751906         0.5286258             0.9741854        0.52071494            0.95960057                 5                11
39627806191124904   26206       0.36865926             4.394622       0.36706984            0.7683166        0.67476493             1.2042142        0.67146885             1.1982371                 5                11
39627823597490301   27394        0.5153714            7.8209496        0.5151445            2.2496543        0.87738895             1.8198375        0.87708586             1.8191003                 5                11
39627824050475588   26296       0.54618657            4.4056306        0.5522574            1.3757923        0.76921296             1.0480423         0.7779564             1.0598806                 4                11
39627835538670183   27247        0.5089733            4.1143155       0.50795835            1.2464485        0.84039867             1.7267444        0.84270453             1.7312112                 5                11
39627835538672534   27333        3.8113892             27.56169        3.8128314             9.934304        0.51993185             0.7544324         0.5199327             0.7544336                 4                11
39627841217758187   21882        0.6141452            22.553217         0.619206            1.0837158         1.0130118             1.9645466         1.0213217             1.9806235                 5                11
39627841792376926   27066       0.31702465            4.1005464        0.3185926            0.6748023        0.48621154             0.7462357        0.48829505             0.7494504                 5                11
39627842870313903    8198        0.4637944            4.1095233       0.46382633            1.0023264          0.588402            0.95486146        0.58827406            0.95451885                 4                11
39627853372854738   21877       0.99615806             4.682783        0.9950927            1.7794544         1.3110943             1.7061741         1.3094313             1.7039965                 4                11
39627859987271386   27104         0.852718             8.290379        0.8526726            2.1606624         1.1179242             1.8585533         1.1179563             1.8582861                 4                11
39627866949816418    8226       0.67286426             4.233593       0.67265123             1.264874         0.8156081             1.6804136         0.8155647             1.6803243                 4                11
39627890333058327   27683       0.39008853            4.2548943       0.38939545            1.3513856         0.6478823             1.1444217         0.6463846             1.1418637                 5                11
39627920599157550   27712       0.69655937            4.9202476        0.6964924             2.236964         1.0042146             1.6750036         1.0042843             1.6753504                 4                11
39627920959866996   26434       0.59808594            4.1380196        0.6001812            1.4820997         0.8762208             1.7679856          0.879395             1.7744712                 4                11
39627926802532979   26496        1.0195965            11.714091        1.0217545             2.992052        0.51123863             0.8752846          0.512901             0.8781404                 4                11
39627927075161805   26098       0.45716396             4.694467       0.45529318            0.7055326         0.6835449             1.0091693         0.6806857             1.0049564                 5                11
39627927385543026   31467        1.3129799            15.687575        1.3216143             3.329349        0.46966967             0.8986222        0.46946162            0.89825404                 4                11
39627927716890322   31511        0.3750537            4.4886284        0.3771995            0.7835819         0.5803369             1.1031259        0.58315057             1.1084574                 5                11
39627932993323600   26434        0.5166419            5.6894937        0.5162561            1.2600701        0.79294723             1.3825387        0.79221344             1.3812279                 5                11

@moustakas
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@yuvoonng here is the latest fit for the object we've been discussing and below that are the full results. You can see that, as expected, the new line-amplitudes are more in-line with what the data show. You may also notice that the fluxes have changed, too, due to---it turns out---a different bug, which I'll announce more broadly to the group.

Screenshot 2023-07-27 at 1 32 07 PM Screenshot 2023-07-27 at 1 28 31 PM
     TARGETID     HEALPIX OIII_4363_AMP_V1 OIII_4363_AMP_SNR_V1 OIII_4363_AMP_V2 OIII_4363_AMP_SNR_V2 OIII_4363_FLUX_V1 OIII_4363_FLUX_SNR_V1 OIII_4363_FLUX_V2 OIII_4363_FLUX_SNR_V2 OIII_4363_NPIX_V1 OIII_4363_NPIX_V2
----------------- ------- ---------------- -------------------- ---------------- -------------------- ----------------- --------------------- ----------------- --------------------- ----------------- -----------------
39627474161632453   22658       0.80158347             5.891087       0.59174657            2.2933915        0.92319894             1.9468902         0.9276309             1.9497676                 4                15
39627618634434462   26747        0.6733961             5.064175        0.5827834            1.5154659         0.9386274             1.8015784         0.8872366             1.7055526                 4                15
39627637492024014   25867       0.79047346             8.422631        0.6702724            2.7482188         1.2159652             1.9418195         1.2885427             2.0585308                 5                15
39627654223107867   40932       0.78591675             9.234115        0.5033729            1.1209804         1.0199049             1.6069658        0.77326506             1.2190888                 4                15
39627666319479872   40921       0.81066114            7.5306277        0.5104399            1.3791964        0.91887105             1.5535815         1.0740476             1.8183305                 4                15
39627669842691869   18725        0.5316252            5.3706093       0.43425387            1.5510747         0.7802198              1.819081         0.9246239              2.153755                 4                15
39627670027243211   17381       0.46667323             9.136572       0.37940165            1.2578294         0.7375257             1.2820904        0.84056306             1.4622184                 4                15
39627690789048629   26843       0.44732478             5.195497        0.4426965            1.2557592         0.7357093               1.20796         0.8814872              1.446187                 5                15
39627695281145847   22770       0.21985178            7.4032803       0.15755588            0.9003952          0.348808             1.1136082        0.31079903             0.9934871                 5                15
39627701031539618   23170       0.43801486            5.8491445        0.3318827            1.3273196         0.6764019             1.4012468        0.54942393             1.1390735                 5                15
39627702575043078   27182       0.47294968             6.322607       0.39947832            0.9693747        0.72405344             1.3690087         0.7590762             1.4346417                 5                15
39627703137078588   25582       0.57705325            5.1240916       0.42356446            1.5208424         0.9055195             1.8060454         0.9129189             1.8227797                 4                15
39627714927265648   26846        0.6949042            5.5469003        0.5592927            0.9010373         1.0733902              1.709428         1.1648173             1.8558733                 4                15
39627720753154699   27190        0.7886953            4.4995437       0.72713006            1.3490331         1.1071881              1.773739         1.3298225             2.1276562                 4                15
39627726931361961   26874       0.57433814            4.5976515       0.48245072            1.1491998        0.99583966             1.8422568         1.0358611             1.9087152                 5                15
39627751187022090   27041       0.63522214             7.062515       0.50750256            0.7085783         1.0219741             1.7310627        0.94340676             1.5942131                 5                15
39627758367675205   31393       0.51248544             4.649577       0.42528665            1.1048108        0.92030156              1.246224        0.93115777             1.2645309                 5                15
39627775828559337   26260       0.65429604            4.6281986       0.53373855            1.1861311         0.9489775             1.7162926        0.67584413             1.2234557                 5                15
39627782413617711   25939        0.5083716            14.933689        0.4226672            1.1173851         0.7112896             1.4406018        0.39145583              0.793469                 5                15
39627785097974911   18005        0.6397867             5.112813       0.46455577            1.5618528        0.85381156             1.8115039         0.4995881             1.0636863                 4                15
39627805482290470   27392       0.33002523            5.2760415       0.21180783            0.6467254         0.5286258             0.9741854           0.42006            0.77400947                 5                15
39627806191124904   26206       0.36865926             4.394622       0.35399592            0.8273068        0.67476493             1.2042142        0.79553527             1.4177814                 5                15
39627823597490301   27394        0.5153714            7.8209496       0.42579153            1.6001623        0.87738895             1.8198375        0.91274536              1.888244                 5                15
39627824050475588   26296       0.54618657            4.4056306       0.41263336            0.7626869        0.76921296             1.0480423         0.8186291             1.1159037                 4                15
39627835538670183   27247        0.5089733            4.1143155        0.4312652            1.3091731        0.84039867             1.7267444        0.94254404             1.9305542                 5                15
39627835538672534   27333        3.8113892             27.56169        0.5079588            1.2951595        0.51993185             0.7544324        0.14042504            0.20007308                 4                15
39627841217758187   21882        0.6141452            22.553217       0.42897668            0.7244192         1.0130118             1.9645466        0.99952525             1.9413675                 5                15
39627841792376926   27066       0.31702465            4.1005464       0.27267545            0.7215216        0.48621154             0.7462357        0.55956364             0.8594576                 5                15
39627842870313903    8198        0.4637944            4.1095233       0.31094763            0.7664973          0.588402            0.95486146        0.55588007            0.89441526                 4                15
39627853372854738   21877       0.99615806             4.682783       0.74091655           0.96935403         1.3110943             1.7061741        0.09722571            0.12674384                 4                15
39627859987271386   27104         0.852718             8.290379        0.6374405            2.2332582         1.1179242             1.8585533        0.93004465             1.5375146                 4                15
39627866949816418    8226       0.67286426             4.233593       0.40169907           0.82870466         0.8156081             1.6804136        0.67136467             1.3794558                 4                15
39627890333058327   27683       0.39008853            4.2548943       0.30390525            0.7207259         0.6478823             1.1444217          0.634548             1.1214639                 5                15
39627920599157550   27712       0.69655937            4.9202476       0.49882007            1.3125601         1.0042146             1.6750036         1.0443455             1.7412695                 4                15
39627920959866996   26434       0.59808594            4.1380196       0.50669736            1.2792659         0.8762208             1.7679856         0.9884001             1.9924709                 4                15
39627926802532979   26496        1.0195965            11.714091        0.2247391            0.4037624        0.51123863             0.8752846       0.039704487            0.06951553                 4                15
39627927075161805   26098       0.45716396             4.694467        0.4060926            0.5286029         0.6835449             1.0091693         0.8040978             1.1854738                 5                15
39627927385543026   31467        1.3129799            15.687575       0.28605554           0.76128215        0.46966967             0.8986222        0.44220924            0.83586484                 4                15
39627927716890322   31511        0.3750537            4.4886284        0.2920748            1.0984384         0.5803369             1.1031259        0.56908184             1.0828828                 5                15
39627932993323600   26434        0.5166419            5.6894937        0.5139289            1.2608304        0.79294723             1.3825387        0.97825795             1.7043577                 5                15

@yuvoonng
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@moustakas Nice to see that!

@moustakas
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The change reported in #127 (comment) leads to (much) larger flux uncertainties so the flux S/N distribution now is more sensible:

Screenshot 2023-07-30 at 11 48 33 AM
     TARGETID     HEALPIX OIII_4363_AMP_V1 OIII_4363_AMP_SNR_V1 OIII_4363_AMP_V2 OIII_4363_AMP_SNR_V2 OIII_4363_FLUX_V1 OIII_4363_FLUX_SNR_V1 OIII_4363_FLUX_V2 OIII_4363_FLUX_SNR_V2 OIII_4363_NPIX_V1 OIII_4363_NPIX_V2
----------------- ------- ---------------- -------------------- ---------------- -------------------- ----------------- --------------------- ----------------- --------------------- ----------------- -----------------
39627474161632453   22658       0.80158347             5.891087       0.59174657            1.6507187        0.92319894             1.9468902         0.9276309             0.5251954                 4                18
39627618634434462   26747        0.6733961             5.064175        0.5827834            1.4791989         0.9386274             1.8015784         0.8872366              0.464796                 4                18
39627637492024014   25867       0.79047346             8.422631        0.6702724            2.8446093         1.2159652             1.9418195         1.2885427            0.55887634                 5                18
39627654223107867   40932       0.78591675             9.234115        0.5033729            1.0619872         1.0199049             1.6069658        0.77326506            0.32560888                 4                18
39627666319479872   40921       0.81066114            7.5306277        0.5104399            1.3563741        0.91887105             1.5535815         1.0740476            0.49735418                 4                18
39627669842691869   18725        0.5316252            5.3706093       0.43425387             1.486215         0.7802198              1.819081         0.9246239             0.5858586                 4                18
39627670027243211   17381       0.46667323             9.136572       0.37940165             1.133174         0.7375257             1.2820904        0.84056306            0.39818212                 4                18
39627690789048629   26843       0.44732478             5.195497        0.4426965            0.8293728         0.7357093               1.20796         0.8814872            0.39217803                 5                18
39627695281145847   22770       0.21985178            7.4032803       0.15755588            0.7947355          0.348808             1.1136082        0.31079903            0.27788836                 5                18
39627701031539618   23170       0.43801486            5.8491445        0.3318827            1.3005193         0.6764019             1.4012468        0.54942393             0.3105429                 5                18
39627702575043078   27182       0.47294968             6.322607       0.39947832            1.0343088        0.72405344             1.3690087         0.7590762            0.39019215                 5                18
39627703137078588   25582       0.57705325            5.1240916       0.42356446            1.1429102         0.9055195             1.8060454         0.9129189            0.50016534                 4                18
39627714927265648   26846        0.6949042            5.5469003        0.5592927            0.9326846         1.0733902              1.709428         1.1648173             0.5027789                 4                18
39627720753154699   27190        0.7886953            4.4995437       0.72713006             1.592655         1.1071881              1.773739         1.3298225             0.5790671                 4                18
39627726931361961   26874       0.57433814            4.5976515       0.48245072            1.2042849        0.99583966             1.8422568         1.0358611            0.51124096                 5                18
39627751187022090   27041       0.63522214             7.062515       0.50750256           0.71737367         1.0219741             1.7310627        0.94340676            0.42994696                 5                18
39627758367675205   31393       0.51248544             4.649577       0.42528665             1.084897        0.92030156              1.246224        0.93115777            0.34865123                 5                18
39627775828559337   26260       0.65429604            4.6281986       0.53373855            1.1983199         0.9489775             1.7162926        0.67584413            0.33672225                 5                18
39627782413617711   25939        0.5083716            14.933689        0.4226672            1.1786524         0.7112896             1.4406018        0.39145583            0.21761854                 5                18
39627785097974911   18005        0.6397867             5.112813       0.46455577            1.0993799        0.85381156             1.8115039         0.4995881            0.29104817                 4                18
39627805482290470   27392       0.33002523            5.2760415       0.21180783            0.4067591         0.5286258             0.9741854           0.42006             0.2073464                 5                18
39627806191124904   26206       0.36865926             4.394622       0.35399592              0.68622        0.67476493             1.2042142        0.79553527             0.3847353                 5                18
39627823597490301   27394        0.5153714            7.8209496       0.42579153            1.5905213        0.87738895             1.8198375        0.91274536            0.50973433                 5                18
39627824050475588   26296       0.54618657            4.4056306       0.41263336           0.94572073        0.76921296             1.0480423         0.8186291             0.2999517                 4                18
39627835538670183   27247        0.5089733            4.1143155        0.4312652            1.4843968        0.84039867             1.7267444        0.94254404              0.524842                 5                18
39627835538672534   27333        3.8113892             27.56169        0.5079588             1.054001        0.51993185             0.7544324        0.14042504           0.053878997                 4                18
39627841217758187   21882        0.6141452            22.553217       0.42897668            0.6892543         1.0130118             1.9645466        0.99952525             0.5282989                 5                18
39627841792376926   27066       0.31702465            4.1005464       0.27267545           0.56471926        0.48621154             0.7462357        0.55956364            0.23376772                 5                18
39627842870313903    8198        0.4637944            4.1095233       0.31094763           0.56839997          0.588402            0.95486146        0.55588007            0.23891611                 4                18
39627853372854738   21877       0.99615806             4.682783       0.74091655            1.0442078         1.3110943             1.7061741        0.09722571            0.03454631                 4                18
39627859987271386   27104         0.852718             8.290379        0.6374405            1.8645424         1.1179242             1.8585533        0.93004465            0.41669372                 4                18
39627866949816418    8226       0.67286426             4.233593       0.40169907            1.0246841         0.8156081             1.6804136        0.67136467            0.36889943                 4                18
39627890333058327   27683       0.39008853            4.2548943       0.30390525           0.65035355         0.6478823             1.1444217          0.634548            0.31183684                 5                18
39627920599157550   27712       0.69655937            4.9202476       0.49882007            1.2614043         1.0042146             1.6750036         1.0443455             0.4788677                 4                18
39627920959866996   26434       0.59808594            4.1380196       0.50669736            0.9793277         0.8762208             1.7679856         0.9884001             0.5383368                 4                18
39627926802532979   26496        1.0195965            11.714091        0.2247391            0.5535888        0.51123863             0.8752846       0.039704487           0.019064624                 4                18
39627927075161805   26098       0.45716396             4.694467        0.4060926           0.52004313         0.6835449             1.0091693         0.8040978            0.32162672                 5                18
39627927385543026   31467        1.3129799            15.687575       0.28605554            0.6721484        0.46966967             0.8986222        0.44220924            0.22670269                 4                18
39627927716890322   31511        0.3750537            4.4886284        0.2920748            0.9038894         0.5803369             1.1031259        0.56908184            0.29234114                 5                18
39627932993323600   26434        0.5166419            5.6894937        0.5139289            1.2016586        0.79294723             1.3825387        0.97825795             0.4596656                 5                18

@moustakas moustakas merged commit b0e59b9 into main Jul 31, 2023
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@moustakas moustakas deleted the snr-narrowlines branch July 31, 2023 21:37
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3 participants