Using Galaxy Zoo classifications to select MaNGA samples

A while back I came across a paper by Fraser-McKelvie et al. (2020, arxiv id 2009.07859) that used Galaxy Zoo classifications to select a sample of barred spiral galaxies with MaNGA observations. This was a followup to a paper by Peterken et al. (2020, arxiv id 2005.03012) that also used Galaxy Zoo classifications to select a parent sample of spiral galaxies (barred and otherwise). There’s nothing new about using GZ classifications for sample selection of course, although these papers are somewhat notable for going farther down the decision tree than usual. What was new to me though when I decided to get my own samples is the SDSS CasJobs database now has a table named mangaGalaxyZoo containing GZ classifications for (I guess) all MaNGA galaxies. The classifications come from the Galaxy Zoo 2 database supplemented with some followup campaigns to fill in the gaps in GZ2. Besides greater completeness than the zoo2* database tables that can also be queried in CasJobs this table contains the newer vote fraction debiasing procedure described in Hart et al. (2016). It’s also much faster to query because it’s indexed on mangaid. When I put together the sample of MaNGA disk galaxies that I’ve posted about several times I took a somewhat indirect approach of looking for SDSS spectroscopic objects close to IFU centers and joining those with classifications in the zoo2MainSpecz table. The query I wrote took about 3 1/2 hours to execute, whereas the ones shown below required no more than a second.

Pasted below are the complete SQL queries, and below the fold are lists of the positions and plateifu IDs of the samples suitable for copying and pasting into the SDSS image list tool. These queries run in the DR16 “context” produced 287 and 272 hits respectively, with 285 unique galaxies in the barred sample and 263 uniques in the non-barred. These numbers are a little different than in the two papers referenced at the top. Fraser-McKelvie ended up with 245 galaxies in their barred sample — most of the difference appears to be due to me selecting from both the primary and secondary MaNGA samples, while they only used the “Primary+” sample (which presumably include the primary and “color enhanced” subsamples). I also did not make any exclusions based on the drp3qual value although I did record it. The total sample size of 548 galaxies is considerably smaller than the parent sample from Peterken, which was either 795 or 798 depending on which paper you consult. The main reason for that is probably that Peterken’s parent sample includes all bar classifications while I excluded galaxies with debiased f_bar levels > 0.2 in my bar-less sample. My barred fraction of around 52% is closer to guesstimates in the literature.

Both samples contain at least a few false positives, as is usual, but there are only one or two gross misclassifications. One that was especially obvious in the barred sample was this early type galaxy, which clearly has neither a bar or spiral structure and at least qualitatively has a brightness profile more characteristic of an elliptical. Oddly, the zoo2MainSpecZ entry for this object has a completely different set of classifications — the debiased vote fraction for “smooth” was 84%, so most volunteers agreed with me. This suggests maybe a misidentification in the mangaGalaxyZoo data.

CGCG 238-030. Not a barred spiral.

Besides this really obvious case I found a few with apparent inner rings or lenses, and a few galaxies in both samples appear to me to be lenticulars with no clear spiral structure. The first of the two below again has a completely different set of classifications in zoo2MainSpecZ than in the MaNGA table.

Again, not a barred spiral.
Lenticular?

Although I didn’t venture to count them a fair number of galaxies in the non-barred sample do appear to have short and varyingly obvious bars. Of course the query didn’t exclude objects with some bar votes — presumably higher purity could be achieved by lowering the threshold for exclusion. And again, there are a few lenticulars in the spiral sample. As my sadly departed friend Jean Tate often commented the galaxy zoo decision tree doesn’t lend itself very well to identifying lenticulars.

IC 2227. Maybe a short bar?
UGC 10381. Classified as S0/a in RC3

Unfortunately I have nothing useful to say about Fraser-Mckelvie’s main research topic, which was to decide if, and perhaps why, barred spirals have lower star formation rates than otherwise similar non-barred ones. 500+ galaxies are far more than I can analyze with my computing resources. Perhaps a really high purity sample would be manageable. I may post an individual example or two anyway. The MaNGA view of grand design spirals in particular can be quite striking.

select into gzbars
  m.mangaid,
  m.plateifu,
  m.plate,
  m.objra,
  m.objdec,
  m.ifura,
  m.ifudec,
  m.mngtarg1,
  m.drp3qual,
  m.nsa_z,
  m.nsa_zdist,
  m.nsa_elpetro_mass,
  m.nsa_elpetro_phi,
  m.nsa_elpetro_ba,
  m.nsa_elpetro_th50_r,
  m.nsa_sersic_n,
  gz.survey,
  gz.t01_smooth_or_features_count as count_features,
  gz.t01_smooth_or_features_a02_features_or_disk_debiased as f_disk,
  gz.t03_bar_count as count_bar,
  gz.t03_bar_a06_bar_debiased as f_bar,
  gz.t04_spiral_count as count_spiral,
  gz.t04_spiral_a08_spiral_debiased as f_spiral,
  gz.t06_odd_count as count_odd,
  gz.t06_odd_a15_no_debiased as f_notodd
from mangaDrpAll m
join mangaGalaxyZoo gz on gz.mangaid = m.mangaid
where
  m.mngtarg2=0 and
  gz.t04_spiral_count >= 20 and
  gz.t03_bar_count >= 20 and
  gz.t01_smooth_or_features_a02_features_or_disk_debiased > 0.43 and
  gz.t03_bar_a06_bar_debiased >= 0.5 and
  gz.t04_spiral_a08_spiral_debiased > 0.8 and
  gz.t06_odd_a15_no_debiased > 0.5 and
  m.nsa_elpetro_ba >= 0.5 and
  m.mngtarg1 >= 1024 and
  m.mngtarg1 < 8192
order by m.plateifu

select into gzspirals
  m.mangaid,
  m.plateifu,
  m.plate,
  m.objra,
  m.objdec,
  m.ifura,
  m.ifudec,
  m.mngtarg1,
  m.drp3qual,
  m.nsa_z,
  m.nsa_zdist,
  m.nsa_elpetro_mass,
  m.nsa_elpetro_phi,
  m.nsa_elpetro_ba,
  m.nsa_elpetro_th50_r,
  m.nsa_sersic_n,
  gz.survey,
  gz.t01_smooth_or_features_count as count_features,
  gz.t01_smooth_or_features_a02_features_or_disk_debiased as f_disk,
  gz.t03_bar_count as count_bar,
  gz.t03_bar_a06_bar_debiased as f_bar,
  gz.t04_spiral_count as count_spiral,
  gz.t04_spiral_a08_spiral_debiased as f_spiral,
  gz.t06_odd_count as count_odd,
  gz.t06_odd_a15_no_debiased as f_notodd
from mangaDrpAll m
join mangaGalaxyZoo gz on gz.mangaid = m.mangaid
where
  m.mngtarg2=0 and
  gz.t04_spiral_count >= 20 and
  gz.t03_bar_count >= 20 and
  gz.t01_smooth_or_features_a02_features_or_disk_debiased > 0.43 and
  gz.t03_bar_a06_bar_debiased <= 0.2 and
  gz.t04_spiral_a08_spiral_debiased > 0.8 and
  gz.t06_odd_a15_no_debiased > 0.5 and
  m.nsa_elpetro_ba >= 0.5 and
  m.mngtarg1 >= 1024 and
  m.mngtarg1 < 8192
order by m.plateifu

Bars:

name, ra, dec
10001-6102,132.653991697,57.3596675436
8077-12705,41.694639931,-0.728826852116
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8085-12702,51.0944329463,0.113892685771
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8132-12705,111.936858786,42.1015119728
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8135-12704,114.753059381,38.1277411977
8135-6103,113.057012986,39.5600737596
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8137-9102,117.038625786,43.5907001931
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8150-12702,146.991437311,32.9915460826
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8250-9101,139.308858804,44.4891619278
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8252-6103,144.154987174,48.4743817436
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8318-9102,197.959465358,46.9327158022
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8323-12703,195.41605,36.2901
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8325-9102,211.422653928,46.4274417048
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8330-9101,203.958723047,40.2716872812
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8335-6102,216.904792332,40.4073058026
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8439-12702,141.539307103,49.3102016203
8439-3701,141.460052772,49.3298551231
8440-12701,135.065110305,40.2967379097
8442-12703,199.17463,31.36757
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8446-6104,206.541414551,36.5043855194
8449-12702,168.375102601,23.1770062118
8450-6103,171.954826807,21.3861029393
8451-12703,164.0289,43.1565682816
8452-12701,155.551392374,46.8938752615
8452-12703,156.805684986,48.2447914261
8453-9102,152.514716814,47.1209306545
8454-12702,153.049021093,45.1421579199
8454-6104,154.825440349,45.8135944836
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8456-12701,151.191285745,44.7057800061
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8459-3703,147.335,43.44299
8464-12701,186.446890985,45.9095701047
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8465-12701,195.973168318,47.3864444591
8465-12705,198.236315095,47.4566280096
8481-12701,236.761272589,54.340901023
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8482-12703,245.503111116,49.5207899339
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8485-12701,233.319217849,48.119650849
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8547-12701,217.629970676,52.7071590288
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8550-12703,247.674430234,40.5293893805
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8550-3704,248.426385752,39.1851196817
8552-9101,226.911930178,44.5562592519
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8588-3701,248.140561423,39.1310206842
8592-6102,223.320794637,52.0442624724
8595-12702,219.698685907,51.0223628193
8595-12705,221.786518508,50.1957073163
8595-3702,219.042760685,50.5188220399
8597-12703,225.388973978,49.1124291187
8600-12701,245.726512153,41.5205767534
8600-3703,245.865872374,41.706383369
8600-6103,244.419754347,41.8991544902
8601-12702,247.591672626,40.924242198499996
8603-12701,248.140561423,39.1310206842
8604-12703,247.76417484,39.838503868
8606-12701,255.029869751,37.8395021377
8606-12705,255.517441846,35.4631559894
8612-12702,253.946381525,39.3105364276
8612-6104,255.006946004,38.8160093546
8615-3701,321.00791167,-0.366323610281
8615-9102,321.474041874,0.416058767769
8616-3703,322.510226454,0.464198663396
8616-6104,322.980530704,0.213766757431
8623-6101,310.579212579,-0.925181580813
8623-9101,311.347364242,0.492528629548
8624-9102,263.892581425,59.8899227545
8626-12702,263.205362118,56.9012700515
8655-12701,356.092469402,0.0963688739824
8655-3701,356.751827964,-0.447387404322
8711-6102,118.176819925,52.0256335895
8712-6102,119.846409974,53.6354140406
8713-12702,116.519025614,39.886351746
8714-6102,119.197952383,45.8878597818
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8715-12705,118.925615484,50.1727724696
8715-9101,119.910115328,51.7923625696
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8719-3701,121.334138491,46.7165300829
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8725-12701,125.402303304,45.5854761711
8725-12705,127.580820546,45.0758652965
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8726-12701,115.717036562,22.1127304695
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8931-12704,194.506503345,27.4896759526
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8940-12701,119.708713628,25.7462565372
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8987-12702,136.138199276,28.3498623083
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9193-3702,46.5212586534,-0.534049089871
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9501-6102,129.669173266,25.5871764355
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9871-12702,228.280733463,41.2646196408
9871-12705,228.372167425,42.3302546015
9872-9102,234.134706786,41.7992939146
9876-6101,195.553227073,28.2148516578
9881-12705,205.373570269,23.1669644206
9883-12704,256.550767354,33.5552301598
9883-9102,256.641390707,33.6929831578
9888-12701,235.475823161,28.1339793885
9888-12704,236.006339163,28.2770287796

Spirals:

name, ra, dec
7815-1902,317.430068351,11.3552406345
7958-3703,256.664046275,34.5430022348
7964-12701,314.60971,0.18089
7972-9102,317.430068351,11.3552406345
8077-12704,41.2805684533,0.950165001317
8077-6104,42.0327818599,-0.752315928466
8078-3701,42.416649866,-0.636905831744
8078-6103,42.4165410114,-0.0698507357271
8080-12701,47.1188191875,0.387563534541
8080-12705,47.8890844551,-0.742939934572
8080-6101,47.787486215,0.235180942215
8080-6104,49.5841798618,-0.824657888672
8081-6101,49.9737624968,-1.14589957017
8084-12703,51.1699181501,-0.681472614144
8084-6102,50.9707741265,-0.554082387071
8085-12704,52.6198957289,0.81149714329
8086-3702,57.0253525105,0.208844356366
8134-12702,114.455928451,46.3976622911
8134-12705,114.673017412,45.9436549273
8135-12702,112.933557763,38.3365628172
8137-12703,116.169257474,44.1444094839
8138-12704,116.657135061,44.7905163357
8138-9101,117.302592541,45.5102739714
8140-9102,116.742603976,42.320966989
8141-12702,117.239820154,43.7865920222
8144-12701,114.83597,27.36062
8144-12703,114.775045083,29.1600739978
8145-12704,116.239350213,28.9275044259
8145-1901,116.993596062,28.3248061942
8146-12701,117.27419,28.61938
8146-12702,116.835692191,29.4129340233
8147-12703,118.592626166,27.0088036339
8147-6103,119.039496416,26.8757761756
8149-3704,120.207222406,27.5003590021
8153-12705,41.4483281377,-0.240915330231
8153-1901,41.0062256193,0.176297219814
8155-6102,52.6213671199,0.752067673583
8158-9101,61.8480353206,-6.68645241484
8239-12705,115.767844167,47.4159585016
8241-12704,125.915151366,18.29996445
8241-3703,126.461187965,18.1666896663
8241-3704,126.568911749,17.3624515911
8244-12704,133.035323408,51.3127390765
8244-6101,130.454908959,50.7864246426
8244-9101,133.787581956,52.4704424298
8247-12703,136.363181204,44.1438800822
8247-12704,136.730098431,44.121516356
8247-9101,136.778259104,42.5951034895
8249-12703,139.55919103,45.6516888989
8249-12704,137.377511499,45.9523523666
8252-12705,145.443221426,46.9738383647
8254-12701,161.169643329,44.0661435706
8254-3704,164.082166985,43.7549018914
8255-12702,164.978081902,43.1477035287
8255-12705,165.276869321,43.0761034755
8256-12703,166.909018652,42.75319133
8257-9102,166.767438931,45.8221385038
8259-3702,177.794188858,45.2228493075
8262-12703,186.659041558,44.9214107215
8262-12704,185.475057031,45.2676796139
8263-12705,186.058329937,44.9376349237
8274-12703,166.909018652,42.75319133
8311-12701,202.903672542,22.2010078084
8311-3704,204.011832456,22.6337302011
8312-12703,247.209058618,39.83508743
8313-12701,239.4918,41.792591
8313-12703,240.365851242,42.3881865027
8313-12704,240.960024301,41.5218602856
8313-6101,240.65805398,41.2934271029
8317-6102,194.925026457,43.7531796624
8317-9102,192.977010653,44.0934015539
8318-12705,197.411496619,45.2692467822
8318-3703,198.491577212,45.7044634138
8318-6101,197.421657109,46.0233156886
8319-3701,199.3225054,47.3420135692
8319-6102,199.944770082,48.2065758276
8319-9101,202.533480747,48.8932602825
8320-6102,205.782134401,22.1758149643
8322-12704,199.051371303,30.9502990173
8325-12701,210.176336711,45.8334223968
8325-12705,212.101063845,47.2737209102
8326-12702,214.726268165,45.9584150865
8326-12703,215.463145967,48.0337900958
8329-12701,213.416820051,43.8665647606
8329-12704,213.783652001,45.5948493729
8329-6103,213.103435454,44.4608684501
8331-6102,205.918869004,41.6958237593
8332-9101,207.557469772,42.746267262800004
8335-6104,217.097902013,40.8090391299
8439-12703,142.13573,50.79362
8442-3701,199.213139725,31.5811383944
8443-12702,206.972769752,25.5670000174
8443-12703,208.260195394,24.5601927813
8445-12701,203.958189452,34.9989487463
8446-9101,205.332901659,36.9352572078
8449-9102,169.684933409,21.5641842202
8450-12701,170.678746873,22.2607085632
8450-6102,171.748834197,21.1416757174
8450-6104,172.607537655,22.2165297033
8451-12704,166.909018652,42.75319133
8452-12705,157.93769,46.67167
8452-9102,156.966733085,46.006369908800004
8453-12701,151.309949901,46.6508890341
8454-12703,154.771367726,46.4541111008
8454-6101,153.378123617,43.9979617648
8455-3702,156.590550666,39.9536297797
8459-12705,148.117076795,42.8191413496
8462-12703,144.130274095,38.0950243241
8462-6101,145.860507483,36.2373813035
8464-3704,188.10783748,44.1836188104
8464-6102,186.000240273,45.9439870099
8464-9102,186.211126212,45.2619113654
8466-12702,167.967431339,45.5413957629
8466-12704,168.363125901,45.8663821042
8482-12701,244.298422082,49.9643976441
8482-3702,245.089656802,49.9434910924
8483-6101,246.456915028,48.1003393844
8484-12702,246.428955701,46.24232355
8484-3703,247.67226841,44.5134660847
8484-6103,245.712748338,45.741993847
8485-9102,234.111533723,47.8547870822
8547-6103,215.92408546,53.7660567703
8548-12702,244.870710334,46.6778549229
8548-12703,245.601008863,47.7317291681
8549-3703,241.416442386,46.8465606897
8550-12701,246.358721827,39.8706971974
8550-12705,249.135695215,39.0278800132
8550-9102,247.209058618,39.83508743
8553-9102,234.541843983,57.6036530229
8566-12702,114.998328579,40.1476611274
8566-12704,115.66993677,40.9294330892
8567-1902,118.574831205,49.7995147266
8567-3701,118.10650806,47.7779786348
8568-12702,155.899411027,37.6377529641
8568-12703,156.810365722,38.2045029032
8568-12705,156.560397898,37.4594095056
8591-6104,214.863290152,54.1002998827
8591-9101,212.259249772,54.5562038875
8592-6101,222.671773309,51.704468559
8592-9101,223.61098242,53.2174411839
8595-12703,220.716792448,52.2809912468
8597-12704,225.605699594,48.877687421
8597-6103,226.247573445,48.6466258595
8600-12702,245.157184068,41.4668735263
8601-12703,247.57407,40.59861
8602-9101,245.50106378,38.9150731969
8603-12704,247.893876589,40.5655973228
8603-9102,246.238624146,39.5312045188
8604-12701,245.886475694,39.121095897
8606-3701,254.997419646,36.0290774727
8611-12701,262.257375976,60.089399624
8611-12704,260.705617581,60.4448593136
8611-12705,261.979027094,59.7212052974
8611-6103,259.795874376,62.1485590257
8611-9101,260.674137648,59.8518663722
8613-12701,254.021313773,34.0498523927
8613-6101,255.766333447,33.5431730992
8615-12705,319.662146239,0.295079116042
8616-12704,323.174007207,-0.127839589249
8616-1901,322.040886836,1.14109407639
8618-6103,317.430068351,11.3552406345
8624-9101,262.535229254,59.5318374857
8625-6104,260.584258385,57.6121550998
8625-9102,258.711260975,57.5702967865
8626-9101,262.468323287,56.8263130659
8655-12704,356.805709913,-0.480166160074
8712-6101,118.726922828,53.8462770857
8713-6104,118.317318379,39.050122769
8714-12702,118.68983,46.22018
8714-12703,118.432971579,47.2480042699
8715-9102,119.692171282,50.459723286
8716-12705,123.150217943,52.734220452
8716-3701,121.547647455,53.1473631033
8716-6103,119.627278961,53.3883331418
8717-3704,117.518331889,34.479317451
8717-6103,118.291306687,35.9325202653
8719-6103,119.623484735,47.6531184648
8719-6104,122.205714736,47.3430674935
8727-12701,54.6375842223,-5.46721414363
8727-12702,54.8953922903,-6.03886980922
8727-3702,54.5540461172,-5.54040435712
8931-12701,192.888619916,26.7698256527
8932-12701,194.119122354,27.2912463845
8938-12703,121.969894867,30.5963162891
8942-12704,123.807495221,27.4088051877
8944-12704,150.643131656,34.9358500505
8944-3703,149.315613924,33.9762909945
8945-12702,172.66989,47.018275
8946-12702,169.823700352,47.6483583246
8948-12703,166.075042353,50.0341044982
8948-12705,166.014205374,49.8216247532
8952-12705,206.036124092,26.3489140635
8952-3703,205.440923024,27.1063453373
8952-9102,205.632789518,26.4872381977
8977-6102,117.974205077,32.6587597763
8979-12703,242.065591427,42.7070243134
8980-6104,226.127153386,43.06941831
8982-3701,202.289468822,25.7571417094
8983-3703,205.438406961,27.0047377781
8984-12703,203.93243,27.40942
8984-12705,204.353484976,27.4192185178
8985-6103,203.787835831,32.6615871636
8990-12703,174.246658556,50.2243301833
8990-9102,173.929666166,49.7378213736
8991-12701,175.402722248,51.8627179839
8991-12704,177.652146693,52.9284849415
8991-12705,176.940672412,51.0841798067
8993-12705,165.391530621,45.6538679753
8996-12705,172.492084431,52.1831218423
8996-3703,172.302012552,53.7339659409
8997-12701,172.492084431,52.1831218423
9002-12704,224.737195419,31.786649803
9002-12705,223.652055801,30.6180119147
9024-12701,221.910822442,32.6023635164
9024-6102,223.779212841,33.7244456023
9026-3703,249.344353233,44.3471229154
9027-12701,243.93592142400001,31.9639551562
9031-12701,238.948509456,44.668543326
9031-12705,241.150984777,43.8797876113
9033-3704,223.92242919,45.5407519444
9035-6102,236.654443702,43.6836515891
9036-12703,238.948509456,44.668543326
9036-6101,241.150984777,43.8797876113
9036-6102,239.102071532,42.3954860554
9041-12701,236.941512144,28.6416976104
9041-3702,236.450303673,30.2024487076
9041-6102,235.869383482,29.7823288354
9041-9102,235.941918996,28.4152116397
9042-6102,233.840977841,27.124639923
9043-6104,232.213336275,29.0573223952
9044-6101,230.686983636,29.7696005075
9045-12702,226.40417,31.16382
9047-6104,248.140878523,26.3807396123
9050-12704,245.207249836,24.0420575029
9050-3704,245.995003624,22.3933672694
9085-12701,260.745463415,27.7495446674
9085-6103,259.681487181,27.5460011943
9088-12705,243.619184484,25.6940909147
9088-6101,243.609781443,25.096398041
9095-12705,243.583216254,22.2661043866
9185-3702,256.664046275,34.5430022348
9194-12703,47.1942785726,-0.733117363745
9194-3702,47.0294515613,0.456208364797
9195-6104,28.9665870132,14.9402756516
9196-6103,260.354712548,54.3049245811
9485-12705,121.779937488,36.2334785413
9485-6102,121.406504036,36.3982971391
9490-6101,120.994846241,19.3642418355
9491-6101,119.174377409,17.9911684239
9492-12701,117.216794454,17.3562665374
9492-12705,117.59546,17.64534
9493-6101,130.187087142,22.2944558414
9501-12705,130.71962,25.07035
9501-9102,130.36775761,25.2344528405
9506-12701,132.586475426,27.3392330288
9506-3701,133.569904521,27.2665262848
9506-3702,133.233230216,27.5616910563
9508-3703,126.310386877,25.0161048395
9508-3704,127.107818258,25.0146350066
9509-12704,123.927344598,25.9653756651
9509-6103,123.064470015,26.2025710932
9509-6104,123.87203821,26.1509812019
9865-12702,223.964741911,49.647511889
9865-12705,225.41734,49.3738
9865-9102,224.897977138,49.3274453749
9870-3702,229.934607505,44.3218444145
9870-6102,231.515491617,44.5336226308
9881-12701,205.419200168,23.1890214792
9881-6102,205.213158666,24.4733117249
9883-3701,255.134051842,32.6707694455
9888-12702,236.321146067,27.9137608113
9888-12705,236.901377571,26.0637670424

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