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.
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.
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.
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 8078-12703,42.5702667337,0.0919901487903 8081-6103,48.0654771418,0.24045156252 8083-12704,50.6967861467,0.149366137403 8085-12702,51.0944329463,0.113892685771 8085-3704,51.1555183364,-0.444017557679 8086-9101,57.2429855767,-0.521120144849 8132-12703,113.266875521,42.4724616081 8132-12705,111.936858786,42.1015119728 8132-6101,111.733682055,41.0266910782 8133-12705,113.747217977,43.4725190638 8134-12704,114.733630043,47.4737808791 8135-12701,113.472274826,37.025904577 8135-12704,114.753059381,38.1277411977 8135-6103,113.057012986,39.5600737596 8137-6104,116.967569128,43.3835000413 8137-9102,117.038625786,43.5907001931 8138-12701,115.633440402,44.2338189442 8138-6104,117.291419677,46.4618830471 8138-9102,118.328543844,45.4620260271 8140-12701,116.930322338,41.386379358 8140-12704,117.923767287,42.303573518 8147-6102,118.627843459,25.8159864765 8149-12702,119.609269043,27.1615475855 8150-12702,146.991437311,32.9915460826 8155-12704,53.1703361086,0.245738937436 8239-6101,115.304068393,47.6714784179 8241-12701,125.697648008,17.3308856479 8241-6102,126.059633434,17.3319505175 8241-9101,126.898019245,17.9185088062 8247-3701,136.671423992,41.3651069434 8249-6101,137.562456488,46.2932696556 8249-6104,139.308858804,44.4891619278 8250-6102,138.902616221,42.1572231444 8250-9101,139.308858804,44.4891619278 8252-12704,145.943835706,48.290713463 8252-3702,144.059863049,48.7456976861 8252-6103,144.154987174,48.4743817436 8253-6104,158.251424806,42.9284226228 8257-3703,166.655700331,46.0387775728 8257-6103,164.642095782,45.8125349849 8258-12705,167.15437657,43.0042373453 8259-12704,180.160568753,44.4066455755 8259-6103,178.842125795,43.7610940306 8309-9102,211.94856418,53.3704370372 8311-12705,203.489293607,22.4175505533 8312-12702,245.270870484,39.9173908047 8312-3704,247.163484693,39.5185461511 8313-9101,239.697545939,41.9380974666 8313-9102,239.987945488,41.4777751316 8317-12704,193.70398981,44.1555657173 8318-12703,196.232419455,47.5036436707 8318-12704,197.114483081,46.5696014209 8318-9102,197.959465358,46.9327158022 8319-12702,199.061490533,47.5993643925 8323-12703,195.41605,36.2901 8323-6101,196.978400702,34.0870995491 8325-9102,211.422653928,46.4274417048 8326-6102,215.017906947,47.1213302326 8326-9102,215.940812985,45.9311854386 8330-9101,203.958723047,40.2716872812 8331-12702,204.99108268,41.3380714808 8331-12704,205.251031775,42.4314116287 8331-12705,206.334432527,41.3889308304 8332-6103,207.657429867,43.764131306 8333-6102,214.506766167,41.8276427183 8335-12704,215.718400019,40.6225967971 8335-6102,216.904792332,40.4073058026 8341-12704,189.213252539,45.6511702678 8439-12702,141.539307103,49.3102016203 8439-3701,141.460052772,49.3298551231 8440-12701,135.065110305,40.2967379097 8442-12703,199.17463,31.36757 8443-9101,206.016983541,25.6635132875 8444-12703,201.411105292,33.6804328237 8446-12705,205.293330159,37.0186006084 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 8455-3701,157.179457248,39.8388849686 8455-9102,157.059621191,41.5698778924 8456-12701,151.191285745,44.7057800061 8456-12704,150.842878378,45.7635360671 8459-3703,147.335,43.44299 8464-12701,186.446890985,45.9095701047 8464-12704,187.936893409,46.1315884926 8465-12701,195.973168318,47.3864444591 8465-12705,198.236315095,47.4566280096 8481-12701,236.761272589,54.340901023 8481-1902,237.653858933,53.3906219728 8482-12703,245.503111116,49.5207899339 8482-1902,243.102564653,48.5298860438 8482-9102,242.955879685,49.2287127601 8483-12703,245.248313831,49.0017772161 8484-12703,248.788258728,46.213894535 8485-12701,233.319217849,48.119650849 8486-6101,238.039552922,46.3197897317 8547-12701,217.629970676,52.7071590288 8547-6102,217.324860201,52.6655598805 8548-6102,245.522375014,46.6242084914 8549-6103,240.418740846,46.085291751 8550-12703,247.674430234,40.5293893805 8550-12704,247.058405986,40.3138366723 8550-3704,248.426385752,39.1851196817 8552-9101,226.911930178,44.5562592519 8553-12704,234.292946668,57.5762330408 8554-12702,182.721537971,36.5457776875 8567-9102,119.520944232,49.4179395209 8568-6101,155.251009018,36.1518454582 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 8715-12701,118.359600724,50.2284207566 8715-12705,118.925615484,50.1727724696 8715-9101,119.910115328,51.7923625696 8716-9102,123.039644476,52.4552293371 8717-6102,118.803430825,35.5967997097 8717-9101,118.344852476,36.2743788157 8719-3701,121.334138491,46.7165300829 8721-6103,133.12130257,56.112688488 8721-9101,134.67238225,54.2181381903 8724-12701,130.335246061,53.9386514555 8725-12701,125.402303304,45.5854761711 8725-12705,127.580820546,45.0758652965 8725-1901,126.143771046,45.4798234048 8726-12701,115.717036562,22.1127304695 8726-12702,116.183816927,22.1601786657 8727-12705,57.1040919143,-6.62606055908 8728-12701,57.7295749472,-7.06064700684 8931-12702,192.764944171,27.3699662435 8931-12704,194.506503345,27.4896759526 8932-12704,196.472871111,28.1124344082 8936-3703,117.54378,30.68509 8938-12702,120.814384478,30.7965108405 8939-12703,125.60327372,25.5090791387 8940-12701,119.708713628,25.7462565372 8940-3703,122.351732839,26.2894589268 8941-1901,120.723976721,28.4571247784 8941-6103,121.331303319,27.0711340102 8942-12702,124.003309706,27.0758952047 8945-12705,174.317747615,45.7573989593 8945-6104,174.128115553,47.8172263134 8946-3701,168.957726925,46.3195644483 8947-12704,171.102653854,51.23494063 8947-9101,168.73450562,50.334872965 8948-12704,167.306019605,49.5194324004 8978-9101,247.907995888,41.4936431012 8979-12701,241.341763012,42.4883122721 8979-3704,244.4229653,40.9338176284 8979-6102,241.823389178,41.4036042555 8979-6104,242.45130039,42.333990796 8980-12705,223.984092721,42.1597825909 8980-3702,225.676453111,43.2424156598 8982-12703,203.806663432,27.6300360894 8982-6104,203.057062619,26.9499810568 8983-12705,203.910044306,25.8752373782 8983-3704,206.007949798,25.9411986626 8984-12704,203.937687741,27.8676047844 8985-6102,205.076050959,32.1531397042 8985-6104,206.198417052,31.6156728964 8987-12702,136.138199276,28.3498623083 8987-3703,136.228339277,28.3843145009 8989-3703,177.440360191,50.5270164143 8989-9101,176.35873382,49.8790405576 8992-12703,172.798562522,51.6980673726 8992-6103,173.037843908,50.7655350127 8993-12704,165.447609688,45.8737368797 8995-12705,177.844535418,53.4441892852 8995-3702,175.53406029,55.4236012526 9025-12704,246.050763599,30.162261411 9025-12705,246.259590618,30.1101440207 9025-1902,246.358197043,30.3094478193 9025-6104,247.36126617,29.5411260226 9026-12702,249.525082478,43.8261181472 9026-9101,249.318419223,44.4182296144 9027-12704,245.346646891,32.3490136493 9027-12705,244.38849,31.57767 9028-12701,242.10095866,29.7548343494 9028-12702,242.975066254,30.332783222 9028-12704,243.615790912,29.9738333089 9028-9101,243.025586046,28.4988658036 9029-12704,247.21695308,42.8120113452 9029-12705,247.579418669,41.1020792928 9034-12705,227.53668071,46.1046806603 9035-12705,236.377526846,44.0163790263 9035-3704,236.677624895,43.3724791101 9038-12703,238.746331371,42.1053691192 9039-12704,230.229146078,33.4325236797 9041-12703,234.679302212,30.6712885647 9041-6104,236.755685381,30.5331724955 9042-12702,232.096990969,28.2294709688 9042-12703,235.152678619,28.5124355207 9042-6101,232.551073651,27.1341167912 9045-12704,227.901418339,31.7131450775 9045-1902,228.63271712,31.0309520948 9047-12703,247.688425711,26.0952495416 9048-12701,245.456709242,23.7700790091 9048-12704,244.69865757,25.1887382793 9048-9101,245.056710905,25.7100874489 9049-12704,248.042390617,26.0552030407 9049-1901,247.560972961,26.2064735616 9050-12705,246.307313646,23.6999473282 9085-9101,259.648419844,29.2514761618 9088-12702,242.315473709,25.7124695732 9095-12701,241.913639345,23.4168660273 9095-9102,243.084888914,23.0020200482 9182-12703,118.77452696,40.0412963514 9183-12702,121.31151,37.47255 9183-12703,120.752570359,39.8691375442 9183-3704,122.527402835,38.0170889262 9184-12701,119.799041719,31.8078742908 9184-12705,119.500220145,30.7955819139 9185-12705,258.582463596,33.5488846369 9193-3702,46.5212586534,-0.534049089871 9195-12702,28.3757033338,14.57094903 9195-9101,28.0792260837,13.6340560516 9196-12701,260.126453553,52.6430405566 9196-12703,262.399282723,54.4944236725 9196-6104,262.317715289,54.2059237546 9485-6101,120.447609463,36.2260578482 9486-12702,121.129595233,40.2060448107 9487-12701,122.522873301,46.1930252145 9487-12704,123.686398283,46.4149752823 9487-3704,123.662048361,44.3946431156 9487-9101,123.571196537,46.0103315294 9487-9102,123.820325773,46.0752533433 9490-12702,121.137535132,19.8512585074 9491-12704,119.535738941,19.5501458348 9493-1902,129.961495262,23.1433485715 9494-9102,127.43483886,22.4243963664 9501-6102,129.669173266,25.5871764355 9502-6101,129.394959024,24.6125677204 9505-12704,139.078120222,28.8890738652 9506-9101,133.58893998,27.1672261424 9507-12702,128.494561948,26.1067972709 9508-12701,126.514500226,25.5945851751 9508-12704,127.105953892,26.3973701601 9510-12703,128.026434789,29.2362513135 9868-6102,219.227540718,46.8017683736 9868-9102,218.36486701,46.4682615107 9869-9102,247.256607727,40.5348708 9870-12703,232.761075491,44.5597467804 9870-6103,233.228291256,44.5387324245 9870-9101,233.28344626,44.5356789804 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